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<front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">TOPHJ</journal-id>
      <journal-id journal-id-type="nlm-ta">Open Public Health J</journal-id>
      
        <journal-title>The Open Public Health Journal</journal-title>
        <abbrev-journal-title abbrev-type="pubmed">Open Public Health J.</abbrev-journal-title>
      
      <issn pub-type="epub">1874-9445</issn>
      <publisher>
        <publisher-name>Bentham Science Publishers</publisher-name>
      </publisher>
    </journal-meta>

    <article-meta>
    	<article-id pub-id-type="publisher-id">e18749445432039</article-id>
   <article-id pub-id-type="doi">10.2174/0118749445432039251027115224</article-id>

      <title-group>
        <article-title>Mental Health Impacts and Air Pollution in Pakistan: A Small-scale Cross-sectional Study of Awareness, Coping Strategies, and Mitigation Gaps</article-title>
      </title-group>

      <contrib-group>

        <contrib contrib-type="author">
          <name>
            <surname>Batool</surname>
            <given-names>Masooma</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Ullah</surname>
            <given-names>Adila Izzat</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Rizvi</surname>
            <given-names>Syeda Shaiza Hussain</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>

        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Ali</surname>
            <given-names>Muhammad</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref rid="cor1" ref-type="corresp">*</xref>
          <contrib-id contrib-id-type="orcid">0000-0002-6369-1510</contrib-id>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Noor</surname>
            <given-names>Rabia</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Ejaz</surname>
            <given-names>Sana</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Kanwal</surname>
            <given-names>Uroosa</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Shafiq</surname>
            <given-names>Sadia</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>

        <contrib contrib-type="author">
          <name>
            <surname>Ali</surname>
            <given-names>Raahim</given-names>
          </name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>

        <aff id="aff1"><label>1</label><institution content-type="dept">Department of Pharmaceutics and Pharmacy Practice, Faculty of Pharmacy</institution>, <institution>Salim Habib University</institution>, <addr-line><city>Karachi</city></addr-line>, <country country="pk">Pakistan</country></aff>

        <aff id="aff2"><label>2</label><institution content-type="dept">Department of Pharmacy Practice, Faculty of Pharmacy</institution>, <institution>Salim Habib University</institution>, <addr-line><city>Karachi</city></addr-line>, <country country="pk">Pakistan</country></aff>

        <aff id="aff3"><label>3</label><institution>Baqai Medical University</institution>, <addr-line><city>Karachi</city></addr-line>, <country country="pk">Pakistan</country></aff>

      </contrib-group>

      <author-notes>
        <corresp id="cor1"><label>*</label>Address correspondence to this author at the Department of Pharmaceutics and Pharmacy Practice, Faculty of Pharmacy, Salim Habib University, Karachi, Pakistan; E-mails: <email xlink:href="qaziali17004@gmail.com">qaziali17004@gmail.com</email> and <email xlink:href="qazi.ali@shu.edu.pk">qazi.ali@shu.edu.pk</email></corresp>
      </author-notes>

      <pub-date pub-type="epub">
                <day>11</day>
                <month>11</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
           
               <volume>18</volume> 
            <elocation-id>e18749445432039</elocation-id>
             <history>
                <date date-type="received">
                    <day>22</day>
                    <month>07</month>
                    <year>2025</year>
                </date>
                <date date-type="rev-recd">
                    <day>05</day>
                    <month>09</month>
                    <year>2025</year>
                </date>
                <date date-type="accepted">
                    <day>17</day>
                    <month>09</month>
                    <year>2025</year>
                </date>
            </history>

            <permissions>
                <copyright-statement>&#x00A9; 2025 The Author(s). Published by Bentham Open.</copyright-statement>
                <copyright-year>2025</copyright-year>
                <copyright-holder>The Author(s)</copyright-holder>
                <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/legalcode">
                    <p>This is an open access article distributed under the terms of the Creative Commons Attribution 4.0 International Public License (CC-BY 4.0), a copy of which is available at: <uri xlink:href="https://creativecommons.org/licenses/by/4.0/legalcode">https://creativecommons.org/licenses/by/4.0/legalcode</uri>.  This license permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</p>
                </license>
            </permissions>

      <abstract>
        <sec id="sec1">
          <title>Introduction</title>
          <p>Pakistan, with its deteriorating air quality, is ranked as the third most polluted country globally. It has a PM<sub>2</sub>.<sub>5</sub> concentration of 14.7 times the WHO annual PM<sub>2</sub>.<sub>5</sub> guideline value. It threatens both the physical and mental well-being of individuals. This study evaluates the perceived psychological impacts of air pollution on Pakistani residents, such as changes in mood, anxiety, depression, sleep quality, fatigue, as well as coping mechanisms, and public awareness concerning air pollution.</p>
        </sec>
        <sec id="sec2">
          <title>Methods</title>
          <p>A cross-sectional survey was conducted among 160 respondents (through random sampling) from urban, suburban, and rural areas of Pakistan. The survey adapted elements from validated tools, including PHQ-4 and PHQ-9. Statistical methods, <italic>i.e</italic>., the chi-square test and Spearman’s correlation, were used to assess relationships among demographics, mental health, and pollution exposure.</p>
        </sec>
        <sec id="sec3">
          <title>Results</title>
          <p>A considerable portion of those surveyed experienced air pollution regularly, and 70% reported worsening of air quality. Mental health impacts include anxiety, sadness, behavioral changes, fatigue, and sleep disturbances (<italic>p</italic> &lt; 0.001) among 15–24-year-old females, undergraduates, and urban residents. Moreover, moderate positive associations were found between restlessness and irritability (<italic>ρ</italic> = 0.44, <italic>p</italic> = 0.001) and between perceived fatigue and mood changes (<italic>ρ</italic> = 0.46, <italic>p</italic> &lt; 0.001). Although 83% of participants regarded vehicle emissions as a major source of pollution, only 11.9% engaged in protective behavioral routines, such as wearing masks or using air purifiers. The most frequent coping strategy was avoidance (37.5%), followed by exercising (19.4%).</p>
        </sec>
        <sec id="sec4">
          <title>Discussion</title>
          <p>These findings show that polluted air in Pakistan significantly affects mental health, particularly among young urban females. The study highlights the awareness, health concerns, pollution sources, and self-coping strategies of the respondents.</p>
        </sec>
        <sec id="sec5">
          <title>Conclusion</title>
          <p>The outcomes of this study suggest a crucial requirement to conduct a study with a broader sample size to assess the generalized health consequences of air pollution concurrently.</p>
        </sec>
      </abstract>

      <kwd-group kwd-group-type="author">
        <title>Keywords</title>
        <kwd>Air pollution</kwd>
        <kwd>Air quality</kwd>
        <kwd>Mental health</kwd>
        <kwd>Anxiety</kwd>
        <kwd>Depression</kwd>
        <kwd>Mood changes</kwd>
        <kwd>Coping strategies</kwd>
        <kwd>Mitigation approaches</kwd>
      </kwd-group>

    </article-meta>
  </front>

  <body>
    <sec id="sec1" sec-type="intro">
      <label>1</label>
      <title>INTRODUCTION</title>
      <p>Air pollution is a widespread environmental risk factor that poses a serious threat to global human health. It is a complicated mixture of particulate matters (PM<sub>2</sub>.<sub>5</sub>, and PM<sub>10</sub>), gases including nitrogen dioxide (NO<sub>2</sub>), sulfur dioxide (SO<sub>2</sub>), ozone (O<sub>3</sub>), carbon monoxide (CO), and a number of volatile organic compounds (VOCs), which mainly come from industrial emissions, vehicle exhaust, biomass combustion, and other human activities [<xref ref-type="bibr" rid="r1">1</xref>, <xref ref-type="bibr" rid="r2">2</xref>]. Air pollution worldwide alone causes millions of deaths annually, which are mainly due to respiratory and cardiovascular disease. In addition to these established physical health outcomes, however, there is increasing evidence that air pollution also negatively influences mental health, causing a variety of psychiatric conditions and cognitive impairment [<xref ref-type="bibr" rid="r3">3</xref>, <xref ref-type="bibr" rid="r4">4</xref>].</p>
      <p>Long-term exposure to air pollution has been associated with a greater risk of depression, anxiety, bipolar disorder, psychosis, and even suicide [<xref ref-type="bibr" rid="r5">5</xref>-<xref ref-type="bibr" rid="r7">7</xref>]. According to previous epidemiological studies, air contamination raises the risk of dementia, Alzheimer's disease, and cerebral decline in the elderly population [<xref ref-type="bibr" rid="r8">8</xref>-<xref ref-type="bibr" rid="r11">11</xref>]. The most vulnerable individuals are children and young people because of their immature nervous system and increased liability per body weight, which can lead to sustained neuro-developmental and behavioral effects [<xref ref-type="bibr" rid="r4">4</xref>]. Neuroimaging and epidemiological research indicate that air pollution causes neuroinflammation and oxidative stress that impact brain areas responsible for emotion regulation, such as the hippocampus, amygdala, and prefrontal cortex [<xref ref-type="bibr" rid="r12">12</xref>, <xref ref-type="bibr" rid="r13">13</xref>]. Such biological pathways yield a likely mechanism to connect exposure to pollutants with heightened internalizing symptoms, such as anxiety and depression [<xref ref-type="bibr" rid="r12">12</xref>].</p>
      <p>Moreover, new research shows that air pollution adversely affects sleep patterns, contributing to poor sleep quality, insomnia, and sleep fragmentation. Pollutants, such as fine particulate matter (PM<sub>2.5</sub>) and nitrogen dioxide (NO<sub>2</sub>), can irritate the respiratory system, leading to sleep-disordered breathing and disrupted restorative sleep stages, which in turn cause daytime fatigue and cognitive impairments [<xref ref-type="bibr" rid="r14">14</xref>]. Chronic exposure to polluted air has also been associated with feelings of altered mood, irritability, anger, restlessness, and chronic sadness, many of which are symptoms that precede or exist with anxiety and depressive disorders. These impacts are hypothesized to stem from neuroinflammation, oxidative stress, or changes in stress hormones, which damage brain regions involved in emotional regulation [<xref ref-type="bibr" rid="r15">15</xref>]. In addition, the neurobehavioral outcomes highlighted above emphasize a more comprehensive psychological burden of air pollution beyond traditional psychiatric diagnoses.</p>
      <p>International organizations, such as the World Health Organization (WHO), establish limits for safe concentrations of typical air pollutants, but many city dwellers remain exposed far above these thresholds, further amplifying health risks [<xref ref-type="bibr" rid="r1">1</xref>]. The United States Environmental Protection Agency (EPA) also places a high priority on integrating scientific evaluations to inform policy makers and promote public health [<xref ref-type="bibr" rid="r16">16</xref>]. Understanding the whole extent of air pollution health-related impacts, including its behavioral and psychological aspects, is necessary for comprehensive public health plans.</p>
      <p>This study aims to investigate the relation between air pollution exposure with anxiety, depression, and behavioural changes among residents in Pakistan, a country facing significant air quality challenges. A cross-sectional online survey and strong statistical methods were utilized in this study to highlight the psychological burden of air pollution. By revealing these hidden effects, the study not only deepens the discussion on environmental health but also opens new directions for public health strategies that are more inclusive and responsive. It is important to address this gap in knowledge in order to develop interventions that not only mitigate the effects of pollution on the body but also on the psychological health of the affected people.</p>
    </sec>
    <sec id="sec2" sec-type="methods">
      <label>2</label>
      <title>METHODOLOGY</title>
      <sec id="sec2.1">
        <label>2.1</label>
        <title>Study Design and Study Sample</title>
        <p>This research study is a cross-sectional, online survey  investigating the association between air pollution exposure and the prevalence of anxiety, depression, and behavioural changes among residents from diverse regions across Pakistan. The survey was distributed online for anonymous collection of self-reported data on demographics, perceptions of air pollution, mental health symptoms, and coping strategies. It employs random sampling, ensuring that each participant has an equal chance to be included.</p>
      </sec>
      <sec id="sec2.2">
        <label>2.2</label>
        <title>Eligibility and Ineligibility Criteria</title>
        <p>The eligible participants for inclusion were (a) individuals aged 15 years and above, (b) residing in urban, suburban, or rural areas, (c) who could understand and respond to the survey in English language and (d) who provided their informed consent to participate in the study. This study excluded responses from individuals under 15, incomplete or duplicate entries, and those who did not provide consent, and was omitted from the final analysis.</p>
      </sec>
      <sec id="sec2.3">
        <label>2.3</label>
        <title>Recruitment and Informed Consent</title>
        <p>Participants for this cross-sectional study were recruited primarily through online platforms, including social media, university mailing lists, and community groups, to ensure a diverse sample from various urban and rural areas of Pakistan. The survey link was shared with a brief introduction that mentions the purpose of the study, eligibility criteria, and the voluntary nature of participation. Before accessing the survey questions, all potential participants were presented with an informed consent statement that explained the objectives of the research, the types of questions they would be asked (covering demographics, experiences with air pollution, and mental health symptoms), the confidentiality of their responses, and their right to withdraw at any time without penalty. Only those who provided explicit consent were allowed to proceed to the main survey, in compliance with ethical research standards.</p>
      </sec>
      <sec id="sec2.4">
        <label>2.4</label>
        <title>Study Tool Validation</title>
        <p>The questionnaire included demographic information; section one, comprising age, gender, residence, and education level, as well as air pollution awareness and exposure; section two, in which questions were asked to assess the frequency of noticing air pollution, their perception of air quality, use of protective measures, and the concern of respondents about health impacts. Health concern is defined as the perceived level of worry reported by the participants about the effects of air contamination on their overall health. For this specific question, responses were measured on a 5-point Likert scale (Not concerned at all – Extremely concerned), highlighting a self-perceived concern rather than a clinical evaluation. Section three of mental health and behavioral changes has the questions of self-reported symptoms of anxiety, sadness, irritability, fatigue, sleep changes, and behavioral adaptations by individuals. Additionally, in Section four, participants were asked about their healthcare-seeking behaviors and coping mechanisms related to mental health symptoms in the context of air pollution. The survey questions in section three were adapted from questions of mental health assessment tools, such as the Patient Health Questionnaire-9 (PHQ-9) and Patient Health Questionnaire-4 (PHQ-4), which screen for depression and anxiety, respectively [<xref ref-type="bibr" rid="r17">17</xref>, <xref ref-type="bibr" rid="r18">18</xref>]. From these questionnaires, the adapted mental health indicators are the items that cover anxiety/restlessness, mood disturbances, fatigue/exhaustion, sleep changes, irritability/anger, and sadness/depression are added to the corresponding section. Instead of applying clinical scoring cut-offs, responses of these variables were collected on a 5-point Likert scale (<italic>e.g</italic>., Never-Always, not at all- Significantly and Not at all-Very severe) to reflect participants’ self-perceived experiences and concerns rather than diagnostic evaluation. Refer to the <bold>Supplementary Material</bold> for the full survey questionnaire. The adaptation is specifically concentrated on mental health symptoms, such as anxiety, restlessness, sadness, fatigue, and sleep disturbance, while considering them in relation to perceived exposure to air pollution, ensuring that the items reflect environmental health concerns rather than a clinical or diagnostic frame. By adapting the tool in this manner, the mental health symptoms of concern and the environmental stressor examined improved the construct validity of the tool. To further ensure the validity and reliability of the survey instrument, a panel of experts reviewed the questionnaire for clarity, relevance, and cultural appropriateness. A pilot test was conducted with a small sample from the target population, and feedback was used to refine the wording and structure. Internal consistency of the mental health items was subsequently assessed using Cronbach’s alpha during data analysis, confirming the reliability of the composite scales.</p>
      </sec>
      <sec id="sec2.5">
        <label>2.5</label>
        <title>Statistical Analysis</title>
        <p>The data analysis was carried out using the Statistical Package for the Social Sciences (SPSS) version 22. Descriptive statistics (frequencies and percentages) were calculated for categorical variables (age group, gender, residence, and education level) and for responses related to air pollution exposure, showing the prevalence and patterns of exposure among respondents. The data were stratified according to age, gender, area of residence, and education level to examine demographic variations. In view of this, mental health outcomes (anxiety, mood disturbances, fatigue, sleep changes, irritability, and depressive feelings) were assessed in relation to two dependent variables: frequency of noticing air pollution and concern about its health impact. Crosstabulations were performed, and chi-square tests were used to assess group differences. A series of chi-square tests was used to assess associations between air pollution exposure and perceived causes of air pollution with mental health outcomes. Spearman’s correlation was applied to assess the strong, moderate, or low relationships between ordinal variables like anxiety/restlessness, sadness/depression, sleep changes, mood/behavioral changes, and irritability/anger to identify potential mental health symptoms. A <italic>p-value</italic> &lt; 0.05 was considered statistically significant.</p>
      </sec>
    </sec>
    <sec id="sec3" sec-type="results">
      <label>3</label>
      <title>RESULTS</title>
      <p>This cross-sectional study used a sample of 160 respondents, consisting of 35 (21.9%) males and 125 (78.1%) females. The participants were categorized into five age groups, and the majority were between the ages of 15–24 years (75.6%), followed by 25–34 years (13.1%), 35–44 years (5.6%), 45–54 years (3.1%), and 55 years or older (2.5%). To assess air pollution awareness among respondents, demographic information was further categorized by population density and level of education. As per the location of the survey participants, the majority resided in urban areas (89.4%), with fewer participants from rural areas (6.3%) and suburban areas (4.4%). Regarding educational background, most participants held an undergraduate degree (n = 103, 64.4%), followed by high school graduates (n = 27, 16.9%), postgraduate degree holders (n = 21, 13.1%), and those with less than high school education (n = 5, 3.1%), and other (n = 4, 2.5%) (Table <xref ref-type="table" rid="T1"><bold>1</bold></xref>).</p>
      <p>Figure (<xref ref-type="fig" rid="F1"><bold>1</bold></xref>) shows that participants were asked whether they noticed air pollution (smog, dust, or haze) in their area on a 5-point Likert scale ranging from 1 (Never) to 5 (Always). Most respondents favored frequently noticed air pollution (35.6%) or always (30.0%). Only 2.5% of participants declared that they never noticed air pollution. The mean response was 3.82(1.04), suggesting that, on average, participants noticed air pollution between “occasionally” and “frequently,” with a greater inclination towards “frequently.”</p>
      <p>Figure (<xref ref-type="fig" rid="F2"><bold>2</bold></xref>) shows that the majority of people (70%) perceived a worsening of air quality over the past year, while 19.4% were not sure and 10.6% reported no worsening of air quality in their area. The mean response is 1.49, indicating that most participants perceived a decline in air quality. However, this awareness didn’t consistently translate into protective behavior, as shown in Fig. (<xref ref-type="fig" rid="F3"><bold>3</bold></xref>). Participants were inquired about the frequency of using a face mask or an air purifier to protect against air pollution on a 5-point Likert scale ranging from 1 (Never) to 5 (Always). A larger proportion of the participants responded Rarely (31.9%), followed by Occasionally (23.8%). Only 11.9% of participants declared “Always” using protective measures such as a face mask or an air purifier. The mean response was 2.78 (SD = 1.24), suggesting that participants, on average, adopted infrequent protective measures. This relatively low average is concerning, suggesting a general lack of consistent protective behavior against air pollution.</p>

