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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title-group>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
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<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2025.1616381</article-id>
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<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
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<title-group>
<article-title>Depression and anxiety in health human resources during the first COVID-19 wave in northern Peru: a multicenter study</article-title>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Valladares-Garrido</surname><given-names>Mario J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<name><surname>Culquichicon</surname><given-names>Carlos</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<name><surname>S&#xe1;nchez Reto</surname><given-names>Milagritos</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<name><surname>Valladares-Garrido</surname><given-names>Danai</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author">
<name><surname>Vera-Ponce</surname><given-names>V&#xed;ctor J.</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<name><surname>Pereira-Victorio</surname><given-names>C&#xe9;sar J.</given-names></name>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
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<name><surname>Failoc-Rojas</surname><given-names>Virgilio E.</given-names></name>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
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<name><surname>Zila-Velasque</surname><given-names>J. Pierre</given-names></name>
<xref ref-type="aff" rid="aff11"><sup>11</sup></xref>
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<name><surname>D&#xed;az-V&#xe9;lez</surname><given-names>Cristian</given-names></name>
<xref ref-type="aff" rid="aff12"><sup>12</sup></xref>
<xref ref-type="aff" rid="aff13"><sup>13</sup></xref>
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<name><surname>Lavado Acu&#xf1;a</surname><given-names>Wilde</given-names></name>
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<aff id="aff1"><label>1</label><institution>Escuela de Medicina Humana, Universidad Se&#xf1;or de Sip&#xe1;n</institution>, <city>Chiclayo</city>, <country country="pe">Peru</country></aff>
<aff id="aff2"><label>2</label><institution>University of Washington, School of Public Health</institution>, <city>Seatle</city>, <state>WA</state>, <country country="us">United States</country></aff>
<aff id="aff3"><label>3</label><institution>Facultad de Ciencias de la Salud, Universidad Nacional de Piura</institution>, <city>Piura</city>, <country country="pe">Peru</country></aff>
<aff id="aff4"><label>4</label><institution>Facultad de Medicina, Universidad Cesar Vallejo</institution>, <city>Piura</city>, <country country="pe">Peru</country></aff>
<aff id="aff5"><label>5</label><institution>Unidad de Salud Ocupacional, Hospital de Apoyo II Santa Rosa</institution>, <city>Piura</city>, <country country="pe">Peru</country></aff>
<aff id="aff6"><label>6</label><institution>EpiHealth Research Center for Epidemiology and Public Health</institution>, <city>Lima</city>, <country country="pe">Peru</country></aff>
<aff id="aff7"><label>7</label><institution>Instituto de Investigaci&#xf3;n de Enfermedades Tropicales, Universidad Nacional Toribio Rodr&#xed;guez de Mendoza de Amazonas (UNTRM)</institution>, <city>Amazonas</city>, <country country="pe">Peru</country></aff>
<aff id="aff8"><label>8</label><institution>Facultad de Medicina (FAMED), Universidad Nacional Toribio Rodr&#xed;guez de Mendoza de Amazonas (UNTRM)</institution>, <city>Amazonas</city>, <country country="pe">Peru</country></aff>
<aff id="aff9"><label>9</label><institution>Facultad de Medicina, Universidad Continental</institution>, <city>Lima</city>, <country country="pe">Peru</country></aff>
<aff id="aff10"><label>10</label><institution>Unidad de Investigaci&#xf3;n para Generaci&#xf3;n y S&#xed;ntesis de Evidencia en Salud, Universidad San Ignacio de Loyola</institution>, <city>Lima</city>, <country country="pe">Peru</country></aff>
<aff id="aff11"><label>11</label><institution>Red Latinoamericana de Medicina en la Altitud e Investigaci&#xf3;n (REDLAMAI)</institution>, <city>Pasco</city>, <country country="pe">Peru</country></aff>
<aff id="aff12"><label>12</label><institution>Instituto de Evaluaci&#xf3;n de Tecnolog&#xed;as en Salud e Investigaci&#xf3;n - IETSI</institution>, <city>EsSalud</city>, <state>Lima</state>, <country country="pe">Peru</country></aff>
<aff id="aff13"><label>13</label><institution>Escuela de Posgrado, Facultad de Ciencias de la Salud, Universidad Cient&#xed;fica del Sur</institution>, <city>Lima</city>, <country country="pe">Peru</country></aff>
<aff id="aff14"><label>14</label><institution>Facultad de Medicina, Universidad de San Mart&#xed;n de Porres</institution>, <city>Lima</city>, <country country="pe">Peru</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Mario J. Valladares-Garrido, <email xlink:href="mailto:vgarrido@uss.edu.pe">vgarrido@uss.edu.pe</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-12">
<day>12</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1616381</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>14</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Valladares-Garrido, Culquichicon, S&#xe1;nchez Reto, Valladares-Garrido, Vera-Ponce, Pereira-Victorio, Failoc-Rojas, Zila-Velasque, D&#xed;az-V&#xe9;lez and Lavado Acu&#xf1;a.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Valladares-Garrido, Culquichicon, S&#xe1;nchez Reto, Valladares-Garrido, Vera-Ponce, Pereira-Victorio, Failoc-Rojas, Zila-Velasque, D&#xed;az-V&#xe9;lez and Lavado Acu&#xf1;a</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-12">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Although global evidence demonstrates a clear mental health impact of COVID-19 on healthcare workers, data from Latin American settings, particularly during the first pandemic wave and within social security hospital systems, remain limited and heterogeneous. The objective was to determine the prevalence and factors associated with depression and anxiety in health human resources of three hospitals of the Social Security of Piura and Lambayeque, during the first pandemic wave of COVID-19.</p>
</sec>
<sec>
<title>Methods</title>
<p>Cross-sectional analytical study in which anxiety and depression, and their association with resilience, insomnia, physical activity, eating disorder, tobacco and alcohol consumption, Burnout Syndrome and physical, psychosocial, occupational and personal health variables were evaluated. Multivariate analyses were used to estimate prevalence ratios (PR) and generalized linear models (GLM) to identify association between variables.</p>
</sec>
<sec>
<title>Results</title>