      <table-wrap id="T1" position="float">
        <label>Table 1</label>
        <caption>
          <title>Demographic information (<italic>i.e</italic>., age, gender, area of residence, and level of education) of the respondents (n=160) in the survey.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th colspan="3" valign="middle" align="center" scope="colgroup">
                <bold>Demographics</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>Frequency (n = 160)</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>Percentage (%)</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td rowspan="5" valign="middle" align="center" scope="row">Age</td>
              <td valign="middle" colspan="2" align="center">15-24</td>
              <td valign="middle" align="center">121</td>
              <td valign="middle" align="center">75.6</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">25-34</td>
              <td valign="middle" align="center">21</td>
              <td valign="middle" align="center">13.1</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">35-44</td>
              <td valign="middle" align="center">9</td>
              <td valign="middle" align="center">5.6</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">45-54</td>
              <td valign="middle" align="center">5</td>
              <td valign="middle" align="center">3.1</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">&gt; 54</td>
              <td valign="middle" align="center">4</td>
              <td valign="middle" align="center">2.5</td>
            </tr>
            <tr>
              <td rowspan="2" valign="middle" align="center" scope="row">Gender</td>
              <td valign="middle" colspan="2" align="center">Male</td>
              <td valign="middle" align="center">35</td>
              <td valign="middle" align="center">21.9</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">Female</td>
              <td valign="middle" align="center">125</td>
              <td valign="middle" align="center">78.1</td>
            </tr>
            <tr>
              <td rowspan="3" valign="middle" align="center" scope="row">Area of living</td>
              <td valign="middle" colspan="2" align="center">Urban area</td>
              <td valign="middle" align="center">143</td>
              <td valign="middle" align="center">89.4</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">Suburban area</td>
              <td valign="middle" align="center">7</td>
              <td valign="middle" align="center">4.4</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">Rural area</td>
              <td valign="middle" align="center">10</td>
              <td valign="middle" align="center">6.3</td>
            </tr>
            <tr>
              <td rowspan="5" valign="middle" align="center" scope="row">Level of education</td>
              <td valign="middle" colspan="2" align="center">Less than high school</td>
              <td valign="middle" align="center">5</td>
              <td valign="middle" align="center">3.1</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">High school graduate</td>
              <td valign="middle" align="center">27</td>
              <td valign="middle" align="center">16.9</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">Undergraduate degree</td>
              <td valign="middle" align="center">103</td>
              <td valign="middle" align="center">64.4</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">Postgraduate degree</td>
              <td valign="middle" align="center">21</td>
              <td valign="middle" align="center">13.1</td>
            </tr>
            <tr>
              <td valign="middle" colspan="2" align="center" scope="row">Other</td>
              <td valign="middle" align="center">4</td>
              <td valign="middle" align="center">2.5</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <fig id="F1" position="float" fig-type="figure">
        <label>Fig. (1)</label>
        <caption>
          <p>5-point Likert Scale to determine the frequency of noticing air pollution (smog, dust, haze) by respondents.</p>
        </caption>
        <graphic xlink:href="e18749445432039_F1.jpg"/>
      </fig>
      
      <fig id="F2" position="float" fig-type="figure">
        <label>Fig. (2)</label>
        <caption>
          <p>Percentage of participants who experienced the worsening of air quality over the last year.</p>
        </caption>
        <graphic xlink:href="e18749445432039_F2.jpg" height="270"/>
      </fig>

      <fig id="F3" position="float" fig-type="figure">
        <label>Fig. (3)</label>
        <caption>
          <p>5-point likert scale to check the frequency of using protective gears (face masks or air purifiers) as a prevention from air pollution consequences.</p>
        </caption>
        <graphic xlink:href="e18749445432039_F3.jpg" height="300"/>
      </fig>

      <p>Figure (<xref ref-type="fig" rid="F4"><bold>4</bold></xref>) shows that the mental health impact of air pollution emerged as a significant concern. Participants were asked to rate the overall impact of air pollution on their mental health, compared to other stress factors (like work, personal life, <italic>etc</italic>.) on a Likert scale ranging from 1 (Minimal impact) to 5 (I don’t know). The majority of respondents selected significant impact (34.4%) or moderate impact (32.5%) of air pollution. Only 8.1% of participants reported “I don’t know”, indicating their uncertainty about the impact of air pollution on their psychological health. The mean response was 2.66 (SD = 1.10), suggesting that, on average, participants perceived the impact of air pollution as moderate to significant, with a slight tendency toward the moderate end. The relatively high proportion of participants reporting moderate to significant effects shows a concerning trend regarding the psychological burden of air pollution.</p>      
     

      <p>Results pertaining to the analysis of mental health outcomes show significant demographic variations in terms of age, gender, area, and level of education of the sample population in both the frequency of experiencing poor air quality and the perceived level of concern about air pollution’s health impact. Also, the <italic>p-</italic>values are presented in Table <xref ref-type="table" rid="T2"><bold>2</bold></xref>. Strong associations were found between demographic characteristics and mental health outcomes related to air pollution. In terms of the age factor, the younger adults (15–24 years) consistently reported higher levels of anxiety, fatigue, irritability, and sleep disturbances compared with the older groups, while the 25–34-year-old group expressed greater concern about the health impacts. Whereas, in terms of gender, females generally reported heightened anxiety, mood changes, irritability, and depressive symptoms compared to males, although in the case of fatigue, males expressed greater health concerns. According to the area of living, the urban residents were more likely than rural residents to report anxiety, mood disturbances, irritability, and depressive symptoms, and also expressed greater concern about the health consequences of air pollution, particularly regarding fatigue, sleep, and anger. While the educational differences were also notable, undergraduates showed higher levels of anxiety, fatigue concerns, sleep disturbance concerns, irritability, and depressive symptoms, but postgraduates tended to express concern rather than symptoms, particularly regarding mood changes.</p>
       <fig id="Fd" position="float" fig-type="figure">
        <label>Fig. (4)</label>
        <caption>
          <p>Rating of the overall impact of air pollution on an individual's mental health compared to other stress factors.</p>
        </caption>
        <graphic xlink:href="e18749445432039_F4.jpg" height="270"/>
      </fig>
      <table-wrap id="T2" position="float">
        <label>Table 2</label>
        <caption>
          <title>Stratified analysis to assess the mental health indicators in terms of demographic factors (<italic>p</italic> &lt; 0.05 is significant), with the independent variables: (1) Frequency of noticing air pollution, and (2) Perceived concern of the respondents about their health .</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th rowspan="2" valign="middle" align="center" scope="col">
                <bold>Mental Health Outcomes/Indicators</bold>
              </th>
              <th rowspan="2" valign="middle" align="center" scope="col">
                <bold>Demographic Factor</bold>
              </th>
              <th colspan="2" valign="middle" align="center" scope="colgroup">
                <bold><italic>p-</italic>value</bold>
              </th>
              <th rowspan="2" valign="middle" align="center" scope="col">
                <bold>Key Findings</bold>
              </th>
            </tr>
            <tr>
              <th valign="middle" align="center" scope="col">
                <bold>Frequency of Noticing Air Pollution</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>Concern about Health</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td rowspan="4" valign="middle" align="center" scope="row">Feelings of anxiety or restlessness</td>
              <td valign="middle" align="center">Age</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.009</bold>
              </td>
              <td valign="middle" align="center">15–24 years old most anxious; 25–34 years old most concerned</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Gender</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.008</bold>
              </td>
              <td valign="middle" align="center">Females show higher anxiety and concern</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Area</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">0.09</td>
              <td valign="middle" align="center">Urban residents most affected and are more concerned</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Level of education</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.004</bold>
              </td>
              <td valign="middle" align="center">Undergraduates are more anxious; postgraduates are more concerned</td>
            </tr>
            <tr>
              <td rowspan="4" valign="middle" align="center" scope="row">Mood disturbances</td>
              <td valign="middle" align="center">Age</td>
              <td valign="middle" align="center">
                <bold>0.01</bold>
              </td>
              <td valign="middle" align="center">0.14</td>
              <td valign="middle" align="center">Significant mood changes in 15–24 years old, but the concern is not significant</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Gender</td>
              <td valign="middle" align="center">
                <bold>0.009</bold>
              </td>
              <td valign="middle" align="center">0.126</td>
              <td valign="middle" align="center">Females show more mood changes; no major differences.</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Area</td>
              <td valign="middle" align="center">
                <bold>0.002</bold>
              </td>
              <td valign="middle" align="center">0.24</td>
              <td valign="middle" align="center">Urban residents report mood changes, but not concern</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Level of education</td>
              <td valign="middle" align="center"><bold>0.007</bold>(UG)<break/><bold>0.005</bold>(PG)</td>
              <td valign="middle" align="center">
                <bold>0.016</bold>
              </td>
              <td valign="middle" align="center">Both undergraduates (UG) and postgraduates (PG) show mood change; only postgraduates express concern</td>
            </tr>
            <tr>
              <td rowspan="4" valign="middle" align="center" scope="row">Fatigue and exhaustion</td>
              <td valign="middle" align="center">Age</td>
              <td valign="middle" align="center">
                <bold>0.023</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.001</bold>
              </td>
              <td valign="middle" align="center">15–24 years old report high fatigue and concern</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Gender</td>
              <td valign="middle" align="center">
                <bold>0.014</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.005</bold>
              </td>
              <td valign="middle" align="center">Fatigue is higher in females, but health concerns are higher in males</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Area</td>
              <td valign="middle" align="center">
                <bold>0.01</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.002</bold>
              </td>
              <td valign="middle" align="center">Exhaustion/Fatigue is not different by area, but urban residents show greater concern.</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Level of education</td>
              <td valign="middle" align="center">0.09</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001 (UG)</bold>
              </td>
              <td valign="middle" align="center">Feelings of fatigue not significant by education; undergraduates express most concern.</td>
            </tr>
            <tr>
              <td rowspan="4" valign="middle" align="center" scope="row">Change in sleep patterns</td>
              <td valign="middle" align="center">Age</td>
              <td valign="middle" align="center">
                <bold>0.008</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.001</bold>
              </td>
              <td valign="middle" align="center">15–24 years old show reduced sleep and health concerns</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Gender</td>
              <td valign="middle" align="center">0.203</td>
              <td valign="middle" align="center">0.09</td>
              <td valign="middle" align="center">No significant differences</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Area</td>
              <td valign="middle" align="center">0.164</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">Sleep changes are not significant, but urban residents report higher concern</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Level of education</td>
              <td valign="middle" align="center">0.008</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001 (UG)</bold>
              </td>
              <td valign="middle" align="center">High school graduates report disturbed sleep; undergraduates (UG) show more concern</td>
            </tr>
            <tr>
              <td rowspan="4" valign="middle" align="center" scope="row">Experiencing irritability or anger</td>
              <td valign="middle" align="center">Age</td>
              <td valign="middle" align="center">
                <bold>0.001</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.006</bold>
              </td>
              <td valign="middle" align="center">15–24 years old most irritable and concerned</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Gender</td>
              <td valign="middle" align="center">
                <bold>0.001</bold>
              </td>
              <td valign="middle" align="center">0.09</td>
              <td valign="middle" align="center">Females report more irritability and concern</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Area</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">
                <bold>0.007</bold>
              </td>
              <td valign="middle" align="center">Urban residents show higher anger and concern</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Level of education</td>
              <td valign="middle" align="center">
                <bold>0.001</bold>
              </td>
              <td valign="middle" align="center"><bold>0.001</bold> (UG)</td>
              <td valign="middle" align="center">Undergraduates are more irritable and concerned compared to postgraduates/others</td>
            </tr>
            <tr>
              <td rowspan="4" valign="middle" align="center" scope="row">Feelings of sadness or depression</td>
              <td valign="middle" align="center">Age</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">0.15</td>
              <td valign="middle" align="center">15–24 years old more sad/depressed, but not more concerned.</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Gender</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">0.35</td>
              <td valign="middle" align="center">Females are more depressed, but not more concerned</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Area</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">0.31</td>
              <td valign="middle" align="center">Urban residents are more depressed, but not more concerned</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">Level of education</td>
              <td valign="middle" align="center">
                <bold>&lt;0.001</bold>
              </td>
              <td valign="middle" align="center">0.12</td>
              <td valign="middle" align="center">Undergraduates are more depressed, but not more concerned</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <fig id="F5" position="float" fig-type="figure">
        <label>Fig. (5)</label>
        <caption>
          <p>The main findings of the mental health outcomes, according to stratified demographic factors (age, gender, area, and level of education).</p>
        </caption>
        <graphic xlink:href="e18749445432039_F5.jpg" height="340"/>
      </fig>
      <p>The key findings of the stratified demographic analysis in Table <xref ref-type="table" rid="T2"><bold>2</bold></xref> are depicted in Fig. (<xref ref-type="fig" rid="F5"><bold>5</bold></xref>).</p>
      <p>Further evaluation of the survey variables was conducted by conducting a series of chi-square tests of independence. Table <xref ref-type="table" rid="T3"><bold>3</bold></xref>. shows that the individuals who frequently notice contaminated air in their area were more likely to report several indicators of psychological impact. Participants recognize a significant change in their mood or behavior, due to frequent awareness of air pollution (<italic>p</italic> &lt; .001). A marginally significant association (<italic>p</italic> = .028) was also found between noticing air pollution and feelings of fatigue or exhaustion. Similarly, most respondents feel sad or depressed (<italic>p</italic> &lt; .001), as well as report the worsening of their anxiety or depressive symptoms (<italic>p</italic> &lt; .001) after exposure to smog, dust, and haze. This relationship suggests that increased perceptual awareness of poor air quality is linked to negative emotional states and mental health distress.</p>
      <p>Table <xref ref-type="table" rid="T4"><bold>4</bold></xref> presents the relationship between the concern of respondents about the health impacts of air pollution and related perceptual and behavioral factors. A significant association was found (<italic>p</italic> = .013) between experiencing worsening air quality in one's area and concern about the health impacts of poor quality of air quality. Additionally, a significant relationship was identified between concern about air pollution's health effects and the use of protective behaviors, such as air purifiers or wearing face masks (<italic>p</italic> = .004). These results suggest that individuals who perceive air quality as deteriorating are more likely to exhibit concern about health consequences and to take self-protective actions.</p>      
      <table-wrap id="T3" position="float">
        <label>Table 3</label>
        <caption>
          <title>Association between frequency of noticing air pollution and mental health indicators.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th rowspan="2" valign="middle" align="center" scope="col">
                <bold>Mental Health Indicators/Outcomes</bold>
              </th>
              <th valign="middle" colspan="2" align="center" scope="colgroup">
                <bold>Frequency of Noticing Air Pollution</bold>
              </th>
            </tr>
            <tr>
              <th valign="middle" align="center" scope="col">
                <bold>χ<sup>2</sup> (df)
                </bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>
                  <italic>p</italic>-value
                </bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Change in mood or behavior</td>
              <td valign="middle" align="center">29.21 (4)</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Fatigue or exhaustion</td>
              <td valign="middle" align="center">10.85 (4)</td>
              <td valign="middle" align="center">0.028</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Sadness or depression</td>
              <td valign="middle" align="center">38.10 (8)</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Worsening of anxiety or depressive symptoms</td>
              <td valign="middle" align="center">25.73 (8)</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <break/>
      <p>In Table <xref ref-type="table" rid="T5"><bold>5</bold></xref>, the analysis found the influence of health-related concerns on mental health outcomes. A significant portion of participants who were concern about air pollution’s health effects exhibited perceived changes in mood or behavior (<italic>p</italic> = .045). An even stronger association was observed between health concern and reported changes in sleep patterns (<italic>p</italic> &lt; .001). These strong findings suggest that individuals experience both emotional disturbances and disrupted physiological patterns, such as sleep concerns due to air contamination in the surrounding atmosphere. As depicted in Table <xref ref-type="table" rid="T6"><bold>6</bold></xref>, the Pearson chi-square value (<italic>p</italic> = .055) showed a significant relationship between the feelings of sadness or depression and the likelihood of consulting a healthcare professional. The individuals experiencing emotional distress due to air pollution may be more inclined to seek therapeutic support. However, in reality, only a small number of participants reported consulting a doctor, highlighting that while they are aware of the depressive effects of air pollution, they need to begin engaging with mental health services. Table <xref ref-type="table" rid="T7"><bold>7</bold></xref> examines the associations between worsening psychological symptoms of anxiety or depression and both environmental and health-related perceptions. Concern about the health effects of air contamination (<italic>p</italic> = .050) and how individuals rated the overall health impacts of air pollution (<italic>p</italic> &lt; .001) were significantly associated with the belief that air pollution worsens anxiety or depressive symptoms, which negatively affects their mental health. These concerns and belief systems surrounding air pollution contribute to the internalization of its psychological burden, consistent with cognitive-affective models of mental health distress.</p>      
      <table-wrap id="T4" position="float">
        <label>Table 4</label>
        <caption>
          <title>Relationship between health concern and perceptual or behavioral responses.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" align="center" scope="col">
                <bold>Perceived Health Concern (Variable)</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>χ<sup>2</sup> (df)</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold><italic>p</italic>-value</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Worsening air quality in the area</td>
              <td valign="middle" align="center">19.41 (8)</td>
              <td valign="middle" align="center">0.013</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Use of face masks</td>
              <td valign="middle" align="center">35.34 (16)</td>
              <td valign="middle" align="center">0.004</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      
      <break/>

      <table-wrap id="T5" position="float">
        <label>Table 5</label>
        <caption>
          <title>Health concerns regarding air pollution lead to psychological symptoms among respondents.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" align="center" scope="col">
                <bold>Psychological Outcome</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>χ<sup>2</sup> (df)</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold><italic>p</italic>-value</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Mood or behavior change</td>
              <td valign="middle" align="center">15.84 (8)</td>
              <td valign="middle" align="center">0.045</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Changes in sleep patterns</td>
              <td valign="middle" align="center">67.99 (16)</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <break/>
      
      <table-wrap id="T6" position="float">
        <label>Table 6</label>
        <caption>
          <title>Participants experiencing feelings of sadness and depression tend to seek mental health consultation.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" align="center" scope="col">
                <bold>Variable</bold>
              </th>
              <th valign="middle" colspan="2" align="center" scope="colgroup">
                <bold>Have you consulted Health care professional (HCP) for mental health symptoms in the past year?</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>χ<sup>2</sup> (df)</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>Pearson chi-square</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td rowspan="2" valign="middle" align="center" scope="row">In the past month, have you experienced feelings of sadness or depression?</td>
              <td valign="middle" align="center">
                <bold>Yes</bold>
              </td>
              <td valign="middle" align="center">
                <bold>No</bold>
              </td>
              <td valign="middle" align="center">-</td>
              <td valign="middle" align="center">-</td>
            </tr>
            <tr>
              <td valign="middle" colspan="1" align="center" scope="row">20</td>
              <td valign="middle" align="center">140</td>
              <td valign="middle" align="center">5.81 (2)</td>
              <td valign="middle" align="center">0.055</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <break/>

      <p>For the assessment of the strength and direction of a relationship between two variables, Spearman’s rank-order correlation was conducted. Table <xref ref-type="table" rid="T8"><bold>8</bold></xref> shows the relationship between feelings of anxiety or restlessness and experiencing anger and irritability due to air pollution, along with believing that air pollution worsens anxiety or depression symptoms. There is a moderate, positive correlation, which is statistically significant for both, <italic>i.e</italic>., (<italic>ρ</italic> (160) = 0.44, <italic>p</italic> = 0.001) and (<italic>ρ</italic> (160) = 0.49, <italic>p</italic> &lt; 0.001), respectively. This correlation suggests that participants who felt anxiety or restlessness are more prone to higher levels of irritability or anger, and air pollution has made their anxiety and low mood worse.</p>
      <p>Table <xref ref-type="table" rid="T9"><bold>9</bold></xref> shows the relationship between the contribution of air pollution to any changes in mood or behavior and feeling fatigued or exhausted due to it. There is a moderate, positive correlation that is statistically significant (<italic>ρ</italic> (160) = 0.46, <italic>p</italic> &lt; 0.001). When participants noticed their mood changes, many connected the poor air quality with rising fatigue and a heavy, worn-out feeling throughout the day.</p>

      <table-wrap id="T7" position="float">
        <label>Table 7</label>
        <caption>
          <title>Associations between mental health worsening and perceived health risk.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" align="center" scope="col">
                <bold>Belief of Mental Health Symptoms (Anxiety or Depression) Worsening</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>χ<sup>2</sup> (df)</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold><italic>p</italic>-value</bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Health impacts concern</td>
              <td valign="middle" align="center">9.46 (4)</td>
              <td valign="middle" align="center">0.050</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Health impacts rating</td>
              <td valign="middle" align="center">83.39 (16)</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <break/>
      
      <table-wrap id="T8" position="float">
        <label>Table 8</label>
        <caption>
          <title>Correlation between feelings of anxiety or restlessness, their worsening symptoms, and the experience of anger and irritability due to air pollution.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" colspan="3" align="center" scope="colgroup">
                <bold>In the past month, have you experienced feelings of anxiety or restlessness?</bold>
              </th>
            </tr>
            <tr>
              <th valign="middle" align="center" scope="col">-</th>
              <th valign="middle" align="center" scope="col">
                <bold>Correlation Coefficient</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>
                  <italic>p-</italic>value
                </bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Have you experienced more irritability or anger due to air pollution?</td>
              <td valign="middle" align="center">0.44</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Do you believe that air pollution worsens your anxiety or depression symptoms?</td>
              <td valign="middle" align="center">0.49</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Table <xref ref-type="table" rid="T10"><bold>10</bold></xref> shows the relationship between changes in sleep patterns and feeling fatigued or exhausted due to air pollution. There was a moderate, positive correlation that was statistically significant (<italic>ρ</italic> (160) = 0.40, <italic>p</italic> &lt; 0.001). Participants linked poor air quality to both changes in sleep patterns and feelings of fatigue throughout the day.</p>
      <p>Figure (<xref ref-type="fig" rid="F6"><bold>6</bold></xref>) illustrates coping strategies as a preventive measure for psychological well-being among people from air pollution. The most frequently reported coping strategy for managing mental health symptoms related to air pollution was avoidance, such as staying indoors, endorsed by 37.5% of participants. 19.4% reported exercise, followed by meditation and mindfulness being reported by 9.4%. Only 6.3% of participants reported using medication, while 27.5% indicated that they did not use any of the listed coping strategies. The mean response is 2.77, suggesting a modest inclination toward behavioral coping strategies, such as avoidance and exercise, rather than clinical or mindfulness-based approaches.</p>

      <table-wrap id="T9" position="float">
        <label>Table 9</label>
        <caption>
          <title>Correlation coefficient between change in mood/behavior and feelings of fatigue or exhaustion due to air pollution.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" colspan="3" align="center" scope="colgroup">
                <bold>Do you believe that air pollution has contributed to any changes in your mood or behavior?</bold>
              </th>
            </tr>
            <tr>
              <th valign="middle" align="center" scope="col">-</th>
              <th valign="middle" align="center" scope="col">
                <bold>Correlation Coefficient</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>
                  <italic>p-</italic>value
                </bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">How often do you feel fatigued or exhausted due to air pollution in your area?</td>
              <td valign="middle" align="center">0.46</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <break/>

      <p>Table <xref ref-type="table" rid="T11"><bold>11</bold></xref>presents a multiple-response cross-tabulation (frequencies and percentages) of recognized causes of air pollution against preferred mitigation measures. The most commonly identified cause was vehicle emissions, selected by 133 (83.12%) respondents. From that sample, 95% selected improved public transportation as a preferred mitigation strategy, while 90% supported stricter government regulations on industries. Similarly, 86.3% chose increasing green spaces, and 87.8% supported public awareness campaigns.</p>      
      <table-wrap id="T10" position="float">
        <label>Table 10</label>
        <caption>
          <title>Spearman correlation (feelings of fatigue and exhaustion cause a change in sleep patterns) due to air pollution.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th valign="middle" colspan="3" align="center" scope="colgroup">
                <bold>How often do you feel fatigued or exhausted due to air pollution in your area?</bold>
              </th>
            </tr>
            <tr>
              <th valign="middle" align="center" scope="col">-</th>
              <th valign="middle" align="center" scope="col">
                <bold>Correlation Coefficient</bold>
              </th>
              <th valign="middle" align="center" scope="col">
                <bold>
                  <italic>p-</italic>value
                </bold>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Have you noticed any changes in your sleep patterns due to air pollution?</td>
              <td valign="middle" align="center">0.40</td>
              <td valign="middle" align="center">0.001</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <break/>

      <p>Industrial emissions were recognized by 67 (41.9%) respondents as the second main cause of air pollution. Of those, 60% preferred stricter regulations on industries by the Government, 50% picked improved public transportation, and 51.1% supported public awareness campaigns. Construction activities were selected by 87 (54.4%) respondents, with 64.4% opting for stricter regulations, 63% supporting improved transportation, and 66.7% favoring public awareness campaigns. This implies developing policy and making educational interventions to alleviate construction-related pollution. Crop burning, reported by 41 participants, showed a lower trend for each mitigation measure, with the highest at 38.9% for public awareness campaigns. This indicates either limited awareness or less consensus on effective strategies to combat crop-related pollution. A small group of survey participants (n = 9) selected “Others” as the cause of air pollution. These participants mentioned sources such as garbage burning, timber cutting, hotel smoke, dust from damaged roads, and wood burning. All respondents (100%) also selected “Others” as the solution category, suggesting alternative perspectives, including government-led efforts to<pdf-space/> build<pdf-space/> proper<pdf-space/> roads<pdf-space/> and<pdf-space/> improve<pdf-space/> sanitation<pdf-space/> services<pdf-space/> (Table <xref ref-type="table" rid="T11"><bold>11</bold></xref>).</p>
    </sec>
    <sec id="sec4" sec-type="discussion">
      <label>4</label>
      <title>DISCUSSION</title>
      <p>The current survey-based study assessed the awareness of air pollution and its related mental health symptoms by using self-reported, custom-made questionnaire partly adapted from PHQ-4 and PHQ-9 criteria along with coping strategies among general population in Pakistan, offering crucial insights into how air pollution exposure impacts participant’s quality of life and what strategy they choose to mitigate it [<xref ref-type="bibr" rid="r17">17</xref>, <xref ref-type="bibr" rid="r19">19</xref>] Using an online survey, the study involved 160 participants, predominantly 125 females followed by 35 males. Demographically, individuals were primarily students (64.4% pursuing undergraduate degrees), indicating a younger cohort aged 15-24 years, with a larger proportion residing in urban areas.</p>

      <table-wrap id="T11" position="float">
        <label>Table 11</label>
        <caption>
          <title>Frequencies of primary causes of air pollution and preferred mitigation strategies reported by the survey participants.</title>
        </caption>
        <table frame="border" rules="all" width="100%">
          <thead>
            <tr>
              <th rowspan="2" valign="middle" align="center" scope="col">
                <bold>Causes of Air Pollution</bold>
              </th>
              <th valign="middle" colspan="6" align="center" scope="colgroup">
                <bold>Preferred Mitigation Strategies for Prevention of Air Pollution-related Mental Health Symptoms</bold>
              </th>
            </tr>
            <tr>
              <th valign="middle" align="center" scope="col">Stricter Government Regulations on Industries</th>
              <th valign="middle" align="center" scope="col">Improved Transport</th>
              <th valign="middle" align="center" scope="col">Increasing Green Spaces</th>
              <th valign="middle" align="center" scope="col">Awareness Campaigns</th>
              <th valign="middle" align="center" scope="col">Others</th>
              <th valign="middle" align="center" scope="col">Total</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td valign="middle" align="center" scope="row">Industrial Emissions</td>
              <td valign="middle" align="center">60.0%</td>
              <td valign="middle" align="center">50.0%</td>
              <td valign="middle" align="center">44.6%</td>
              <td valign="middle" align="center">51.1%</td>
              <td valign="middle" align="center">0.0%</td>
              <td valign="middle" align="center">67</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Vehicle Emissions</td>
              <td valign="middle" align="center">90.0%</td>
              <td valign="middle" align="center">95.0%</td>
              <td valign="middle" align="center">86.3%</td>
              <td valign="middle" align="center">87.8%</td>
              <td valign="middle" align="center">0.0%</td>
              <td valign="middle" align="center">133</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Construction Activities</td>
              <td valign="middle" align="center">64.4%</td>
              <td valign="middle" align="center">63.0%</td>
              <td valign="middle" align="center">59.0%</td>
              <td valign="middle" align="center">66.7%</td>
              <td valign="middle" align="center">0.0%</td>
              <td valign="middle" align="center">87</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Crop Burning</td>
              <td valign="middle" align="center">33.3%</td>
              <td valign="middle" align="center">29.0%</td>
              <td valign="middle" align="center">27.3%</td>
              <td valign="middle" align="center">38.9%</td>
              <td valign="middle" align="center">0.0%</td>
              <td valign="middle" align="center">41</td>
            </tr>
            <tr>
              <td valign="middle" align="center" scope="row">Others</td>
              <td valign="middle" align="center">4.4%</td>
              <td valign="middle" align="center">5.0%</td>
              <td valign="middle" align="center">5.0%</td>
              <td valign="middle" align="center">5.6%</td>
              <td valign="middle" align="center">100.0%</td>
              <td valign="middle" align="center">9</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>