<p>Of 182 health care workers, the prevalence of depression and anxiety was 42.9% and 50.6%, respectively. The factors associated with depression were being diabetic (PR: 1.41), mistreatment (PR: 1.35), moderate concern about working in a COVID environment (PR: 1.23), much/extreme concern about working in a COVID environment (PR: 1.23), much/extreme concern about being marginalized by the surrounding environment (PR: 2.00), insomnia (PR: 1.62) and burnout syndrome (PR: 1.42). The factors associated with anxiety were moderate (PR: 1.92) and very/extreme worry (PR: 2.25) about working in a COVID-19 environment, moderate (PR: 1.26) and very/extreme (PR: 1.85) and worry about being marginalized by the neighborhood environment.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>There is an urgent need for action to address the mental health of these professionals, who have played a critical role in pandemic response and care.</p>
</sec>
</abstract>
<kwd-group>
<kwd>depression</kwd>
<kwd>anxiety</kwd>
<kwd>mental health</kwd>
<kwd>Peru</kwd>
<kwd>COVID-19</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. The study was funded by Instituto de Evaluaci&#xf3;n de Tecnolog&#xed;as en Salud e Investigaci&#xf3;n (IETSI). The publication fee (APC) was covered by Universidad Se&#xf1;or de Sip&#xe1;n (USS). M.J.V.-G. was supported by the Fogarty International Center of the National Institutes of Mental Health (NIMH) under Award Number D43TW009343 and the University of California Global Health Institute.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="143"/>
<page-count count="16"/>
<word-count count="8558"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Public Mental Health</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Healthcare personnel are a critical group in healthcare due to the pandemic scenario resulting from exposure to SARS-CoV-2. This healthcare workforce (HW) led the front line of care from March-2020, therefore they have been continuously exposed to an increased risk of infection (<xref ref-type="bibr" rid="B1">1</xref>). and significant emotional burden. A high prevalence of depressive and anxious symptoms has been reported in this population (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>), which has affected their ability to provide quality and effective patient care (<xref ref-type="bibr" rid="B6">6</xref>). The prevalence of depression has been reported as 65% in Chile (<xref ref-type="bibr" rid="B7">7</xref>), 62.2% in a multicenter study including Colombia, Ecuador, Bolivia, and Argentina (<xref ref-type="bibr" rid="B8">8</xref>), and 44.7% in Mexico (<xref ref-type="bibr" rid="B9">9</xref>), contrasting with lower rates in China (16.5%) (<xref ref-type="bibr" rid="B10">10</xref>) and the United States (38%) (<xref ref-type="bibr" rid="B11">11</xref>), similar to a meta-analysis showing 37% (<xref ref-type="bibr" rid="B12">12</xref>). For anxiety, prevalences were 74% in Chile (<xref ref-type="bibr" rid="B7">7</xref>), 40.1% in the same multicenter study (<xref ref-type="bibr" rid="B8">8</xref>), and 83.1% in Mexico (<xref ref-type="bibr" rid="B9">9</xref>), compared to 28.8% in China (<xref ref-type="bibr" rid="B10">10</xref>), 38% in the United States (<xref ref-type="bibr" rid="B11">11</xref>), and 40% in a meta-analysis (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>In Peru, the Ministry of Health (MINSA) has issued guidelines emphasizing the protection of HW mental health (<xref ref-type="bibr" rid="B13">13</xref>). However, implementation has been uneven, particularly in peripheral regions like Lambayeque and Piura, which were among the hardest hit during the first wave (<xref ref-type="bibr" rid="B14">14</xref>). These regions face multiple structural challenges, including high levels of informal employment, socioeconomic inequality, and limited public healthcare infrastructure (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>). According to national statistics, poverty and extreme poverty affect a significant proportion of households in these areas, with gaps in access to quality health services (<xref ref-type="bibr" rid="B19">19</xref>). These contextual vulnerabilities likely exacerbated the psychological toll on healthcare workers during the pandemic, especially in high-demand institutions such as the EsSalud public hospitals included in this study. Although national initiatives such as EsSalud&#x2019;s mental health programs have emerged, they remain insufficient to meet the demands of frontline staff (<xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>Previous studies have identified multiple risk factors for HW mental distress: direct contact with patients with respiratory diseases (<xref ref-type="bibr" rid="B7">7</xref>), working in public or state hospitals (<xref ref-type="bibr" rid="B8">8</xref>), to be a resident physician (<xref ref-type="bibr" rid="B9">9</xref>), to be women (<xref ref-type="bibr" rid="B8">8</xref>), living alone (<xref ref-type="bibr" rid="B21">21</xref>) having a poor perception of health (<xref ref-type="bibr" rid="B10">10</xref>). On the other hand, being a physician, unlike other health care personnel (<xref ref-type="bibr" rid="B21">21</xref>), use personal protective equipment (<xref ref-type="bibr" rid="B22">22</xref>), years of experience (<xref ref-type="bibr" rid="B23">23</xref>), coping strategies (<xref ref-type="bibr" rid="B24">24</xref>) and have a social support network (<xref ref-type="bibr" rid="B25">25</xref>) have been associated with a lower prevalence of depressive and anxious symptoms.</p>
<p>Although multiple factors associated with depression and anxiety in healthcare workers have been studied globally, some variables such as physical activity, income-related stress (<xref ref-type="bibr" rid="B9">9</xref>), role within hospital services (<xref ref-type="bibr" rid="B11">11</xref>), and dimensions of sleep quality have been less frequently addressed in Latin American studies, especially within the Peruvian context.</p>
<p>Second, few Latino studies have conducted evaluation during the first pandemic wave (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B22">22</xref>). Third, although several studies have used regression models to explore mental health outcomes in healthcare personnel, few have incorporated a broad set of psychosocial and occupational variables, such as stigma, perceived marginalization, and concern about exposure to COVID-19 in public hospital settings in Latin America, as we propose in this study (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Fourth, few studies have evaluated health personnel under a multicenter approach of sites with broad relevance in COVID-19 care (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>). Fifth, although most studies in the literature employ validated instruments, a subset of prior research conducted in non-clinical populations or without formal psychometric validation in healthcare personnel or the local context may present limitations in reliability and contextual validity (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>This research has relevant implications for health service management. First, depressive and anxious symptoms in HW may negatively affect their performance and quality of patient care (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B27">27</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>). Second, identifying associated factors may help hospital managers implement preventive and early interventions, such as stress management training, psychological support, and protective measures. Third, it provides insights into the pandemic&#x2019;s impact on HW in these hospitals, supporting the development of strategies for future crises. Fourth, the findings contribute to understanding the psychological and social mechanisms affecting HW mental health during COVID-19, informing more effective policies and programs.</p>
<p>For all of the above, this research aims to determine the prevalence and factors associated with depression and anxiety in the HW during the COVID-19 pandemic in three EsSalud hospitals in the northern regions of Piura and Lambayeque &#x2014; areas severely impacted by the pandemic. This approach is consistent with recent WHO recommendations to strengthen occupational mental health strategies, particularly in resource-limited healthcare systems disproportionately affected by the pandemic (<xref ref-type="bibr" rid="B30">30</xref>).</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Design and type of study</title>
<p>We conducted a multicenter cross-sectional study between July and August 2020 in three Social Security (EsSalud) hospitals located in the northern regions of Piura and Lambayeque, Peru&#x2014;areas severely affected during the first wave of the COVID-19 pandemic.</p>
<p>The present analysis uses data from the baseline assessment of a longitudinal study. Although the parent study has a longitudinal design, the current manuscript analyzes only the first measurement, corresponding to a cross-sectional dataset collected between August and December 2020.</p>
</sec>
<sec id="s2_2">
<title>Population, sample and sampling</title>
<p>The study population consisted of HWHW (doctors, nurses, obstetrician, nursing technicians, medical technologist, biologist, psychologist, among others) who were working in the Social Security Hospitals (EsSalud) of the Lambayeque region (Almanzor Aguinaga National Hospital and Hospital Luis Heysen Inch&#xe1;ustegui) and Piura region (Hospital Regional Cayetano Heredia), 2020 during the first wave of the COVID-19 pandemic between the months of August-December 2020.</p>
<p>Eligible participants were health workers who had worked for at least one month during the COVID-19 emergency in 2020, either on the front line (COVID-19 wards, ICUs, emergency) or non-front line (general services). Inclusion required active employment at the time of data collection and voluntary participation with signed informed consent.</p>
<p>Exclusion criteria included: health workers on temporary medical leave or remote work due to high-risk conditions; those with incomplete or invalid responses in the PHQ-9 or GAD-7 questionnaires; and refusals to participate after initial contact. Participants were selected using systematic random sampling from the official list of health workers scheduled for mandatory COVID-19 screening.</p>
<p>The sample size was estimated to detect a minimum difference of 35% in the prevalence of depression and anxiety symptoms between exposed and unexposed groups, with 80% power and a 95% confidence level, using the reference prevalence observed in Lai et&#xa0;al. (2020) (<xref ref-type="bibr" rid="B27">27</xref>). Based on this, 62 participants per hospital were required. Considering a 10% non-response and 10% rejection rate, the total required sample was 152. During recruitment, 202 individuals were approached: 9 declined participation and data from another 11 were excluded due to incomplete or inconsistent responses (missing key variables). The final analytical sample comprised 182 participants.</p>
<p>A systematic random sampling was carried out, selecting the first participant randomly and the next with a fixed jump (every 10 participants). The list of health personnel in each hospital center was requested, differentiated by exposure groups (working and not working on the front line of COVID-19 health care). The choice of hospital centers was based on convenience, in the EsSalud Hospitals of Lambayeque and Piura. This research was based on primary data collected specifically for this study through direct field application of validated instruments, and does not correspond to a secondary data analysis.</p>
</sec>
<sec id="s2_3">
<title>Variables</title>
<p>All variables were collected through structured face-to-face interviews conducted by trained personnel during the first wave of the COVID-19 pandemic (May to August 2020). The survey incorporated standardized psychometric instruments and a structured questionnaire designed to capture sociodemographic, occupational, physical health, and psychosocial characteristics.</p>
<sec id="s2_3_1">
<title>Dependent variables</title>
<p>Two main outcomes were evaluated:</p>
<p>&#x2022;Depressive symptoms, measured using the PHQ-9 scale, categorized as: minimal (0&#x2013;4), mild (5&#x2013;9), moderate (10&#x2013;14), moderately severe (15&#x2013;19), and severe (20&#x2013;27).</p>
<p>&#x2022;Anxiety symptoms, assessed using the GAD-7 scale, categorized as: mild (5&#x2013;9), moderate (10&#x2013;14), and severe (15&#x2013;21).</p>
<p>Both outcomes were also analyzed as binary variables for sensitivity models: PHQ-9 &#x2265;10 and GAD-7 &#x2265;10, indicating clinically relevant symptoms.</p>
</sec>
<sec id="s2_3_2">
<title>Independent variables</title>
<list list-type="order">
<list-item>
<p>Personal variables: age in years, sex (male, female), marital status (single, married, cohabiting, widowed), religion (none, Catholic, non-Catholic), having children (no, yes), role in the father/mother family (no, yes).</p></list-item>
<list-item>
<p>Physical health variables: comorbidities (high blood pressure, diabetes mellitus, obesity), diagnosis of COVID-19 (no, yes)</p></list-item>
<list-item>
<p>Labor variables: monthly family income based on the amount of Minimum Living Wage (SMV) of the Peruvian state as of 2020 (1 to 3, 3 to 5, 5 to 7, 7 to 10, more than 10), type of profession (doctors, nurses, obstetrician, nursing technicians, medical technologist, biologist, psychologist, dentist, others), role in the service where they work (leader, leader support, operational staff), and type of contract (appointed, Administrative Service Contracts- CAS, third-party service, resident, other).</p></list-item>
<list-item>
<p>Psychosocial variables: resilience (low, high), psychological, physical or sexual abuse (no, yes), compliance with confinement measures (no, yes) and social distancing (no, yes), perception of the pandemic (very serious, serious, mild, not serious), personal history of mental health problems, defined as a self-reported positive answer to the question: &#x201c;Have you ever been diagnosed or treated for a mental health problem before the COVID-19 pandemic?&#x201d; (no, yes), trust in the government to handle the pandemic (no, yes), history of a close family member recently infected with COVID-19 (no, yes), history of a close family member recently dying from COVID-19 (no, yes), worry about getting COVID-19 (not at all, a little, moderately, a lot, extremely), worry about infecting family members with COVID-19 (not at all, a little, moderate, a lot, extremely), concern about availability of Personal Protective Equipment (PPE) (not at all, a little, moderate, a lot, extremely), concern about not having health insurance (not at all, a little, moderate, a lot, extremely), concern about working in COVID-19 environments (not at all, a little, moderate, a lot, extremely), concern about being marginalized due to having been exposed to SARS-CoV-2 infection (not at all, a little, moderate, a lot, extremely), concern about being an asymptomatic patient (not at all, a little, moderate, a lot, extremely), insomnia (no, subclinical, clinical moderate, clinical severe), level of physical activity (low, moderate, high), burnout syndrome (no, yes), eating disorder (no, yes), tobacco consumption (low, moderate, high) and alcohol consumption (low, moderate, high).</p></list-item>