      <fig id="F6" position="float" fig-type="figure">
        <label>Fig. (6)</label>
        <caption>
          <p>Self-coping strategies adopted by the survey takers to prevent from health effects of air pollution.</p>
        </caption>
        <graphic xlink:href="e18749445432039_F6.jpg" height="300"/>
      </fig>

      <p>According to demographic factors, this study shows that the younger adults were the most anxious, depressed, with low mood and sleep changes, although they show lesser concern than the early-working-aged adults (25-34 years old). However, a stark contrast emerges when compared to previous studies in Bangladesh, Italy, and Brazil, in terms of age categories mentioned that older adults are more prone to mental and respiratory disorders due to air pollution [<xref ref-type="bibr" rid="r20">20</xref>-<xref ref-type="bibr" rid="r22">22</xref>]. Similarly, in terms of gender, it was found that a greater number of female participants reported anxiety, fatigue, irritability, and behavioral changes than males. But males showed more concern regarding their health due to poor air quality. The same finding was reported in the study of Al-Shidi, H.K., and colleagues [<xref ref-type="bibr" rid="r23">23</xref>]. In view of respondents' area of living, urban dwellers recognized elevated anxiety, anger, mood changes, and sadness. Also, they reported concern about health than the rural residents, which aligns with previous evidence [<xref ref-type="bibr" rid="r24">24</xref>, <xref ref-type="bibr" rid="r25">25</xref>]. The level of education factor also determines the increased anxiousness, exhaustion, depressive symptoms, and fidgety behavior among undergraduates, but the concern regarding mental health was more in postgraduate students [<xref ref-type="bibr" rid="r26">26</xref>]. Participants' awareness of air contamination in their living areas was significant in the present study, as they frequently (35.6%) notice smog, haze, and dust in their everyday routine, though this is less than an online study conducted in Bangladesh, where 90% respondents reported air-polluted environments and associated health problems [<xref ref-type="bibr" rid="r20">20</xref>]. A majority (70%) of participants in the survey reported experiencing a worsening of poor air quality over the past year, which is validated by the 2024 report of Pakistan’s Air Quality Index (AQI) with an average of 164, placing it in the red zone and ranking it the third worst country with contaminated air. The PM2.5 concentration is 14.7 times the World Health Organization PM2.5 guideline value. The major urban cities top the list of unhealthy air, including Sialkot (119 AQI), Islamabad (117 AQI), followed by Lahore and Karachi, both at 96 AQI [<xref ref-type="bibr" rid="r26">26</xref>].</p>
      <p>A significant to moderate impact of air pollution was found on an individual’s mental health symptoms as compared to other stress factors like personal life difficulties, trauma, workload, <italic>etc</italic>., and this aligns with previously reported data [<xref ref-type="bibr" rid="r27">27</xref>, <xref ref-type="bibr" rid="r28">28</xref>]. The matter of fact is that this awareness didn’t consistently translate into protective behavior, as most participants, <italic>i.e</italic>., Pakistanis, were found to be using a face mask or air purifier “rarely” (31.9%) as protection from impure air, which is concerning and contradictory to the research from China [<xref ref-type="bibr" rid="r29">29</xref>]. That study revealed that the behavior of Chinese people was more promising, with 54.5% using all types of masks and 70.6% using anti-PM 2.5 masks to prevent unclean air hazards to their health [<xref ref-type="bibr" rid="r29">29</xref>, <xref ref-type="bibr" rid="r30">30</xref>]. This highlights the need for awareness and the development of a habit of taking protective measures among Pakistanis to combat the health effects of polluted air [<xref ref-type="bibr" rid="r31">31</xref>].</p>
      <p>The current evidence suggests a strong association between frequent detection of air pollution and the emergence of negative emotional states, indicating poor mental health indicators among participants. They recognize marked changes in their mood or behavior, and many reported suffering from sadness and depression, as also recognized by previous research [<xref ref-type="bibr" rid="r12">12</xref>, <xref ref-type="bibr" rid="r32">32</xref>]. Similarly, most respondents experienced feelings of fatigue or exhaustion and reported worsening of their anxiety or depressive symptoms. This same significant pattern was mentioned by the CHARLS study [<xref ref-type="bibr" rid="r33">33</xref>, <xref ref-type="bibr" rid="r34">34</xref>]. These relationships suggest that increased perceptual awareness of poor air quality is linked to mental health distress [<xref ref-type="bibr" rid="r35">35</xref>].</p>
      <p>A growing number of studies confirm that, as in this survey, a majority of respondents living in regions with high air pollution complain about irregular sleeping patterns and poor-quality sleep. PM<sub>2</sub>.<sub>5</sub>, NO<sub>2</sub>, and O<sub>3</sub> are some of the harmful pollutants that have been known to reduce sleep efficiency and increase sleep latency, along with causing fragmented sleep architecture [<xref ref-type="bibr" rid="r36">36</xref>]. In one of the reviews, it has been discussed that air pollution disrupts melatonin regulation and inflammatory pathways, leading to poor sleep health and disruption of circadian rhythms [<xref ref-type="bibr" rid="r36">36</xref>, <xref ref-type="bibr" rid="r37">37</xref>]. A cohort study conducted in China revealed that heightened concentrations of PM<sub>2</sub>.<sub>5</sub> and NO<sub>2</sub> are associated with some symptoms of insomnia, such as trouble falling asleep and early waking habitually [<xref ref-type="bibr" rid="r38">38</xref>]. These subjective findings are bolstered by objective measures from actigraphy-based sleep studies that demonstrate decreases in sleep duration and sleep efficiency with exposure to pollutants [<xref ref-type="bibr" rid="r14">14</xref>]. Moreover, it is observed that circadian rhythm is disturbed due to altered melatonin production following pollutant exposure, causing delays in sleep onset and daytime fatigue [<xref ref-type="bibr" rid="r39">39</xref>]. These findings collectively strengthen the assertion that air pollution significantly influences sleep quality, a major concern with moderate positive significance (<italic>ρ</italic> = 0.40, <italic>p</italic> &lt; 0.001) expressed by respondents in our survey.</p>
      <p>It is becoming more apparent how air pollution can contribute to mental health issues, such as anxiety and depression. Research indicates that short-term exposure to air pollutants like SO<sub>2</sub>, NO<sub>2</sub>, PM<sub>2</sub>.<sub>5</sub>, and PM<sub>10</sub> is linked to increased outpatient and emergency department visits for anxiety and depressive episodes [<xref ref-type="bibr" rid="r40">40</xref>-<xref ref-type="bibr" rid="r42">42</xref>]. These observations demonstrate that the misery caused by polluted air is not restricted to subclinical thresholds, nor is it momentary, but rather long-lasting and severe enough to motivate seeking medical care. Sustained exposure is also critical, especially for older adults, as chronic exposure to pollutants increases the likelihood of developing anxiety and depression [<xref ref-type="bibr" rid="r6">6</xref>]. A systematic review provides additional support, noting that most studies reported biological alterations in the brain alongside mental health symptoms, underscoring the validity of considering air pollution as a potential psychiatric risk factor [<xref ref-type="bibr" rid="r12">12</xref>]. These findings corroborate the results of the survey, which showed that participants who reported consulting primary healthcare doctors to address emotional distress attributed to poor air quality, reinforcing the notion that the environment is directly shaping mental health care-seeking behaviors, and the chi-square value (<italic>p</italic> = .055) showed a significant relationship. Rating their health poorly due to air pollution increases the likelihood of experiencing depression, anxiety, and psychological distress (<italic>p</italic> &lt; .001). This indicates that perceptions of negative air quality impact mental health and self-rated health in particular. It does support the idea that self-rated health acts as a mediator of the relationship between environmental exposure and mental well-being [<xref ref-type="bibr" rid="r43">43</xref>].</p>
      <p>Monitoring the health of 422 Mexican-American adolescents for two years showed that exposure to air pollutants, such as NO<sub>2</sub> and CO, resulted in increased fatigue and emotional distress. These associations were strong for both symptoms occurring on the same day and the next day. Moreover, even when temperature and humidity were included as additional confounding factors, the results still showed a strong effect [<xref ref-type="bibr" rid="r44">44</xref>]. This showed the association between air quality and mood-related fatigue as well as energy levels in children and adolescents.</p>
      <p>Additionally, this research indicates the coping strategies based on the personal choices of the participants to deal with the mental health implications of air pollution. A substantial portion (37.5%) of respondents choose to stay indoors to avoid the air pollutants from outdoor air, this aligns with the meta-analysis and review that previously mentioned the actions, such as reduced personal exposure to ambient air pollution by staying indoors, reducing outdoor air infiltration to indoors, cleaning indoor air with air filters, and limiting physical exertion outdoors on high air pollution days and near air pollution sources, reducing near-roadway exposure while commuting, utilizing air quality alert systems to plan activities, and wearing facemasks in prescribed circumstances which can be taken at the individual level to lower exposure-related health risks from air pollution [<xref ref-type="bibr" rid="r45">45</xref>, <xref ref-type="bibr" rid="r46">46</xref>]. A reasonable number of respondents (19.4%) reported performing exercise regularly to address air pollution health consequences in the survey. This aligns with the comprehensive review, which includes studies of large samples of Korean and Swedish individuals who perform moderate to vigorous exercise &gt;5 times/week, who experienced decreased risk of stroke and cardiovascular disease incidence, even when exposed to high levels of PM<sub>2</sub>.<sub>5</sub> and PM<sub>10</sub> [<xref ref-type="bibr" rid="r47">47</xref>-<xref ref-type="bibr" rid="r49">49</xref>]. Quite a few people in the present investigation, <italic>i.e</italic>., 9.4% and 6.3%, chose meditation/mindfulness and use of medications, respectively, to prevent the negative health influences of contaminated air. This corresponds to the earlier qualitative analysis done that explains the effect of mindfulness on pro-environmental behavior [<xref ref-type="bibr" rid="r50">50</xref>]. Similarly, the specific medicine was not reported by the participants, and the use of air pollution-related mental symptoms-specific drugs is not much explored. Instead, one study reported that nonsteroidal anti-inflammatory drugs (NSAIDs), like aspirin, may lessen the adverse effects of air pollution exposure on lung function [<xref ref-type="bibr" rid="r51">51</xref>]. Lastly, subsequent majority (27.5%) of members answered using none of the mentioned coping strategies, suggesting the lack of seeking professional help like therapy, which points out that there might be insufficient mental health care services or a lack of promotion of available services in this situation. With regard to the air pollution-associated mental health symptoms, participants predominantly use behavioral strategies, especially avoidance, as their coping mechanism [<xref ref-type="bibr" rid="r45">45</xref>].</p>
      <p>The biggest debate in the present world about air pollution is its leading causes and possible mitigation strategies to cope with potential health risks and glitches [<xref ref-type="bibr" rid="r52">52</xref>]. The multiple survey responses demonstrated that participants selected vehicle emissions (83.15%), construction activities (54.4%), and industrial emissions (41.9%) as the top three causes of air pollutants, an existence with past studies in Pakistan that referred to the same outcomes [<xref ref-type="bibr" rid="r53">53</xref>, <xref ref-type="bibr" rid="r54">54</xref>]. A plethora of prior studies also outlined these principal contributors to air quality deterioration. Research conducted in Iran cited a number of different emission sources, but motor vehicles and industrial processes contribute the major proportion of air pollution in Iran [<xref ref-type="bibr" rid="r55">55</xref>]. Geopolitical neighbors of Pakistan in South Asia, like India and Afghanistan, also cited the causes of air pollution. The main contributors to India's particulate air pollution include industrial and vehicular emissions, construction dust and debris, and waste burning <italic>etc</italic> [<xref ref-type="bibr" rid="r56">56</xref>]. Similarly, the primary sources of ambient air pollution in Afghanistan encompass motor vehicles, agricultural burning, and industrial activities [<xref ref-type="bibr" rid="r57">57</xref>]. A sparse participant pool chose crop burning (n=47) and other causes (n=9), <italic>i.e</italic>., damaged roads dust, timber cutting, hotel places smoke as pollutant-generating activities. These observations reinforce earlier scientific literature [<xref ref-type="bibr" rid="r58">58</xref>-<xref ref-type="bibr" rid="r60">60</xref>].</p>
      <p>In response to the noxious air pollutants arising from emission sources, a range of advised mitigation approaches has been developed [<xref ref-type="bibr" rid="r61">61</xref>]. According to the collected data, participants shared several intervention strategies to counteract these toxic atmospheric pollutants. 95% of survey takers preferred improved transportation to control vehicle emissions, while 60% of respondents recommended strict government regulations on industrial emissions. These perspectives resonate with previously structured recommendations, including the benefits of effective vehicle management and emission control through regular maintenance [<xref ref-type="bibr" rid="r62">62</xref>]. It has been emphasized that policymakers should collaborate closely with regulatory bodies, industries, and local communities to implement environmentally responsible practices more efficiently [<xref ref-type="bibr" rid="r63">63</xref>]. The remaining mentioned secondary contributors are crop burning and construction activities, for participants opted for awareness campaigns and increasing green spaces across Pakistan. Initiatives, such as reducing air pollution from urban residential buildings and enhancing green spaces, have also been recognized for their role in filtering airborne particles [<xref ref-type="bibr" rid="r64">64</xref>, <xref ref-type="bibr" rid="r65">65</xref>]. Increased plantation, in particular, plays a significant role in reducing city air pollution [<xref ref-type="bibr" rid="r66">66</xref>]. Besides that, public awareness campaigns regarding the health threats posed by air pollution present both challenges and opportunities, underscoring the need for comprehensive communication strategies to enhance environmental health literacy [<xref ref-type="bibr" rid="r67">67</xref>]. In addition to resisting the air contamination caused by issues such as damaged roads, dust, smoke from hotels, and the burning of garbage, it is essential to implement waste classification to enhance air quality in municipal solid waste management [<xref ref-type="bibr" rid="r68">68</xref>]. Implementing effective sanitation to prevent disease transmission, safeguards the air-polluted environment, enhances the quality of life, and promotes the overall well-being of the community [<xref ref-type="bibr" rid="r69">69</xref>].</p>
      <sec id="sec4.1">
        <label>4.1</label>
        <title>Significance of the Study</title>
        <p>This extensive study is among the first in Pakistan to assess how poor air quality contributes to mental health ramifications, including the risks of depression and anxiety, and direct impacts on mood change, restlessness, and disturbed sleep patterns, highlighting a neglected public health concern [<xref ref-type="bibr" rid="r12">12</xref>, <xref ref-type="bibr" rid="r70">70</xref>]. This survey investigates the significant detrimental impact of air pollution, particularly smog dust and haze, on the psychological distress of residents in urban Pakistan [<xref ref-type="bibr" rid="r70">70</xref>]. With Pakistan ranked as the third most polluted country globally in 2024 and cities like Lahore, Karachi, Sialkot, and Islamabad consistently exceeding safe AQI levels, the timing of this investigation is both urgent and relevant [<xref ref-type="bibr" rid="r71">71</xref>]. Research highlights various ways in which frequent exposure to pollutants contributes to mental health consequences manifesting as sadness, anxiety, low mood, fatigue, and sleep disturbances that align with global data showing that PM<sub>2</sub>.<sub>5</sub> and NO<sub>2</sub> exposure contribute to psychiatric risks and biological changes in the brain [<xref ref-type="bibr" rid="r7">7</xref>, <xref ref-type="bibr" rid="r72">72</xref>, <xref ref-type="bibr" rid="r73">73</xref>].</p>
        <p>Despite awareness of worsening air quality, most participants failed to adopt protective behaviors, revealing a critical awareness-action gap in Pakistan [<xref ref-type="bibr" rid="r74">74</xref>]. However, individuals noticed the key generators of air pollutants and pinpointed effective interventions, <italic>i.e</italic>., better public transport, stricter industrial regulation, and increased plantation, providing community-based observations for climate-resistant urban planning and public health programs [<xref ref-type="bibr" rid="r75">75</xref>, <xref ref-type="bibr" rid="r76">76</xref>]. Overall, this analysis positions air pollution not just as an environmental crisis, but a mental health emergency in Pakistan, underscoring the urgent need for longitudinal studies to develop the inter-sectoral public health action [<xref ref-type="bibr" rid="r77">77</xref>].</p>
      </sec>
      <sec id="sec4.2">
        <label>4.2</label>
        <title>Study Limitations</title>
        <p>While this research provides valuable perspectives about adverse mental health effects due to air pollution, several limitations must be considered. The sample demographic composition is primarily young females who reside in urban areas, which limits generalizability to broader populations, including rural communities, older adults, and occupationally exposed groups that experience differential air particulate matter and harmful gases. Additionally, the sample size is relatively small because of the time and resource constraints of a student-led project, which further limits the generalizability of the findings. The survey data is pragmatic and expandable, but it may lead to over- or under-reporting of symptoms due to recall error, subjective perception, or mental health stigma, in a culturally conservative society. In order to reduce bias and improve accuracy, it is important that future research should complement self-reports with clinical assessments, structured interviews, or mixed-method approaches. Ultimately, the temporal sequence between air pollution exposure and mental health outcomes is not fully addressed in this study, limiting the ability to develop the directionality of these associations and precluding conclusions. Future longitudinal or panel-based studies are essential to explore cumulative or lagged effects of air quality on psychological well-being tailored to specific individuals.</p>