</list>
</sec>
</sec>
<sec id="s2_4">
<title>Procedures</title>
<p>A structured and systematic recruitment process was employed to minimize selection bias. Healthcare workers (HW) selected through systematic random sampling from institutional screening lists were invited to participate. Those who agreed provided electronic informed consent after receiving detailed information about the study. Although participation was voluntary, the recruitment followed a closed and sequential process based on predefined sampling frames.</p>
<p>Data were collected through in-person interviews using structured questionnaires administered by trained field personnel. Interviewers&#x2014;health professionals trained by the research team&#x2014;applied the instruments directly at each healthcare worker&#x2019;s workplace (HWHW) within EsSalud facilities. The questionnaire included sociodemographic, psychosocial, occupational, and physical health variables.</p>
<p>Mental health outcomes were evaluated using a specific temporal framing: &#x201c;Have you ever experienced any of the following symptoms (&#x2026;) due to your care work since the beginning of the COVID-19 health emergency?&#x201d;</p>
<p>REDCap<sup>&#xae;</sup> software was used to design the questionnaires, collect data digitally, and implement real-time quality control. Interviews were conducted in designated care modules that ensured biosafety standards, including adequate ventilation, physical distancing, and the use of personal protective equipment. Each interview lasted approximately 20 minutes.</p>
</sec>
<sec id="s2_5">
<title>Instruments</title>
<sec id="s2_5_1">
<title>Generalized Anxiety Disorder 7-Item Scale</title>
<p>The GAD-7 consists of 7 questions and evaluates the frequency of symptoms during the last 2 weeks (<xref ref-type="bibr" rid="B31">31</xref>). It was validated among a group of immigrants of Hispanic origin living in the United States (<xref ref-type="bibr" rid="B32">32</xref>). The cut-off points used were 0 to 4 as normal, 5 to 9 as mild, 10 to 14 as moderate, and 15 to 21 as severe. The cut-off point of 5 or more has been validated, finding optimal psychometric properties with a positive predictive value and negative predictive value greater than 0.80 (<xref ref-type="bibr" rid="B33">33</xref>). It has been validated in health personnel in Latin America during the COVID-19 pandemic, and specificity of 0.83 and sensitivity of 0.92 have been estimated. In addition, it has been used in health personnel during the COVID-19 pandemic (<xref ref-type="bibr" rid="B33">33</xref>).</p>
</sec>
<sec id="s2_5_2">
<title>Patient Health Questionnaire-9</title>
<p>The PHQ-9 is a self-administered version measured according to a Likert scale that consists of nine criteria to evaluate major depression (<xref ref-type="bibr" rid="B34">34</xref>)., among the categories, 0 to 4 are rated as normal, 5 to 9 as mild, 10 to 14 as moderate, and 15 to 21 as severe. With a cut-off point greater than and equal to 5, it represents an optimal compromise between sensitivity with 0.92 and specificity of 0.89 (<xref ref-type="bibr" rid="B35">35</xref>). It has been solidly validated in a representative population of Peru, through research obtained from data from the Encuesta Demogr&#xe1;fica y de Salud Familiar (ENDES), in which optimal invariance and reliability were estimated (<xref ref-type="bibr" rid="B36">36</xref>). It has been validated in patients using primary health care in Latin America during a pre-pandemic scenario due to COVID-19 with a Cronbach&#x2019;s alpha of 0.89 (<xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>A cut-off score of &#x2265;5 was used for PHQ-9 and GAD-7 to capture the presence of at least mild symptoms, which is supported by prior literature in high-risk healthcare populations. This threshold was chosen to improve sensitivity for early detection and public health response, recognizing that it does not imply clinical diagnosis (<xref ref-type="bibr" rid="B38">38</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>).</p>
</sec>
<sec id="s2_5_3">
<title>Connor-Davidson Abbreviated Scale</title>
<p>The CD-RISC consists of 10 items that measure resilience globally through a Likert scale with a score of 0&#x2013;4, whose relationship between the score and presence of resilience is directly proportional. and is classified according to quartiles (low: first quartile, moderate: second and third quartile, high: fourth quartile) (<xref ref-type="bibr" rid="B44">44</xref>). It has been validated in older adults (<xref ref-type="bibr" rid="B45">45</xref>), health personnel (<xref ref-type="bibr" rid="B46">46</xref>), young adults (<xref ref-type="bibr" rid="B47">47</xref>) and Spanish-speaking fibromyalgia patients (<xref ref-type="bibr" rid="B48">48</xref>). It has been used in the COVID-19 context in university students (<xref ref-type="bibr" rid="B49">49</xref>).</p>
</sec>
<sec id="s2_5_4">
<title>Insomnia Questionnaire</title>
<p>The ISI consists of seven items that measure self-reported perception of the severity of insomnia through a 0&#x2013;4 point Likert scale whose final score varies between 0&#x2013;28 points (<xref ref-type="bibr" rid="B50">50</xref>). The score is categorized as follows: normal from 0 to 7, subthreshold or mild from 8 to 14, moderate to severe from 15 to 21 and severe from 22 to 28. It has been validated in older adults (<xref ref-type="bibr" rid="B51">51</xref>), primary care patients (<xref ref-type="bibr" rid="B52">52</xref>) and general Spanish-speaking population (<xref ref-type="bibr" rid="B53">53</xref>). It has been used in the COVID-19 context in the general population of a Latin American country (<xref ref-type="bibr" rid="B54">54</xref>).</p>
</sec>
<sec id="s2_5_5">
<title>Eating Disorder Questionnaire</title>
<p>The EAT-26 consists of 26 questions measured using a Likert scale with six response options (&#x201c;never&#x201d;, &#x201c;rarely&#x201d;, &#x201c;sometimes&#x201d;, &#x201c;a often&#x201d;, &#x201c;very often&#x201d; and &#x201c;always&#x201d;, using 20 as a cut-off point to assume an eating disorder. The cut-off value of &gt;= 11 has been validated in a study in the female population (<xref ref-type="bibr" rid="B55">55</xref>); and male in Colombia (best cut-off value: &#x2265;20 points) (<xref ref-type="bibr" rid="B56">56</xref>). It has been used in the COVID-19 context in a multicenter study of a university population in a Latin American country (<xref ref-type="bibr" rid="B57">57</xref>).</p>
</sec>
<sec id="s2_5_6">
<title>Substance Use Questionnaire</title>