      </sec>
    </sec>
    <sec id="sec5" sec-type="conclusions">
      <title>CONCLUSION</title>
      <p>This study serves as a preliminary investigation into the intricate and strong relationship between air quality decline and mental health. It concludes that prolonged exposure and perceptual awareness of smog, haze, and dust were associated with elevated symptoms of depression, irritability, anxiety, fatigue, and sleep disturbances, which contribute to a decreased quality of life and overall well-being in the Pakistani population. Despite this psychological burden, the protective behavior of the participants, <italic>i.e</italic>., the use of masks or air purification, was inconsistently practiced, highlighting a critical public health gap. In order to understand this critical issue, future longitudinal studies are required to establish causality and guide appropriate interventions. The findings of this study can be taken as baseline evidence highlighting an emerging public health concern rather than prescription policy recommendations.</p>
    </sec>
  </body>
  <back>
  	<sec id="sec6" sec-type="competing-interests">
      <title>AUTHORS’ CONTRIBUTIONS</title>
      <p>The authors confirm their contribution to the paper as follows: M.A.: Study concept and design; S.S.H.R.: Data collection; M.B., A.I.U.: Data analysis and interpretation; M.B., A.I.U., S.S.H.R.: Writing- Original draft preparation; R.A.: Writing-reviewing and editing; S.S.: Validation; R.N.: Methodology; S.E., U.K.: Investigation. All authors reviewed the results and approved the final version of the manuscript.</p>
    </sec>
    <glossary>
      <title>LIST OF ABBREVIATIONS</title>
      <def-list>
        <def-item>
          <term>PM<sub>2</sub>.<sub>5</sub></term>
          <def>
            <p> = Particulate matter 2.5</p>
          </def>
        </def-item>
        <def-item>
          <term>PM<sub>10</sub></term>
          <def>
            <p> = Particulate matter 10</p>
          </def>
        </def-item>
        <def-item>
          <term>NO<sub>2</sub></term>
          <def>
            <p> = Nitrogen dioxide</p>
          </def>
        </def-item>
        <def-item>
          <term>O<sub>3</sub></term>
          <def>
            <p> = Ozone</p>
          </def>
        </def-item>
        <def-item>
          <term>SO<sub>2</sub></term>
          <def>
            <p> = Sulphur dioxide</p>
          </def>
        </def-item>
        <def-item>
          <term>UG</term>
          <def>
            <p> = Undergraduates</p>
          </def>
        </def-item>
        <def-item>
          <term>PG</term>
          <def>
            <p> = Postgraduates</p>
          </def>
        </def-item>
        <def-item>
          <term>AQI</term>
          <def>
            <p> = Air Quality Index</p>
          </def>
        </def-item>
        <def-item>
          <term>PHQ-4</term>
          <def>
            <p> = Patient Health Questionnaire-4</p>
          </def>
        </def-item>
        <def-item>
          <term>PHQ-9</term>
          <def>
            <p> = Patient Health Questionnaire-9</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <sec id="sec7" sec-type="competing-interests">
      <title>ETHICAL STATEMENT</title>
      <p>Formal ethical approval was not required for this study according to the policies of the Faculty of Pharmacy, Salim Habib University, as the research was survey-based and involved anonymized data collection.
</p>
    </sec>
    <sec id="sec8" sec-type="competing-interests">
      <title>CONSENT FOR PUBLICATION</title>
      <p>Informed consent was obtained from the participants.</p>
    </sec>
    <sec id="sec9" sec-type="competing-interests">
      <title>STANDARDS OF REPORTING</title>
      <p>STROBE guidelines were followed.</p>
    </sec>
    <sec id="sec10" sec-type="competing-interests">
      <title>AVAILABILITY OF DATA AND MATERIALS</title>
      <p>The data sets used and/or analysed during this study are available from the corresponding author [M.A] upon request.</p>
    </sec>
    <sec id="sec11" sec-type="financial-disclosure">
      <title>FUNDING</title>
      <p>None.</p>
    </sec>
    <sec id="sec12" sec-type="competing-interests">
      <title>CONFLICT OF INTEREST</title>
      <p>The authors declare no conflict of interest, financial or otherwise.</p>
    </sec>
    <ack>
      <title>ACKNOWLEDGEMENTS</title>
      <p>Declared none.</p>
    </ack>
    <sec id="sec13">
            <title>SUPPLEMENTARY MATERIAL</title>
            <supplementary-material id="SD1" content-type="local-data">
                <caption>
                    <p>Supplementary material is available on the publisher's website along with the published article.</p>
                </caption>
                <media mimetype="application" mime-subtype="pdf" xlink:href="e18749445432039_SP.pdf"/>
            </supplementary-material>
        </sec>
    <ref-list>
      <title>REFERENCES</title>
      <ref id="r1">
        <label>1</label>
        <element-citation publication-type="web">
          <article-title>WHO global air quality guidelines: Particulate matter (PM2.5 and PM10), ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide.</article-title>
          <year>2021</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.who.int/publications/i/item/9789240034228">https://www.who.int/
            publications/i/item/9789240034228</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r2">
        <label>2</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Heal</surname>
              <given-names>M.R.</given-names>
            </name>
            <name>
              <surname>Kumar</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Harrison</surname>
              <given-names>R.M.</given-names>
            </name>
          </person-group>
          <article-title>Particles, air quality, policy and health.</article-title>
          <source>Chem. Soc. Rev.</source>
          <year>2012</year>
          <volume>41</volume>
          <issue>19</issue>
          <fpage>6606</fpage>
          <lpage>6630</lpage>
          <pub-id pub-id-type="doi">10.1039/c2cs35076a</pub-id>
          <pub-id pub-id-type="pmid">22660420</pub-id>
        </element-citation>
      </ref>
      <ref id="r3">
        <label>3</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Borroni</surname>
              <given-names>E</given-names>
            </name>
            <name>
              <surname>Pesatori</surname>
              <given-names>AC</given-names>
            </name>
            <name>
              <surname>Bollati</surname>
              <given-names>V</given-names>
            </name>
            <name>
              <surname>Buoli</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Carugno</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Air pollution exposure and depression: A comprehensive updated systematic review and meta-analysis.</article-title>
          <source>Environ. Pollut.</source>
          <year>2022</year>
          <volume>292</volume>
          <issue>Pt A</issue>
          <fpage>118245</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envpol.2021.118245</pub-id>
          <pub-id pub-id-type="pmid">34600062</pub-id>
        </element-citation>
      </ref>
      <ref id="r4">
        <label>4</label>
        <element-citation publication-type="web">
          <article-title>Impact of air pollution on mental health (Signal).</article-title>
          <year>2025</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.eea.europa.eu/en/european-zero-pollution-dashboards/indicators/impact-of-air-pollution-on-mental-health-signal-1">https://www.eea.europa.eu/en/european-zero-pollution-dashboards/indicators/impact-of-air-pollution-on-mental-health-signal-1</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r5">
        <label>5</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Attademo</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Bernardini</surname>
              <given-names>F.</given-names>
            </name>
            <name>
              <surname>Garinella</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Compton</surname>
              <given-names>M.T.</given-names>
            </name>
          </person-group>
          <article-title>Environmental pollution and risk of psychotic disorders: A review of the science to date.</article-title>
          <source>Schizophr. Res.</source>
          <year>2017</year>
          <volume>181</volume>
          <fpage>55</fpage>
          <lpage>59</lpage>
          <pub-id pub-id-type="doi">10.1016/j.schres.2016.10.003</pub-id>
          <pub-id pub-id-type="pmid">27720315</pub-id>
        </element-citation>
      </ref>
      <ref id="r6">
        <label>6</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Pun</surname>
              <given-names>V.C.</given-names>
            </name>
            <name>
              <surname>Manjourides</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Suh</surname>
              <given-names>H.</given-names>
            </name>
          </person-group>
          <article-title>Association of ambient air pollution with depressive and anxiety symptoms in older adults: Results from the NSHAP study.</article-title>
          <source>Environ. Health Perspect.</source>
          <year>2017</year>
          <volume>125</volume>
          <issue>3</issue>
          <fpage>342</fpage>
          <lpage>348</lpage>
          <pub-id pub-id-type="doi">10.1289/EHP494</pub-id>
          <pub-id pub-id-type="pmid">27517877</pub-id>
        </element-citation>
      </ref>
      <ref id="r7">
        <label>7</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Braithwaite</surname>
              <given-names>I.</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Kirkbride</surname>
              <given-names>J.B.</given-names>
            </name>
            <name>
              <surname>Osborn</surname>
              <given-names>D.P.J.</given-names>
            </name>
            <name>
              <surname>Hayes</surname>
              <given-names>J.F.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution (Particulate Matter) exposure and associations with depression, anxiety, bipolar, psychosis and suicide risk: A systematic review and meta-analysis.</article-title>
          <source>Environ. Health Perspect.</source>
          <year>2019</year>
          <volume>127</volume>
          <issue>12</issue>
          <fpage>126002</fpage>
          <pub-id pub-id-type="doi">10.1289/EHP4595</pub-id>
          <pub-id pub-id-type="pmid">31850801</pub-id>
        </element-citation>
      </ref>
      <ref id="r8">
        <label>8</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Power</surname>
              <given-names>M.C.</given-names>
            </name>
            <name>
              <surname>Weisskopf</surname>
              <given-names>M.G.</given-names>
            </name>
            <name>
              <surname>Alexeeff</surname>
              <given-names>S.E.</given-names>
            </name>
            <name>
              <surname>Coull</surname>
              <given-names>B.A.</given-names>
            </name>
            <name>
              <surname>Spiro</surname>
              <given-names>A.</given-names>
              <suffix>III</suffix>
            </name>
            <name>
              <surname>Schwartz</surname>
              <given-names>J.</given-names>
            </name>
          </person-group>
          <article-title>Traffic-related air pollution and cognitive function in a cohort of older men.</article-title>
          <source>Environ. Health Perspect.</source>
          <year>2011</year>
          <volume>119</volume>
          <issue>5</issue>
          <fpage>682</fpage>
          <lpage>687</lpage>
          <pub-id pub-id-type="doi">10.1289/ehp.1002767</pub-id>
          <pub-id pub-id-type="pmid">21172758</pub-id>
        </element-citation>
      </ref>
      <ref id="r9">
        <label>9</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Chen</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Kwong</surname>
              <given-names>J.C.</given-names>
            </name>
            <name>
              <surname>Copes</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Hystad</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>van Donkelaar</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Tu</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Brook</surname>
              <given-names>J.R.</given-names>
            </name>
            <name>
              <surname>Goldberg</surname>
              <given-names>M.S.</given-names>
            </name>
            <name>
              <surname>Martin</surname>
              <given-names>R.V.</given-names>
            </name>
            <name>
              <surname>Murray</surname>
              <given-names>B.J.</given-names>
            </name>
            <name>
              <surname>Wilton</surname>
              <given-names>A.S.</given-names>
            </name>
            <name>
              <surname>Kopp</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Burnett</surname>
              <given-names>R.T.</given-names>
            </name>
          </person-group>
          <article-title>Exposure to ambient air pollution and the incidence of dementia: A population-based cohort study.</article-title>
          <source>Environ. Int.</source>
          <year>2017</year>
          <volume>108</volume>
          <fpage>271</fpage>
          <lpage>277</lpage>
          <pub-id pub-id-type="doi">10.1016/j.envint.2017.08.020</pub-id>
          <pub-id pub-id-type="pmid">28917207</pub-id>
        </element-citation>
      </ref>
      <ref id="r10">
        <label>10</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Bhui</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Newbury</surname>
              <given-names>J.B.</given-names>
            </name>
            <name>
              <surname>Latham</surname>
              <given-names>R.M.</given-names>
            </name>
            <name>
              <surname>Ucci</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Nasir</surname>
              <given-names>Z.A.</given-names>
            </name>
            <name>
              <surname>Turner</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>O’Leary</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Fisher</surname>
              <given-names>H.L.</given-names>
            </name>
            <name>
              <surname>Marczylo</surname>
              <given-names>E.</given-names>
            </name>
            <name>
              <surname>Douglas</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Stansfeld</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Jackson</surname>
              <given-names>S.K.</given-names>
            </name>
            <name>
              <surname>Tyrrel</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Rzhetsky</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Kinnersley</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Kumar</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Duchaine</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Coulon</surname>
              <given-names>F.</given-names>
            </name>
          </person-group>
          <article-title>Air quality and mental health: Evidence, challenges and future directions.</article-title>
          <source>BJPsych Open</source>
          <year>2023</year>
          <volume>9</volume>
          <issue>4</issue>
          <fpage>e120</fpage>
          <pub-id pub-id-type="doi">10.1192/bjo.2023.507</pub-id>
          <pub-id pub-id-type="pmid">37403494</pub-id>
        </element-citation>
      </ref>
      <ref id="r11">
        <label>11</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Fu</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Yung</surname>
              <given-names>K.K.L.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution and Alzheimer’s disease: A systematic review and meta-analysis.</article-title>
          <source>J. Alzheimers Dis.</source>
          <year>2020</year>
          <volume>77</volume>
          <issue>2</issue>
          <fpage>701</fpage>
          <lpage>714</lpage>
          <pub-id pub-id-type="doi">10.3233/JAD-200483</pub-id>
          <pub-id pub-id-type="pmid">32741830</pub-id>
        </element-citation>
      </ref>
      <ref id="r12">
        <label>12</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zundel</surname>
              <given-names>C.G.</given-names>
            </name>
            <name>
              <surname>Ryan</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Brokamp</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Heeter</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Huang</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Strawn</surname>
              <given-names>J.R.</given-names>
            </name>
            <name>
              <surname>Marusak</surname>
              <given-names>H.A.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution, depressive and anxiety disorders, and brain effects: A systematic review.</article-title>
          <source>Neurotoxicology</source>
          <year>2022</year>
          <volume>93</volume>
          <fpage>272</fpage>
          <lpage>300</lpage>
          <pub-id pub-id-type="doi">10.1016/j.neuro.2022.10.011</pub-id>
          <pub-id pub-id-type="pmid">36280190</pub-id>
        </element-citation>
      </ref>
      <ref id="r13">
        <label>13</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Arias-Pérez</surname>
              <given-names>R.D.</given-names>
            </name>
            <name>
              <surname>Taborda</surname>
              <given-names>N.A.</given-names>
            </name>
            <name>
              <surname>Gómez</surname>
              <given-names>D.M.</given-names>
            </name>
            <name>
              <surname>Narvaez</surname>
              <given-names>J.F.</given-names>
            </name>
            <name>
              <surname>Porras</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Hernandez</surname>
              <given-names>J.C.</given-names>
            </name>
          </person-group>
          <article-title>Inflammatory effects of particulate matter air pollution.</article-title>
          <source>Environ. Sci. Pollut. Res. Int.</source>
          <year>2020</year>
          <volume>27</volume>
          <issue>34</issue>
          <fpage>42390</fpage>
          <lpage>42404</lpage>
          <pub-id pub-id-type="doi">10.1007/s11356-020-10574-w</pub-id>
          <pub-id pub-id-type="pmid">32870429</pub-id>
        </element-citation>
      </ref>
      <ref id="r14">
        <label>14</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Cao</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>McIntyre</surname>
              <given-names>R.S.</given-names>
            </name>
          </person-group>
          <article-title>Comprehensive review of the current literature on impact of ambient air pollution and sleep quality.</article-title>
          <source>Sleep Med.</source>
          <year>2021</year>
          <volume>79</volume>
          <fpage>211</fpage>
          <lpage>219</lpage>
          <pub-id pub-id-type="doi">10.1016/j.sleep.2020.04.009</pub-id>
          <pub-id pub-id-type="pmid">32912798</pub-id>
        </element-citation>
      </ref>
      <ref id="r15">
        <label>15</label>
        <element-citation publication-type="web">
          <article-title>News.</article-title>
          <year>2017</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.thoracic.org/about/newsroom/press-releases/conference/billings-and-air-pollution-and-sleep.php">https://www.thoracic.org/about/
            newsroom/press-releases/conference/billings-and-air-pollution-and-sleep.php</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r16">
        <label>16</label>
        <element-citation publication-type="web">
          <article-title>Air pollution’s impact on mental health.</article-title>
          <year>2023</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.psychiatry.org/news-room/apa-blogs/air-pollutions-impact-on-mental-health">https://www.psychiatry.org/news-room/apa-blogs/air-pollutions-impact-on-mental-health</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r17">
        <label>17</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Kroenke</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Spitzer</surname>
              <given-names>R.L.</given-names>
            </name>
            <name>
              <surname>Williams</surname>
              <given-names>J.B.W.</given-names>
            </name>
          </person-group>
          <article-title>The PHQ-9: Validity of a brief depression severity measure.</article-title>
          <source>J. Gen. Intern. Med.</source>
          <year>2001</year>
          <volume>16</volume>
          <issue>9</issue>
          <fpage>606</fpage>
          <lpage>613</lpage>
          <pub-id pub-id-type="doi">10.1046/j.1525-1497.2001.016009606.x</pub-id>
          <pub-id pub-id-type="pmid">11556941</pub-id>
        </element-citation>
      </ref>
      <ref id="r18">
        <label>18</label>
        <element-citation publication-type="web">
          <person-group person-group-type="author">
            <name>
              <surname>Bernd Löwe</surname>
              <given-names>I.W.</given-names>
            </name>
          </person-group>
          <article-title>Patient health questionnaire-4 (PHQ-4).</article-title>
          <year>2010</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://reference.medscape.com/calculator/476/patient-health-questionnaire-4-phq-4">https://reference.medscape.com/calculator/476/
            patient-health-questionnaire-4-phq-4</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r19">
        <label>19</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Löwe</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Wahl</surname>
              <given-names>I.</given-names>
            </name>
            <name>
              <surname>Rose</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Spitzer</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Glaesmer</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Wingenfeld</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Schneider</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Brähler</surname>
              <given-names>E.</given-names>
            </name>
          </person-group>
          <article-title>A 4-item measure of depression and anxiety: Validation and standardization of the patient health questionnaire-4 (PHQ-4) in the general population.</article-title>
          <source>J. Affect. Disord.</source>
          <year>2010</year>
          <volume>122</volume>
          <issue>1-2</issue>
          <fpage>86</fpage>
          <lpage>95</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jad.2009.06.019</pub-id>
          <pub-id pub-id-type="pmid">19616305</pub-id>
        </element-citation>
      </ref>
      <ref id="r20">
        <label>20</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Rahman</surname>
              <given-names>MM</given-names>
            </name>
            <name>
              <surname>Hasanuzzaman</surname>
              <given-names>ABM</given-names>
            </name>
            <name>
              <surname>Chisty</surname>
              <given-names>MA</given-names>
            </name>
            <name>
              <surname>Alam</surname>
              <given-names>E</given-names>
            </name>
            <name>
              <surname>Islam</surname>
              <given-names>MK</given-names>
            </name>
            <name>
              <surname>Islam</surname>
              <given-names>ARMT</given-names>
            </name>
          </person-group>
          <article-title>Perceived-air pollution and self-reported health status: A study on air pollution-prone urban area of Bangladesh.</article-title>
          <source>Front. Public Health</source>
          <year>2025</year>
          <volume>13</volume>
          <fpage>1382471</fpage>
          <pub-id pub-id-type="doi">10.3389/fpubh.2025.1382471</pub-id>
          <pub-id pub-id-type="pmid">40247869</pub-id>
        </element-citation>
      </ref>
      <ref id="r21">
        <label>21</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Andrade</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>D’Oliveira</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>De Souza</surname>
              <given-names>L.C.</given-names>
            </name>
            <name>
              <surname>Bastos</surname>
              <given-names>A.C.R.F.</given-names>
            </name>
            <name>
              <surname>Dominski</surname>
              <given-names>F.H.</given-names>
            </name>
            <name>
              <surname>Stabile</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Buonanno</surname>
              <given-names>G.</given-names>
            </name>
          </person-group>
          <article-title>Effects of air pollution on the health of older adults during physical activities: Mapping review.</article-title>
          <source>Int. J. Environ. Res. Public Health</source>
          <year>2023</year>
          <volume>20</volume>
          <issue>4</issue>
          <fpage>3506</fpage>
          <pub-id pub-id-type="doi">10.3390/ijerph20043506</pub-id>
          <pub-id pub-id-type="pmid">36834200</pub-id>
        </element-citation>
      </ref>
      <ref id="r22">
        <label>22</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Simoni</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Baldacci</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Maio</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Cerrai</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Sarno</surname>
              <given-names>G.</given-names>
            </name>
            <name>
              <surname>Viegi</surname>
              <given-names>G.</given-names>
            </name>
          </person-group>
          <article-title>Adverse effects of outdoor pollution in the elderly.</article-title>
          <source>J. Thorac. Dis.</source>
          <year>2015</year>
          <volume>7</volume>
          <issue>1</issue>
          <fpage>34</fpage>
          <lpage>45</lpage>
          <pub-id pub-id-type="doi">10.3978/j.issn.2072-1439.2014.12.10</pub-id>
          <pub-id pub-id-type="pmid">25694816</pub-id>
        </element-citation>
      </ref>
      <ref id="r23">
        <label>23</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Al-Shidi</surname>
              <given-names>H.K.</given-names>
            </name>
            <name>
              <surname>Ambusaidi</surname>
              <given-names>A.K.</given-names>
            </name>
            <name>
              <surname>Sulaiman</surname>
              <given-names>H.</given-names>
            </name>
          </person-group>
          <article-title>Public awareness, perceptions and attitudes on air pollution and its health effects in Muscat, Oman.</article-title>
          <source>J. Air Waste Manag. Assoc.</source>
          <year>2021</year>
          <volume>71</volume>
          <issue>9</issue>
          <fpage>1159</fpage>
          <lpage>1174</lpage>
          <pub-id pub-id-type="doi">10.1080/10962247.2021.1930287</pub-id>
          <pub-id pub-id-type="pmid">33989134</pub-id>
        </element-citation>
      </ref>
      <ref id="r24">
        <label>24</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Gruebner</surname>
              <given-names>O.</given-names>
            </name>
            <name>
              <surname>Rapp</surname>
              <given-names>M.A.</given-names>
            </name>
            <name>
              <surname>Adli</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Kluge</surname>
              <given-names>U.</given-names>
            </name>
            <name>
              <surname>Galea</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Heinz</surname>
              <given-names>A.</given-names>
            </name>
          </person-group>
          <article-title>Cities and mental health.</article-title>
          <source>Dtsch. Arztebl. Int.</source>
          <year>2017</year>
          <volume>114</volume>
          <issue>8</issue>
          <fpage>121</fpage>
          <lpage>127</lpage>
          <pub-id pub-id-type="doi">10.3238/arztebl.2017.0121</pub-id>
          <pub-id pub-id-type="pmid">28302261</pub-id>
        </element-citation>
      </ref>
      <ref id="r25">
        <label>25</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zivin</surname>
              <given-names>J.G.</given-names>
            </name>
            <name>
              <surname>Neidell</surname>
              <given-names>M.</given-names>
            </name>
          </person-group>
          <article-title>The impact of pollution on worker productivity.</article-title>
          <source>Am. Econ. Rev.</source>
          <year>2012</year>
          <volume>102</volume>
          <issue>7</issue>
          <fpage>3652</fpage>
          <lpage>3673</lpage>
          <pub-id pub-id-type="doi">10.1257/aer.102.7.3652</pub-id>
          <pub-id pub-id-type="pmid">26401055</pub-id>
        </element-citation>
      </ref>
      <ref id="r26">
        <label>26</label>
        <element-citation publication-type="web">
          <article-title>Air quality index (AQI⁺) and PM2.5 air pollution in Pakistan.</article-title>
          <year>2025</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.iqair.com/pakistan?srsltid=AfmBOopF3TW7ZyacatMspR9MHdKVuKPFzYd_yCuiP38Ym6wCik5r2K9y">https://www.iqair.com/pakistan?srsltid=AfmBOopF3TW7ZyacatMspR9MHdKVuKPFzYd_yCuiP38Ym6wCik5r2K9y</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r27">
        <label>27</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Iram</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Qaisar</surname>
              <given-names>I.</given-names>
            </name>
            <name>
              <surname>Shabbir</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Pomee</surname>
              <given-names>M.S.</given-names>
            </name>
            <name>
              <surname>Schmidt</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Hertig</surname>
              <given-names>E.</given-names>
            </name>
          </person-group>
          <article-title>Impact of air pollution and smog on human health in Pakistan.</article-title>
          <source>Syst. Rev.</source>
          <year>2025</year>
          <volume>12</volume>
          <issue>2</issue>
          <fpage>46</fpage>
        </element-citation>
      </ref>
      <ref id="r28">
        <label>28</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Khan</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Plana-Ripoll</surname>
              <given-names>O.</given-names>
            </name>
            <name>
              <surname>Antonsen</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Brandt</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Geels</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Landecker</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Sullivan</surname>
              <given-names>P.F.</given-names>
            </name>
            <name>
              <surname>Pedersen</surname>
              <given-names>C.B.</given-names>
            </name>
            <name>
              <surname>Rzhetsky</surname>
              <given-names>A.</given-names>
            </name>
          </person-group>
          <article-title>Environmental pollution is associated with increased risk of psychiatric disorders in the US and Denmark.</article-title>
          <source>PLoS Biol.</source>
          <year>2019</year>
          <volume>17</volume>
          <issue>8</issue>
          <fpage>e3000353</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pbio.3000353</pub-id>
          <pub-id pub-id-type="pmid">31430271</pub-id>
        </element-citation>
      </ref>
      <ref id="r29">
        <label>29</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Mu</surname>
              <given-names>Q.</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>J.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution and defensive expenditures: Evidence from particulate-filtering facemasks.</article-title>
          <source>SSRN Electron. J.</source>
          <year>2014</year>
          <pub-id pub-id-type="doi">10.2139/ssrn.2518032</pub-id>
        </element-citation>
      </ref>
      <ref id="r30">
        <label>30</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Cherrie</surname>
              <given-names>J.W.</given-names>
            </name>
            <name>
              <surname>Apsley</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Cowie</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Steinle</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Mueller</surname>
              <given-names>W.</given-names>
            </name>
            <name>
              <surname>Lin</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Horwell</surname>
              <given-names>C.J.</given-names>
            </name>
            <name>
              <surname>Sleeuwenhoek</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Loh</surname>
              <given-names>M.</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of face masks used to protect Beijing residents against particulate air pollution.</article-title>
          <source>Occup. Environ. Med.</source>
          <year>2018</year>
          <volume>75</volume>
          <issue>6</issue>
          <fpage>446</fpage>
          <lpage>452</lpage>
          <pub-id pub-id-type="doi">10.1136/oemed-2017-104765</pub-id>
          <pub-id pub-id-type="pmid">29632130</pub-id>
        </element-citation>
      </ref>
      <ref id="r31">
        <label>31</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>McDonald</surname>
              <given-names>F.</given-names>
            </name>
            <name>
              <surname>Horwell</surname>
              <given-names>C.J.</given-names>
            </name>
            <name>
              <surname>Wecker</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Dominelli</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Loh</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Kamanyire</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Ugarte</surname>
              <given-names>C.</given-names>
            </name>
          </person-group>
          <article-title>Facemask use for community protection from air pollution disasters: An ethical overview and framework to guide agency decision making.</article-title>
          <source>Int. J. Disaster Risk Reduct.</source>
          <year>2020</year>
          <volume>43</volume>
          <fpage>101376</fpage>
          <pub-id pub-id-type="doi">10.1016/j.ijdrr.2019.101376</pub-id>
        </element-citation>
      </ref>
      <ref id="r32">
        <label>32</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Kandola</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Hayes</surname>
              <given-names>J.F.</given-names>
            </name>
          </person-group>
          <article-title>Real-time air pollution and bipolar disorder symptoms: Remote-monitored cross-sectional study.</article-title>
          <source>BJPsych Open</source>
          <year>2023</year>
          <volume>9</volume>
          <issue>4</issue>
          <fpage>e107</fpage>
          <pub-id pub-id-type="doi">10.1192/bjo.2023.77</pub-id>
          <pub-id pub-id-type="pmid">37313799</pub-id>
        </element-citation>
      </ref>
      <ref id="r33">
        <label>33</label>
        <element-citation publication-type="web">
          <article-title>Fatigue and air pollution.</article-title>
          <year>2025</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://eoleaf.com/pages/fatigue-and-air-pollution?srsltid=AfmBOorA-aOhG4MDnVDeJEN6slTqfIB7oQpTjvb9BcogQ1P_uq82n9MC">https://eoleaf.com/pages/fatigue-and-air-pollution?srsltid=AfmBOorA-aOhG4MDnVDeJEN6slTqfIB7oQpTjvb9BcogQ1P_uq82n9MC</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r34">
        <label>34</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zhao</surname>
              <given-names>Q.</given-names>
            </name>
            <name>
              <surname>Feng</surname>
              <given-names>Q.</given-names>
            </name>
            <name>
              <surname>Seow</surname>
              <given-names>W.J.</given-names>
            </name>
          </person-group>
          <article-title>Impact of air pollution on depressive symptoms and the modifying role of physical activity: Evidence from the CHARLS study.</article-title>
          <source>J. Hazard. Mater.</source>
          <year>2025</year>
          <volume>482</volume>
          <fpage>136507</fpage>
          <pub-id pub-id-type="doi">10.1016/j.jhazmat.2024.136507</pub-id>
          <pub-id pub-id-type="pmid">39579693</pub-id>
        </element-citation>
      </ref>
      <ref id="r35">
        <label>35</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Hao</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Xu</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Peng</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Yang</surname>
              <given-names>Z.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>W.</given-names>
            </name>
            <name>
              <surname>Meng</surname>
              <given-names>F.</given-names>
            </name>
          </person-group>
          <article-title>Synergistic air pollution exposure elevates depression risk: A cohort study.</article-title>
          <source>Environ. Sci. Ecotechnol.</source>
          <year>2025</year>
          <volume>23</volume>
          <fpage>100515</fpage>
          <pub-id pub-id-type="doi">10.1016/j.ese.2024.100515</pub-id>
          <pub-id pub-id-type="pmid">39687214</pub-id>
        </element-citation>
      </ref>
      <ref id="r36">
        <label>36</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Yu</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Paige Gordon</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Yu</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Y.</given-names>
            </name>
          </person-group>
          <article-title>The association between air pollution and sleep duration: A cohort study of freshmen at a university in Beijing, China.</article-title>