<p>ASSIST consists of 8 questions that inquire about substance use in the last 3 months. It has been evaluated by the World Health Organization (WHO) and has been validated in the Spanish-speaking population, with adequate internal consistency globally and specifically according to the type of substance (<xref ref-type="bibr" rid="B58">58</xref>). With a reliability of Cronbach&#x2019;s Alpha = 0.84) (<xref ref-type="bibr" rid="B59">59</xref>). The type of risk that exists for tobacco and alcohol consumption is interpreted: low (0 to 10 points), moderate (11 to 26 points) and high (27 to maximum) (<xref ref-type="bibr" rid="B60">60</xref>). It has been used in the COVID-19 context in a population at risk in a Latin American country (<xref ref-type="bibr" rid="B59">59</xref>).</p>
</sec>
<sec id="s2_5_7">
<title>Physical Activity Questionnaire</title>
<p>The IPAQ-S consists of 9 items and evaluates physical activity reported in the last 7 days (<xref ref-type="bibr" rid="B61">61</xref>). Allows you to obtain a weighted estimate of total physical activity from the activities reported per week, to categorize physical activity as: Intense, moderate, light or inactive (<xref ref-type="bibr" rid="B61">61</xref>). It has been validated in Spanish-speaking populations and applied in the Latin American population (<xref ref-type="bibr" rid="B61">61</xref>&#x2013;<xref ref-type="bibr" rid="B63">63</xref>). With a reliability level of 0.80 (<xref ref-type="bibr" rid="B64">64</xref>). The short version has shown significant correlations (0.26-0.69) in relation to accelerometer measurements in Spanish-speaking populations (<xref ref-type="bibr" rid="B65">65</xref>). It has been used in the COVID-19 context in the university population (<xref ref-type="bibr" rid="B66">66</xref>).</p>
</sec>
<sec id="s2_5_8">
<title>Maslach Burnout Inventory Human Services Survey</title>
<p>Considered the gold standard for measuring Burnout Syndrome, the MBI-HSS consists of 22 items and 3 domains: Emotional exhaustion, depersonalization and personal fulfillment at work; and has been validated in Chilean and Peruvian health workers (<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B68">68</xref>). With a high internal consistency &gt; 0.70 (<xref ref-type="bibr" rid="B69">69</xref>). For its identification in Peruvian health personnel, it is recommended to use cut-off points predetermined by the creator of the instrument (AE &gt; 26, DP &gt;9 RP &lt; 34) (<xref ref-type="bibr" rid="B68">68</xref>). It has been used in a post-pandemic context in frontline defense personnel (<xref ref-type="bibr" rid="B70">70</xref>).</p>
<p>The internal consistency of all psychometric instruments was assessed within our study sample. Reliability was high for the GAD-7 (Cronbach&#x2019;s &#x3b1; = 0.88), PHQ-9 (&#x3b1; = 0.82), CD-RISC-10 (&#x3b1; = 0.91), Insomnia Severity Index (&#x3b1; = 0.85), and EAT-26 (&#x3b1; = 0.88). The alcohol and tobacco subscales of the ASSIST showed acceptable internal consistency (&#x3b1; = 0.68), and the IPAQ activity items demonstrated expected reliability for multidomain behavioral measures (&#x3b1; = 0.65).</p>
</sec>
</sec>
<sec id="s2_6">
<title>Data analysis plan</title>
<p>All statistical analyses were performed using STATA v18<sup>&#xae;</sup>. The primary objective was to examine whether depressive and anxiety symptoms were associated with sociodemographic, occupational, psychosocial, and health-related factors among HWs.</p>
<p>Missing data was handled through a complete-case approach, as the dataset was nearly complete for all primary variables. No imputation procedures were performed because the outcome variables were 100% complete. Only minimal missingness was observed in secondary covariates. Given the low proportion and random distribution of missing data, listwise deletion was applied without compromising statistical validity.</p>
</sec>
<sec id="s2_7">
<title>Descriptive analysis</title>
<p>Univariate statistics were used to describe the sample. Categorical variables were summarized using absolute and relative frequencies (%). For continuous variables, means and standard deviations (SD) were reported for normally distributed data, while medians and interquartile ranges (IQR) were presented for non-normally distributed variables.</p>
</sec>
<sec id="s2_8">
<title>Bivariate analysis</title>
<p>To explore crude associations between each outcome (depression or anxiety) and independent variables: Chi-square or Fisher&#x2019;s exact tests were applied for categorical comparisons. Mann&#x2013;Whitney U tests were used for continuous variables due to non-normal distribution. This exploratory step allowed the identification of candidate variables for multivariate modeling, based on a significance threshold of p &lt; 0.05.</p>
</sec>
<sec id="s2_9">
<title>Multivariate analysis</title>
<p>To estimate adjusted associations, we fitted Generalized Linear Models (GLM) of the Poisson family with a log link and robust standard errors. Hospital site was included as a clustering variable to adjust for intragroup correlation.</p>
<p>Variables were selected based on both conceptual and statistical criteria. Theoretical and empirical evidence from previous studies guided the inclusion of factors with established or plausible associations with depression and anxiety among healthcare workers during the COVID-19 pandemic. From the statistical standpoint, variables showing a p-value &lt; 0.05 in simple Poisson regression models were entered into the multivariable model.</p>
<sec id="s2_9_1">
<title>Model 1</title>
<p>Included covariates with p &lt; 0.05 in univariate Poisson regressions, based on outcomes defined using low-threshold cutoffs (PHQ-9 &#x2265;5 and GAD-7 &#x2265;5), to capture early symptoms relevant for occupational health surveillance.</p>
</sec>
<sec id="s2_9_2">
<title>Model 2</title>
<p>Used higher cutoffs (PHQ-9 &#x2265;10 and GAD-7 &#x2265;10) to define clinically significant depressive or anxiety symptoms. This model followed the same inclusion rules as Model 1.</p>
<p>Collinearity diagnostics using Variance Inflation Factor (VIF) were applied to all final models (VIF &lt; 2.5), confirming no relevant multicollinearity.</p>
</sec>
</sec>
<sec id="s2_10">
<title>Sensitivity and confounder adjustment (Model 3)</title>
<p>A third model was constructed to assess the robustness of associations by adjusting for theoretically relevant confounders.</p>
<p>Model 3 included all variables statistically significant in Model 2, plus key covariates identified in the literature as potential confounders&#x2014;regardless of their bivariate significance&#x2014;including: age, sex, resilience, insomnia, physical activity, and tobacco use. Model 3 was estimated with the same GLM-Poisson approach and hospital-level clustering.</p>
<p>To visually summarize the associations between the covariates and the outcomes (depressive and anxiety symptoms), forest plots were generated from the multivariable Poisson regression model 1. All forest plots were produced using the R statistical.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>The majority were women (62.6%) and the median age was 38.9 years. 33.9% reported having had COVID-19, 12.1% were obese, and 5.5% reported having high blood pressure. Regarding the occupational group, 48.4% were doctors and 22% were nurses. 46.7% reported experiencing mistreatment while providing health care to COVID patients. 77.5%, 60.4%, 52.8%, 40.1% and 39% reported having very/extreme concern about infecting their family members with COVID-19, becoming infected with COVID-19, availability of PPE, working in a COVID environment and being an asymptomatic patient; respectively. 23.6% had a low level of resilience, 21% had subclinical insomnia and 42.9% had a high level of physical activity. 6.1% and 7.1% presented an eating disorder and Burnout Syndrome; respectively. 42.9% presented depressive symptoms (95% CI: 35.56-50.39). Among those with depressive symptoms (42.9%), 31.9% had mild symptoms and 9.3% had moderate symptoms. Regarding anxiety, 50.6% of the total participants (95% CI: 43.05&#x2013;58.03) reported anxiety symptoms. The majority presented mild anxious symptoms (37.4%), however, 6.0% and 7.1% presented moderate and severe anxious symptoms, respectively (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>).</p>