          <source>Int. J. Environ. Res. Public Health</source>
          <year>2019</year>
          <volume>16</volume>
          <issue>18</issue>
          <fpage>3362</fpage>
          <pub-id pub-id-type="doi">10.3390/ijerph16183362</pub-id>
          <pub-id pub-id-type="pmid">31514480</pub-id>
        </element-citation>
      </ref>
      <ref id="r37">
        <label>37</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Chen</surname>
              <given-names>G</given-names>
            </name>
            <name>
              <surname>Xiang</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Mao</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Huo</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Guo</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Is long-term exposure to air pollution associated with poor sleep quality in rural China?</article-title>
          <source>Environ. Int.</source>
          <year>2019</year>
          <volume>133</volume>
          <issue>Pt B</issue>
          <fpage>105205</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envint.2019.105205</pub-id>
          <pub-id pub-id-type="pmid">31639600</pub-id>
        </element-citation>
      </ref>
      <ref id="r38">
        <label>38</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Liu</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Wu</surname>
              <given-names>T.</given-names>
            </name>
            <name>
              <surname>Liu</surname>
              <given-names>Q.</given-names>
            </name>
            <name>
              <surname>Wu</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>J.C.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution exposure and adverse sleep health across the life course: A systematic review.</article-title>
          <source>Environ. Pollut.</source>
          <year>2020</year>
          <volume>262</volume>
          <fpage>114263</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envpol.2020.114263</pub-id>
          <pub-id pub-id-type="pmid">32443219</pub-id>
        </element-citation>
      </ref>
      <ref id="r39">
        <label>39</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Lee</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Seo</surname>
              <given-names>D</given-names>
            </name>
            <name>
              <surname>Myung</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Prifti</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Kang</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Jang</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Association of long-term exposure to air pollution with chronic sleep deprivation in adults from 141 urban communities in South Korea: A community-level longitudinal study, 2008–2016.</article-title>
          <source>Epidemiol. Psychiatr. Sci.</source>
          <year>2021</year>
          <volume>30</volume>
          <fpage>e57</fpage>
          <pub-id pub-id-type="doi">10.1017/S2045796021000433</pub-id>
        </element-citation>
      </ref>
      <ref id="r40">
        <label>40</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zhou</surname>
              <given-names>Y.M.</given-names>
            </name>
            <name>
              <surname>Fan</surname>
              <given-names>Y.N.</given-names>
            </name>
            <name>
              <surname>Yao</surname>
              <given-names>C.Y.</given-names>
            </name>
            <name>
              <surname>Xu</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Liu</surname>
              <given-names>X.L.</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Xie</surname>
              <given-names>W.J.</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>Z.</given-names>
            </name>
            <name>
              <surname>Jia</surname>
              <given-names>X.Y.</given-names>
            </name>
            <name>
              <surname>Xia</surname>
              <given-names>T.T.</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>Y.F.</given-names>
            </name>
            <name>
              <surname>Ji</surname>
              <given-names>A.L.</given-names>
            </name>
            <name>
              <surname>Cai</surname>
              <given-names>T.J.</given-names>
            </name>
          </person-group>
          <article-title>Association between short-term ambient air pollution and outpatient visits of anxiety: A hospital-based study in northwestern China.</article-title>
          <source>Environ. Res.</source>
          <year>2021</year>
          <volume>197</volume>
          <fpage>111071</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2021.111071</pub-id>
          <pub-id pub-id-type="pmid">33798515</pub-id>
        </element-citation>
      </ref>
      <ref id="r41">
        <label>41</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Liu</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Zhao</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Huang</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>He</surname>
              <given-names>M.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution associated with hospital visits for mental and behavioral disorders in Northeast China.</article-title>
          <source>Front. Epidemiol.</source>
          <year>2023</year>
          <volume>3</volume>
          <fpage>1090313</fpage>
          <pub-id pub-id-type="doi">10.3389/fepid.2023.1090313</pub-id>
          <pub-id pub-id-type="pmid">38455902</pub-id>
        </element-citation>
      </ref>
      <ref id="r42">
        <label>42</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Szyszkowicz</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Rowe</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Colman</surname>
              <given-names>I.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution and daily emergency department visits for depression.</article-title>
          <source>Int. J. Occup. Med. Environ. Health</source>
          <year>2009</year>
          <volume>22</volume>
          <issue>4</issue>
          <fpage>355</fpage>
          <lpage>362</lpage>
          <pub-id pub-id-type="doi">10.2478/v10001-009-0031-6</pub-id>
          <pub-id pub-id-type="pmid">20197262</pub-id>
        </element-citation>
      </ref>
      <ref id="r43">
        <label>43</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Hautekiet</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Saenen</surname>
              <given-names>N.D.</given-names>
            </name>
            <name>
              <surname>Demarest</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Keune</surname>
              <given-names>H.</given-names>
            </name>
            <name>
              <surname>Pelgrims</surname>
              <given-names>I.</given-names>
            </name>
            <name>
              <surname>Van der Heyden</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>De Clercq</surname>
              <given-names>E.M.</given-names>
            </name>
            <name>
              <surname>Nawrot</surname>
              <given-names>T.S.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution in association with mental and self-rated health and the mediating effect of physical activity.</article-title>
          <source>Environ. Health</source>
          <year>2022</year>
          <volume>21</volume>
          <issue>1</issue>
          <fpage>29</fpage>
          <pub-id pub-id-type="doi">10.1186/s12940-022-00839-x</pub-id>
          <pub-id pub-id-type="pmid">35255905</pub-id>
        </element-citation>
      </ref>
      <ref id="r44">
        <label>44</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Armstrong-Carter</surname>
              <given-names>E.</given-names>
            </name>
            <name>
              <surname>Fuligni</surname>
              <given-names>A.J.</given-names>
            </name>
            <name>
              <surname>Wu</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Gonzales</surname>
              <given-names>N.</given-names>
            </name>
            <name>
              <surname>Telzer</surname>
              <given-names>E.H.</given-names>
            </name>
          </person-group>
          <article-title>A 28-day, 2-year study reveals that adolescents are more fatigued and distressed on days with greater NO<sub>2</sub> and CO air pollution.</article-title>
          <source>Sci. Rep.</source>
          <year>2022</year>
          <volume>12</volume>
          <issue>1</issue>
          <fpage>17015</fpage>
          <pub-id pub-id-type="doi">10.1038/s41598-022-20602-z</pub-id>
          <pub-id pub-id-type="pmid">36220830</pub-id>
        </element-citation>
      </ref>
      <ref id="r45">
        <label>45</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Laumbach</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Meng</surname>
              <given-names>Q.</given-names>
            </name>
            <name>
              <surname>Kipen</surname>
              <given-names>H.</given-names>
            </name>
          </person-group>
          <article-title>What can individuals do to reduce personal health risks from air pollution?</article-title>
          <source>J. Thorac. Dis.</source>
          <year>2015</year>
          <volume>7</volume>
          <issue>1</issue>
          <fpage>96</fpage>
          <lpage>107</lpage>
          <pub-id pub-id-type="doi">10.3978/j.issn.2072-1439.2014.12.21</pub-id>
          <pub-id pub-id-type="pmid">25694820</pub-id>
        </element-citation>
      </ref>
      <ref id="r46">
        <label>46</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Carlsten</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Salvi</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Wong</surname>
              <given-names>G.W.K.</given-names>
            </name>
            <name>
              <surname>Chung</surname>
              <given-names>K.F.</given-names>
            </name>
          </person-group>
          <article-title>Personal strategies to minimise effects of air pollution on respiratory health: Advice for providers, patients and the public.</article-title>
          <source>Eur. Respir. J.</source>
          <year>2020</year>
          <volume>55</volume>
          <issue>6</issue>
          <fpage>1902056</fpage>
          <pub-id pub-id-type="doi">10.1183/13993003.02056-2019</pub-id>
          <pub-id pub-id-type="pmid">32241830</pub-id>
        </element-citation>
      </ref>
      <ref id="r47">
        <label>47</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Hahad</surname>
              <given-names>O.</given-names>
            </name>
            <name>
              <surname>Kuntic</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Frenis</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Chowdhury</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Lelieveld</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Lieb</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Daiber</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Münzel</surname>
              <given-names>T.</given-names>
            </name>
          </person-group>
          <article-title>Physical activity in polluted air—net benefit or harm to cardiovascular health? A comprehensive review.</article-title>
          <source>Antioxidants</source>
          <year>2021</year>
          <volume>10</volume>
          <issue>11</issue>
          <fpage>1787</fpage>
          <pub-id pub-id-type="doi">10.3390/antiox10111787</pub-id>
          <pub-id pub-id-type="pmid">34829658</pub-id>
        </element-citation>
      </ref>
      <ref id="r48">
        <label>48</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Raza</surname>
              <given-names>W.</given-names>
            </name>
            <name>
              <surname>Krachler</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Forsberg</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Sommar</surname>
              <given-names>J.N.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution, physical activity and ischaemic heart disease: A prospective cohort study of interaction effects.</article-title>
          <source>BMJ Open</source>
          <year>2021</year>
          <volume>11</volume>
          <issue>4</issue>
          <fpage>e040912</fpage>
          <pub-id pub-id-type="doi">10.1136/bmjopen-2020-040912</pub-id>
          <pub-id pub-id-type="pmid">33849846</pub-id>
        </element-citation>
      </ref>
      <ref id="r49">
        <label>49</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Kim</surname>
              <given-names>S.R.</given-names>
            </name>
            <name>
              <surname>Choi</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Keum</surname>
              <given-names>N.</given-names>
            </name>
            <name>
              <surname>Park</surname>
              <given-names>S.M.</given-names>
            </name>
          </person-group>
          <article-title>Combined effects of physical activity and air pollution on cardiovascular disease: A population‐based study.</article-title>
          <source>J. Am. Heart Assoc.</source>
          <year>2020</year>
          <volume>9</volume>
          <issue>11</issue>
          <fpage>e013611</fpage>
          <pub-id pub-id-type="doi">10.1161/JAHA.119.013611</pub-id>
          <pub-id pub-id-type="pmid">32448042</pub-id>
        </element-citation>
      </ref>
      <ref id="r50">
        <label>50</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Thiermann</surname>
              <given-names>U.B.</given-names>
            </name>
            <name>
              <surname>Sheate</surname>
              <given-names>W.R.</given-names>
            </name>
          </person-group>
          <article-title>How does mindfulness affect pro-environmental behaviors? A qualitative analysis of the mechanisms of change in a sample of active practitioners.</article-title>
          <source>Mindfulness</source>
          <year>2022</year>
          <volume>13</volume>
          <issue>12</issue>
          <fpage>2997</fpage>
          <lpage>3016</lpage>
          <pub-id pub-id-type="doi">10.1007/s12671-022-02004-4</pub-id>
        </element-citation>
      </ref>
      <ref id="r51">
        <label>51</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Gao</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Coull</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Lin</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Vokonas</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Schwartz</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Baccarelli</surname>
              <given-names>A.A.</given-names>
            </name>
          </person-group>
          <article-title>Nonsteroidal antiinflammatory drugs modify the effect of short-term air pollution on lung function.</article-title>
          <source>Am. J. Respir. Crit. Care Med.</source>
          <year>2020</year>
          <volume>201</volume>
          <issue>3</issue>
          <fpage>374</fpage>
          <lpage>378</lpage>
          <pub-id pub-id-type="doi">10.1164/rccm.201905-1003LE</pub-id>
          <pub-id pub-id-type="pmid">31553629</pub-id>
        </element-citation>
      </ref>
      <ref id="r52">
        <label>52</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Galimova</surname>
              <given-names>T.</given-names>
            </name>
            <name>
              <surname>Ram</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Breyer</surname>
              <given-names>C.</given-names>
            </name>
          </person-group>
          <article-title>Mitigation of air pollution and corresponding impacts during a global energy transition towards 100% renewable energy system by 2050.</article-title>
          <source>Energy Rep.</source>
          <year>2022</year>
          <volume>8</volume>
          <fpage>14124</fpage>
          <lpage>14143</lpage>
          <pub-id pub-id-type="doi">10.1016/j.egyr.2022.10.343</pub-id>
        </element-citation>
      </ref>
      <ref id="r53">
        <label>53</label>
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name>
              <surname>Nasir</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Ammar Aslam</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Nasir</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Ali</surname>
              <given-names>F.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution from industrial emissions and its control in Pakistan: Current situation, challenges, and way forward.</article-title>
          <source>Advances and Challenges in Hazardous Waste Management.</source>
          <person-group person-group-type="editor">
            <name>
              <surname>Saleh</surname>
              <given-names>H.M.</given-names>
            </name>
            <name>
              <surname>Hassan</surname>
              <given-names>A.I.</given-names>
            </name>
            <name>
              <surname>Aglan</surname>
              <given-names>R.F.</given-names>
            </name>
          </person-group>
          <publisher-loc>Rijeka</publisher-loc>
          <publisher-name>IntechOpen</publisher-name>
          <year>2024</year>
          <pub-id pub-id-type="doi">10.5772/intechopen.1004052</pub-id>
        </element-citation>
      </ref>
      <ref id="r54">
        <label>54</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Bilal</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Mhawish</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Nichol</surname>
              <given-names>J.E.</given-names>
            </name>
            <name>
              <surname>Qiu</surname>
              <given-names>Z.</given-names>
            </name>
            <name>
              <surname>Nazeer</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Ali</surname>
              <given-names>M.A.</given-names>
            </name>
            <name>
              <surname>de Leeuw</surname>
              <given-names>G.</given-names>
            </name>
            <name>
              <surname>Levy</surname>
              <given-names>R.C.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Chen</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Shi</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Bleiweiss</surname>
              <given-names>M.P.</given-names>
            </name>
            <name>
              <surname>Mazhar</surname>
              <given-names>U.</given-names>
            </name>
            <name>
              <surname>Atique</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Ke</surname>
              <given-names>S.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution scenario over Pakistan: Characterization and ranking of extremely polluted cities using long-term concentrations of aerosols and trace gases.</article-title>
          <source>Remote Sens. Environ.</source>
          <year>2021</year>
          <volume>264</volume>
          <fpage>112617</fpage>
          <pub-id pub-id-type="doi">10.1016/j.rse.2021.112617</pub-id>
        </element-citation>
      </ref>
      <ref id="r55">
        <label>55</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Ghorani-Azam</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Riahi-Zanjani</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Balali-Mood</surname>