<p><xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref> shows the characteristics associated with depressive and anxious symptoms in health personnel. In relation to depressive symptoms, it was found that women presented a higher frequency of depressive symptoms, compared to men (49.1% vs. 32.4%; p=0.027). A higher frequency of depressive symptoms was found in health personnel with a history of COVID-19 (56.1% vs. 37.8%; p=0.024), compared to those who had not yet been infected. A higher frequency of depressive symptoms was observed in health personnel with a family member infected with COVID-19, compared to those who did not have such a history (50% vs. 32.9%; p=0.021). Health personnel who reported being very/extremely worried about infecting their family members with COVID-19 (46.8%) and being asymptomatic patients (56.3%) had a higher frequency of depressive symptoms. Health personnel with insomnia had a 38.9% higher frequency of depressive symptoms, compared to those who did not have insomnia (73.2% vs. 34.3%; p&lt;0.001). Health personnel with a moderate level of physical activity had a higher frequency of depressive symptoms; compared to those who had a low level of physical activity (70.6% vs. 37.9%; p=0.045).</p>
<p>Regarding anxious symptoms, the highest frequency of anxious symptoms was found in women (57% vs. 39.7%; p=0.024). Health personnel who reported not complying with social distancing measures presented a higher frequency of anxious symptoms, compared to those who did comply with these measures (76.2% vs. 47.2%; p=0.012). Having experienced some type of abuse during care implied a greater frequency of anxious symptoms; compared to those who did not receive said abuse (58.8% vs. 43.3%; p=0.037). Additionally, a higher frequency of anxious symptoms was identified in health personnel who reported being very/extremely worried about infecting their family members (58.2%), availability of PPE (57.3%), working in a COVID environment (65.8%), being marginalized by neighborhood environment (88.9%) and being an asymptomatic patient (71.8%); These variables were statistically significant. Health personnel with insomnia presented a 19.5% higher frequency of anxious symptoms, compared to those who did not have insomnia (65.9% vs. 46.4%; p=0.029) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>, <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Forest plot of factors associated with anxiety symptoms among healthcare workers during the COVID-19 pandemic (Model 1).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1616381-g001.tif">
<alt-text content-type="machine-generated">Multiple regression analysis chart showing factors associated with anxiety symptoms in healthcare workers during the COVID-19 pandemic. Factors include male sex, family member with COVID-19, contract type, mistreatment, concerns about contagion and PPE, work exposure, neighborhood marginalization, asymptomatic patients, insomnia, and tobacco risk. Prevalence ratios with 95% confidence intervals are displayed on the horizontal axis. Significant associations are indicated, such as extreme work exposure to COVID-19 with a prevalence ratio of 2.25 (1.42-3.59) and tobacco risk (moderate) with a ratio of 0.46 (0.40-0.52).</alt-text>
</graphic></fig>
<p>In the multiple regression analysis, a higher prevalence of depressive symptoms was associated with being diabetic health personnel (PR: 1.41; 95% CI: 1.01-1.99), having a previous history of mental health (PR: 1.32; 95% CI: 1.13 -1.55), having experienced abuse during health care (PR: 1.35; 95% CI: 1.01-1.82), having moderate concern about working in a COVID environment (PR: 1.23; 95% CI: 1.07-1.41), having a lot/extreme concern about working in a COVID environment (PR: 1.23; 95% CI: 1.12-1.35) and having a lot/extreme concern about being marginalized due to the neighborhood environment (PR: 2.00; 95% CI: 1.38-2.91). Insomnia was associated with a 62% higher prevalence of depressive symptoms (PR: 1.62; 95% CI: 1.10-2.42). Burnout syndrome was associated with a 42% higher prevalence (PR: 1.42; 95% CI: 1.04-1.95). Each additional year of age was associated with a 1% lower prevalence of depressive symptoms (PR: 0.99; 95% CI: 0.98-0.99) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref>, <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Forest plot of factors associated with depression symptoms among healthcare workers during the COVID-19 pandemic (Model 1).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1616381-g002.tif">
<alt-text content-type="machine-generated">Forest plot showing prevalence ratios (PR) with 95% confidence intervals for factors linked to depressive symptoms among healthcare workers during COVID-19. Factors include age, diabetes, COVID-19 infection, personal mental health history, and more. Key findings are highlighted with PR values, such as extreme family contagion concern (PR 1.83, CI 0.61-5.48) and insomnia (PR 1.62, CI 1.10-2.42). Different markers indicate significant and non-significant associations.</alt-text>
</graphic></fig>
<p>In the sensitivity analysis using the PHQ-9 &#x2265;10 cut-off (Model 2), several associations observed in the main model were no longer statistically significant&#x2014;namely age, diabetes, insomnia, and concern about working in a COVID-19 environment. However, key associations remained consistent, including mistreatment in healthcare settings, burnout syndrome, and high levels of perceived neighborhood marginalization. Notably, the magnitude of the association between burnout syndrome and depressive symptoms increased substantially in Model 2 (PR: 5.73; 95% CI: 1.77&#x2013;18.48), underscoring its central role in clinically significant depressive symptoms. The complete results are available in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>.</p>
<p>The sensitivity analysis using a GAD-7 &#x2265;10 cut-off (Model 2) revealed notable changes in the pattern of associated factors. Several associations observed in Model 1 were no longer significant in Model 2&#x2014;specifically, having a family member with COVID-19, concern about personal protective equipment availability, neighborhood marginalization, and tobacco use. However, concern about working in a COVID-19 environment remained significantly associated with a higher prevalence of anxiety in both models, showing a substantial increase in the strength of the association at the higher cut-off (PR: 7.63; 95% CI: 1.15&#x2013;50.69 in Model 2 vs. PR: 2.25 in Model 1). New associations emerged in Model 2 as well, including being a physician (PR: 0.56; 95% CI: 0.42&#x2013;0.74), insomnia (PR: 2.53; 95% CI: 1.52&#x2013;4.22), eating behavior disorder (PR: 2.30), and burnout syndrome (PR: 1.40). These results are summarized in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>.</p>