              <given-names>M.</given-names>
            </name>
          </person-group>
          <article-title>Effects of air pollution on human health and practical measures for prevention in Iran.</article-title>
          <source>J. Res. Med. Sci.</source>
          <year>2016</year>
          <volume>21</volume>
          <issue>1</issue>
          <fpage>65</fpage>
          <pub-id pub-id-type="doi">10.4103/1735-1995.189646</pub-id>
          <pub-id pub-id-type="pmid">27904610</pub-id>
        </element-citation>
      </ref>
      <ref id="r56">
        <label>56</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Chakraborty</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Basu</surname>
              <given-names>P.</given-names>
            </name>
          </person-group>
          <article-title>Air quality and environmental injustice in India: Connecting particulate pollution to social disadvantages.</article-title>
          <source>Int. J. Environ. Res. Public Health</source>
          <year>2021</year>
          <volume>18</volume>
          <issue>1</issue>
          <fpage>304</fpage>
          <pub-id pub-id-type="doi">10.3390/ijerph18010304</pub-id>
          <pub-id pub-id-type="pmid">33406580</pub-id>
        </element-citation>
      </ref>
      <ref id="r57">
        <label>57</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Hahad</surname>
              <given-names>O.</given-names>
            </name>
          </person-group>
          <article-title>Burden of disease due to air pollution in Afghanistan—results from the global burden of disease study 2019.</article-title>
          <source>Int. J. Environ. Res. Public Health</source>
          <year>2024</year>
          <volume>21</volume>
          <issue>2</issue>
          <fpage>197</fpage>
          <pub-id pub-id-type="doi">10.3390/ijerph21020197</pub-id>
          <pub-id pub-id-type="pmid">38397687</pub-id>
        </element-citation>
      </ref>
      <ref id="r58">
        <label>58</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Pinakana</surname>
              <given-names>S.D.</given-names>
            </name>
            <name>
              <surname>Raysoni</surname>
              <given-names>A.U.</given-names>
            </name>
            <name>
              <surname>Sayeed</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Gonzalez</surname>
              <given-names>J.L.</given-names>
            </name>
            <name>
              <surname>Temby</surname>
              <given-names>O.</given-names>
            </name>
            <name>
              <surname>Wladyka</surname>
              <given-names>D.</given-names>
            </name>
            <name>
              <surname>Sepielak</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Gupta</surname>
              <given-names>P.</given-names>
            </name>
          </person-group>
          <article-title>Review of agricultural biomass burning and its impact on air quality in the continental United States of America.</article-title>
          <source>Environ. Adv.</source>
          <year>2024</year>
          <volume>16</volume>
          <fpage>100546</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envadv.2024.100546</pub-id>
        </element-citation>
      </ref>
      <ref id="r59">
        <label>59</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Bajwa</surname>
              <given-names>AU</given-names>
            </name>
            <name>
              <surname>Sheikh</surname>
              <given-names>HA</given-names>
            </name>
          </person-group>
          <article-title>Contribution of road transport to Pakistan’s air pollution in the urban environment.</article-title>
          <source>Air</source>
          <year>2023</year>
          <volume>1</volume>
          <issue>4</issue>
          <fpage>237</fpage>
          <lpage>257</lpage>
          <pub-id pub-id-type="doi">10.3390/air1040018</pub-id>
        </element-citation>
      </ref>
      <ref id="r60">
        <label>60</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Zaidi</surname>
              <given-names>S.M.A.</given-names>
            </name>
            <name>
              <surname>Moin</surname>
              <given-names>O.</given-names>
            </name>
            <name>
              <surname>Khan</surname>
              <given-names>J.A.</given-names>
            </name>
          </person-group>
          <article-title>Second-hand smoke in indoor hospitality venues in Pakistan.</article-title>
          <source>Int. J. Tuberc. Lung Dis.</source>
          <year>2011</year>
          <volume>15</volume>
          <issue>7</issue>
          <fpage>972</fpage>
          <lpage>977</lpage>
          <pub-id pub-id-type="doi">10.5588/ijtld.10.0524</pub-id>
          <pub-id pub-id-type="pmid">21682974</pub-id>
        </element-citation>
      </ref>
      <ref id="r61">
        <label>61</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Sofia</surname>
              <given-names>D.</given-names>
            </name>
            <name>
              <surname>Gioiella</surname>
              <given-names>F.</given-names>
            </name>
            <name>
              <surname>Lotrecchiano</surname>
              <given-names>N.</given-names>
            </name>
            <name>
              <surname>Giuliano</surname>
              <given-names>A.</given-names>
            </name>
          </person-group>
          <article-title>Mitigation strategies for reducing air pollution.</article-title>
          <source>Environ. Sci. Pollut. Res. Int.</source>
          <year>2020</year>
          <volume>27</volume>
          <issue>16</issue>
          <fpage>19226</fpage>
          <lpage>19235</lpage>
          <pub-id pub-id-type="doi">10.1007/s11356-020-08647-x</pub-id>
          <pub-id pub-id-type="pmid">32279263</pub-id>
        </element-citation>
      </ref>
      <ref id="r62">
        <label>62</label>
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name>
              <surname>Bikam</surname>
              <given-names>P.B.</given-names>
            </name>
          </person-group>
          <article-title>Vehicle management and emission control and maintenance.</article-title>
          <source>Green Economy in the Transport Sector: A Case Study of Limpopo Province, South Africa.</source>
          <person-group person-group-type="editor">
            <name>
              <surname>Odiyo</surname>
              <given-names>J.O.</given-names>
            </name>
            <name>
              <surname>Bikam</surname>
              <given-names>P.B.</given-names>
            </name>
            <name>
              <surname>Chakwizira</surname>
              <given-names>J.</given-names>
            </name>
          </person-group>
          <publisher-loc>Cham</publisher-loc>
          <publisher-name>Springer International Publishing</publisher-name>
          <year>2022</year>
          <fpage>51</fpage>
          <lpage>64</lpage>
          <pub-id pub-id-type="doi">10.1007/978-3-030-86178-0_5</pub-id>
        </element-citation>
      </ref>
      <ref id="r63">
        <label>63</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Muryani</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Nisa’</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Esquivias</surname>
              <given-names>M.A.</given-names>
            </name>
            <name>
              <surname>Zulkarnain</surname>
              <given-names>S.H.</given-names>
            </name>
          </person-group>
          <article-title>Strategies to control industrial emissions: An analytical network process approach in East Java, Indonesia.</article-title>
          <source>Sustainability</source>
          <year>2023</year>
          <volume>15</volume>
          <issue>10</issue>
          <fpage>7761</fpage>
          <pub-id pub-id-type="doi">10.3390/su15107761</pub-id>
        </element-citation>
      </ref>
      <ref id="r64">
        <label>64</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Manzueta</surname>
              <given-names>R.</given-names>
            </name>
            <name>
              <surname>Kumar</surname>
              <given-names>P.</given-names>
            </name>
            <name>
              <surname>Ariño</surname>
              <given-names>A.H.</given-names>
            </name>
            <name>
              <surname>Martín-Gómez</surname>
              <given-names>C.</given-names>
            </name>
          </person-group>
          <article-title>Strategies to reduce air pollution emissions from urban residential buildings.</article-title>
          <source>Sci. Total Environ.</source>
          <year>2024</year>
          <volume>951</volume>
          <fpage>175809</fpage>
          <pub-id pub-id-type="doi">10.1016/j.scitotenv.2024.175809</pub-id>
          <pub-id pub-id-type="pmid">39197781</pub-id>
        </element-citation>
      </ref>
      <ref id="r65">
        <label>65</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Diener</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Mudu</surname>
              <given-names>P.</given-names>
            </name>
          </person-group>
          <article-title>How can vegetation protect us from air pollution? A critical review on green spaces’ mitigation abilities for air-borne particles from a public health perspective - with implications for urban planning.</article-title>
          <source>Sci. Total Environ.</source>
          <year>2021</year>
          <volume>796</volume>
          <fpage>148605</fpage>
          <pub-id pub-id-type="doi">10.1016/j.scitotenv.2021.148605</pub-id>
          <pub-id pub-id-type="pmid">34271387</pub-id>
        </element-citation>
      </ref>
      <ref id="r66">
        <label>66</label>
        <element-citation publication-type="confproc">
          <person-group person-group-type="author">
            <name>
              <surname>Erol</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Yücedağ</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Çiçek</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>The role of urban green areas to mitigate air pollution in cities.</article-title>
          <source>International conference on agriculture, animal science &amp; rural development</source>
          <comment>Ordu, 2023.</comment>
        </element-citation>
      </ref>
      <ref id="r67">
        <label>67</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Ramírez</surname>
              <given-names>A.S.</given-names>
            </name>
            <name>
              <surname>Ramondt</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Van Bogart</surname>
              <given-names>K.</given-names>
            </name>
            <name>
              <surname>Perez-Zuniga</surname>
              <given-names>R.</given-names>
            </name>
          </person-group>
          <article-title>Public awareness of air pollution and health threats: challenges and opportunities for communication strategies to improve environmental health literacy.</article-title>
          <source>J. Health Commun.</source>
          <year>2019</year>
          <volume>24</volume>
          <issue>1</issue>
          <fpage>75</fpage>
          <lpage>83</lpage>
          <pub-id pub-id-type="doi">10.1080/10810730.2019.1574320</pub-id>
          <pub-id pub-id-type="pmid">30730281</pub-id>
        </element-citation>
      </ref>
      <ref id="r68">
        <label>68</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Gao</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Meng</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Ge</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Yang</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Duan</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Fu</surname>
              <given-names>Q.</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Yang</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Fei</surname>
              <given-names>W.</given-names>
            </name>
            <name>
              <surname>Jiao</surname>
              <given-names>Z.</given-names>
            </name>
          </person-group>
          <article-title>Role of garbage classification in air pollution improvement of a municipal solid waste disposal base.</article-title>
          <source>J. Clean. Prod.</source>
          <year>2023</year>
          <volume>423</volume>
          <fpage>138737</fpage>
          <pub-id pub-id-type="doi">10.1016/j.jclepro.2023.138737</pub-id>
        </element-citation>
      </ref>
      <ref id="r69">
        <label>69</label>
        <element-citation publication-type="web">
          <article-title>How Sanitation services support public health and safety.</article-title>
          <year>2025</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://aaasanitationco.com/how-sanitation-services-support-public-health-and-safety/">https://aaasanitationco.com/how-sanitation-services-support-public-health-and-safety/</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r70">
        <label>70</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Irfan</surname>
              <given-names>S.</given-names>
            </name>
            <name>
              <surname>Muzzamil</surname>
              <given-names>M.</given-names>
            </name>
            <name>
              <surname>Tahira</surname>
              <given-names>N.</given-names>
            </name>
            <name>
              <surname>Altaf</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Fatima</surname>
              <given-names>F.</given-names>
            </name>
            <name>
              <surname>Malikzai</surname>
              <given-names>A.</given-names>
            </name>
          </person-group>
          <article-title>Beyond the smog: Unveiling the invisible toll of air pollution on the people’s mental well‐being in Lahore, Pakistan.</article-title>
          <source>Health Sci. Rep.</source>
          <year>2025</year>
          <volume>8</volume>
          <issue>4</issue>
          <fpage>e70690</fpage>
          <pub-id pub-id-type="doi">10.1002/hsr2.70690</pub-id>
          <pub-id pub-id-type="pmid">40260034</pub-id>
        </element-citation>
      </ref>
      <ref id="r71">
        <label>71</label>
        <element-citation publication-type="web">
          <article-title>2024 IQAir world air quality report.</article-title>
          <year>2025</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.iqair.com/newsroom/waqr-2024-pr?srsltid=AfmBOopAZt8TTpbw1fzZRrjaFZ0FBdRa-XEXd2CxW_6XYDM9sBiHkj9S">https://www.iqair.com/newsroom/waqr-2024-pr?srsltid=AfmBOopAZt8TTpbw1fzZRrjaFZ0FBdRa-XEXd2CxW_6XYDM9sBiHkj9S</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r72">
        <label>72</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Wang</surname>
              <given-names>L.</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Wei</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Zong</surname>
              <given-names>J.</given-names>
            </name>
            <name>
              <surname>Lu</surname>
              <given-names>C.</given-names>
            </name>
            <name>
              <surname>Du</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>Q.</given-names>
            </name>
          </person-group>
          <article-title>Association of ambient air pollution exposure and its variability with subjective sleep quality in China: A multilevel modeling analysis.</article-title>
          <source>Environ. Pollut.</source>
          <year>2022</year>
          <volume>312</volume>
          <fpage>120020</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envpol.2022.120020</pub-id>
          <pub-id pub-id-type="pmid">36028077</pub-id>
        </element-citation>
      </ref>
      <ref id="r73">
        <label>73</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Heyes</surname>
              <given-names>A.</given-names>
            </name>
            <name>
              <surname>Zhu</surname>
              <given-names>M.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution as a cause of sleeplessness: Social media evidence from a panel of Chinese cities.</article-title>
          <source>J. Environ. Econ. Manage.</source>
          <year>2019</year>
          <volume>98</volume>
          <fpage>102247</fpage>
          <pub-id pub-id-type="doi">10.1016/j.jeem.2019.07.002</pub-id>
        </element-citation>
      </ref>
      <ref id="r74">
        <label>74</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Shi</surname>
              <given-names>Y.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>N.</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>W.</given-names>
            </name>
            <name>
              <surname>Meng</surname>
              <given-names>X.</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>B.</given-names>
            </name>
            <name>
              <surname>Wan</surname>
              <given-names>X.</given-names>
            </name>
          </person-group>
          <article-title>The impacts of mask-wearing regulations on stroke morbidity and mortality: A population-based retrospective cohort study in China.</article-title>
          <source>BMC Public Health</source>
          <year>2024</year>
          <volume>24</volume>
          <issue>1</issue>
          <fpage>3577</fpage>
          <pub-id pub-id-type="doi">10.1186/s12889-024-20837-7</pub-id>
          <pub-id pub-id-type="pmid">39719552</pub-id>
        </element-citation>
      </ref>
      <ref id="r75">
        <label>75</label>
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name>
              <surname>Sanchez-Triana</surname>
              <given-names>EE</given-names>
            </name>
          </person-group>
          <article-title>Cleaning Pakistan's air: Policy options to address the cost of outdoor air pollution.</article-title>
          <source>Directions in Development; Energy and Mining</source>
          <year>2014</year>
          <publisher-loc>Washington, DC</publisher-loc>
          <publisher-name>World Bank Group</publisher-name>
        </element-citation>
      </ref>
      <ref id="r76">
        <label>76</label>
        <element-citation publication-type="web">
          <article-title>Climate and clean air conference 2023.</article-title>
          <year>2023</year>
          <comment>Available from: <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://www.unep.org/events/conference/climate-and-clean-air-conference-2023">https://www.unep.org/events/conference/climate-and-clean-air-conference-2023</ext-link></comment>
        </element-citation>
      </ref>
      <ref id="r77">
        <label>77</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Iqbal</surname>
              <given-names>M.P.</given-names>
            </name>
          </person-group>
          <article-title>Air pollution: Challenges to human health in Pakistan.</article-title>
          <source>J. Coll. Physicians Surg. Pak.</source>
          <year>2024</year>
          <volume>34</volume>
          <issue>5</issue>
          <fpage>507</fpage>
          <lpage>508</lpage>
          <pub-id pub-id-type="doi">10.29271/jcpsp.2024.05.507</pub-id>
          <pub-id pub-id-type="pmid">38720206</pub-id>
        </element-citation>
      </ref>
    </ref-list>
  </back>
</article>