<p>In relation to anxious symptoms in health personnel, having a lot/extreme concern about the availability of PPE was associated with a 20% higher prevalence (PR: 1.20; 95% CI: 1.01-1.44). Moderate and high/extreme concern about working in a COVID-19 environment were associated with a 92% (PR: 1.92; 95% CI: 1.49-2.47) and 125% (PR: 2.25; 95% CI: 1.42- 3.59) higher prevalence of anxiety symptoms. Moderate and high/extreme concern about neighborhood-related marginalization were associated with 26% (PR: 1.26; 95% CI: 1.02-1.46) and 85% higher prevalence (PR: 1.85; 95% CI: 1.42-3.59); respectively. Moderate tobacco consumption was associated with a lower prevalence of anxiety symptoms (PR: 0.46; 95% CI: 0.40-0.52) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref>).</p>
<p>In Model 3, which adjusted for both statistically significant and theoretically grounded variables, the main associations identified in Model 2 remained consistent in direction and magnitude. The inclusion of potential confounders did not materially alter the strength of most associations, supporting the robustness of our findings. Full results of this adjusted model are presented in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>.</p>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Main findings and contextualization</title>
<p>This study adds novel insights to the growing literature on HW mental health during COVID-19, particularly within Latin America. Unlike prior studies that often relied on convenience samples or descriptive analyses (<xref ref-type="bibr" rid="B71">71</xref>), our research employed institution-based probabilistic sampling, robust multivariable models, and sensitivity analyses using different clinical thresholds. It is, to our knowledge, the first multicenter study conducted in northern Peru during the early pandemic wave, and one of the few to integrate underexplored psychosocial dimensions such as perceived neighborhood stigma, mistreatment in care, and fear of being asymptomatically infectious. These contextual variables strengthen the explanatory power of our models and highlight structural vulnerabilities in overstretched public healthcare systems.</p>
</sec>
<sec id="s4_2">
<title>Prevalence of depression and anxiety symptoms</title>
<p>In our study, 42.9% of HW exhibited depressive symptoms&#x2014;31.9% with mild and 9.3% with moderate levels. These figures are consistent with studies in Peru [Arequipa: 30.2% (<xref ref-type="bibr" rid="B2">2</xref>), Lima: 53.3&#x2013;46.2% (<xref ref-type="bibr" rid="B3">3</xref>)] and Colombia [40.8% (<xref ref-type="bibr" rid="B23">23</xref>)], but lower than findings from multicountry Latin American studies [62.2% (<xref ref-type="bibr" rid="B8">8</xref>)] and Chile [65% (<xref ref-type="bibr" rid="B7">7</xref>)]. By contrast, lower rates were reported in China [34.3% (<xref ref-type="bibr" rid="B72">72</xref>)] and the U.S. [38% (<xref ref-type="bibr" rid="B11">11</xref>)], aligning with meta-analyses estimating pooled prevalence around 23 (<xref ref-type="bibr" rid="B73">73</xref>)&#x2013;37% (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>Regarding anxiety, 50.6% of participants showed symptoms (37.4% mild, 6.0% moderate, 7.1% severe), comparable to multicountry Latin American data [40.1% (<xref ref-type="bibr" rid="B8">8</xref>)], but higher than pooled estimates from global meta-analyses [22.8 (<xref ref-type="bibr" rid="B5">5</xref>)&#x2013;29.6% (<xref ref-type="bibr" rid="B73">73</xref>)] and studies in China [18.1% (<xref ref-type="bibr" rid="B72">72</xref>)] or Arequipa, Peru [32.1% (<xref ref-type="bibr" rid="B2">2</xref>)]. Chile reported the highest prevalence [74% (<xref ref-type="bibr" rid="B7">7</xref>)]. Finally, to a meta-analysis that included health personnel who cared for patients with COVID-19 in whom I identified that the cumulative prevalence of anxiety was 25.8% (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>The high frequency of symptoms of anxiety and depression could be explained by the sudden change from traditional work to the confinement of working in silence and without contact with peers, the constant fear of infection, poor social support, residing in regions with high rates. of exposure and infection by COVID-19 as was the Latin American continent, experiencing financial insecurities (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>). However, this difference with the continents of Europe and Asia could be attributed to the fact that LATAM presents inadequacies in health systems, absences in prevention or anticipation programs for the promotion of good mental health, and the cultural stigma associated (<xref ref-type="bibr" rid="B77">77</xref>) and socioeconomic inequalities, generating negative repercussions on people&#x2019;s quality of life (<xref ref-type="bibr" rid="B78">78</xref>).</p>
<p>We adopted a PHQ-9 and GAD-7 cut-off of &#x2265;5 based on both clinical relevance and managerial implications. Clinically, this threshold captures early or subthreshold symptoms, which may not yet meet diagnostic criteria but still impair emotional well-being and work performance (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B80">80</xref>). From a health services perspective, this lower threshold enables broader mental health surveillance, guiding timely support and preventing deterioration. It also generates actionable data for human resources planning, including the design of workplace interventions and psychological support programs. Importantly, we do not interpret this cut-off as a diagnostic label but as a pragmatic tool for early detection during public health emergencies.</p>
</sec>
<sec id="s4_3">
<title>Factors associated with symptoms of depression</title>
<p>Each additional year of age was associated with a slightly lower prevalence of depressive symptoms (approximately 1%). This finding aligns with studies reporting lower depression rates in older adults, possibly due to greater emotional regulation or resilience developed with age (<xref ref-type="bibr" rid="B81">81</xref>&#x2013;<xref ref-type="bibr" rid="B83">83</xref>). However, other studies have reported either a direct age-depression relationship (<xref ref-type="bibr" rid="B84">84</xref>) or higher risk of depressive symptoms among adolescents and young adults (<xref ref-type="bibr" rid="B85">85</xref>). Although the biological mechanism remains unclear, resilience and accumulated experience in managing stress may explain this inverse association in healthcare settings (<xref ref-type="bibr" rid="B86">86</xref>&#x2013;<xref ref-type="bibr" rid="B88">88</xref>).</p>
<p>Having diabetes as a comorbidity was associated with a 41% higher prevalence of depressive symptoms. This is consistent with studies linking chronic comorbidities with increased emotional distress in healthcare personnel (<xref ref-type="bibr" rid="B89">89</xref>, <xref ref-type="bibr" rid="B90">90</xref>). Likewise, Lucas-Hernandez et&#xa0;al., in Mexico during the pandemic identified a greater frequency of depressive symptoms in people with diabetes (<xref ref-type="bibr" rid="B9">9</xref>). The psychological burden of managing a chronic illness, combined with pandemic-related stress, may contribute to this association (<xref ref-type="bibr" rid="B91">91</xref>&#x2013;<xref ref-type="bibr" rid="B93">93</xref>).</p>
<p>Having a previous personal history of mental illness was associated with a 32% higher prevalence of depressive symptoms. This is similar to what was reported by Valencia A. et&#xa0;al., who among Colombian health personnel during the pandemic identified that those with previous depression were more likely to present depression again (OR = 2.5) (<xref ref-type="bibr" rid="B23">23</xref>). This association could be due to the fact that health personnel, such as those who cared for patients with COVID-19, are more emotionally vulnerable and are more likely to seek mental support for their problems; it may also be explained by a lack of access to mental health services (<xref ref-type="bibr" rid="B94">94</xref>).</p>
<p>Having experienced abuse during health care was associated with a 35% higher prevalence of depressive symptoms. This finding is consistent with what was described by Want et&#xa0;al. who in their study carried out on health workers from 31 provinces in China found that violence reported in the work environment was more likely to have mental health symptoms during the COVID-19 pandemic (b=8.248) (<xref ref-type="bibr" rid="B95">95</xref>). Likewise, it agrees with what was reported in systematic reviews which suggest a significant increase in violence in health workers during the pandemic (<xref ref-type="bibr" rid="B96">96</xref>&#x2013;<xref ref-type="bibr" rid="B98">98</xref>). Mistreatment may exacerbate stress, lower self-esteem, and contribute to feelings of hopelessness, thereby heightening the risk of depression (<xref ref-type="bibr" rid="B97">97</xref>, <xref ref-type="bibr" rid="B99">99</xref>).</p>
<p>Moderate to extreme concern about working in a COVID-19 environment was associated with a 23% higher prevalence of depressive symptoms, in line with findings from southern Peru (<xref ref-type="bibr" rid="B100">100</xref>). Moderate or extreme concern about the work environment can expose healthcare personnel to a greater burden of stress and anxiety, as they fear facing challenging or risky situations in their work environment (<xref ref-type="bibr" rid="B101">101</xref>). Uncertainty about job security (<xref ref-type="bibr" rid="B102">102</xref>), Fear of exposure to infectious diseases, scarcity of resources, and emotional exhaustion are factors that could contribute to the appearance of depressive symptoms. Furthermore, constant worry can have a negative impact on the psychological and physical well-being of healthcare workers, which in turn increases the likelihood of experiencing depressive symptoms (<xref ref-type="bibr" rid="B103">103</xref>&#x2013;<xref ref-type="bibr" rid="B105">105</xref>). These stressors highlight the need for psychosocial support interventions.</p>
<p>Extreme concern about neighborhood stigma related to COVID-19 exposure was associated with a two-fold higher prevalence of depressive symptoms. This is supported by studies from Japan (<xref ref-type="bibr" rid="B106">106</xref>) and Colombia (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B107">107</xref>) showing that perceived discrimination strongly correlates with depression among healthcare workers. This association could be explained by the fact that exposure to a pandemic such as COVID-19 can generate stigmatization and discrimination towards those health workers who are in the first line of defense against the disease (<xref ref-type="bibr" rid="B108">108</xref>). Concern about being marginalized or rejected by their neighborhood environment due to their exposure can generate a constant state of alert and anxiety in health personnel (<xref ref-type="bibr" rid="B109">109</xref>). Additionally, uncertainty about the future and the possibility of being stigmatized can lead to excessive worry and increased anxious reactivity (<xref ref-type="bibr" rid="B110">110</xref>). The chronic stress associated with this worry can also have a negative impact on the psychological and physical well-being of health personnel, contributing to the development of anxious symptoms (<xref ref-type="bibr" rid="B110">110</xref>).</p>
<p>Having insomnia was associated with a 62% higher prevalence of depressive symptoms. This is consistent with that of Zhang et&#xa0;al, who in research conducted in China found that depression and insomnia were significantly correlated, after controlling for the effects of sex, age, education, smoking and alcoholism in medical personnel. front line of care against COVID-19 (<xref ref-type="bibr" rid="B111">111</xref>). Likewise, Valencia A. et&#xa0;al., in Colombian health personnel identified that those with previous insomnia were more likely to present depression (OR = 2.0) (<xref ref-type="bibr" rid="B23">23</xref>). This bidirectional relationship may be exacerbated in high-stress occupational settings, such as during the COVID-19 pandemic, where increased workloads, shift work, and concerns about safety may disrupt sleep patterns. Insomnia not only compromises emotional regulation but also reduces resilience to stress, potentially increasing vulnerability to mental health disorders. These findings highlight the need for institutional support strategies to address sleep hygiene and mental well-being in healthcare settings.</p>
<p>Health personnel with burnout syndrome were associated with a 42% higher prevalence of depressive symptoms. This is contrary to what was reported by Garc&#xed;a-Torres et&#xa0;al., who in their study of Mexican health personnel identified a correlation between SB and depressive symptoms (r= 0.217) (<xref ref-type="bibr" rid="B112">112</xref>). Similarly, Babamiri et&#xa0;al., in their study conducted on Iranian health personnel, identified that emotional exhaustion (EB) increased the probability of having negative mental health symptoms (OR = 6.92) (<xref ref-type="bibr" rid="B113">113</xref>). Likewise, Karadag et&#xa0;al., in their study conducted in Turkey during the pandemic in health personnel in the intensive care unit, identified a moderate and significant correlation between SB and depression symptoms (r = 0.519) (<xref ref-type="bibr" rid="B114">114</xref>). It is highlighted that there is little research on these variables in health personnel, therefore, with the present result it adds to the current literature. The high prevalence could be due to the fact that being a health personnel means exposing oneself to the main factors that contribute to the development of BS, such as the stress generated by hospital conditions with excessive workload, exposure to suffering and death of patients (<xref ref-type="bibr" rid="B115">115</xref>). Emotional and physical demands, lack of equipment and materials, long hours and days, among others (<xref ref-type="bibr" rid="B116">116</xref>). However, the biological mechanism between both variables has not been identified.</p>
</sec>
<sec id="s4_4">
<title>Factors associated with anxiety symptoms</title>
<p>Health personnel who reported having little fear of contracting COVID-19 were associated with a lower prevalence of anxiety symptoms in the simple model, however: this was diluted in the multiple model. Similar patterns have been reported in Iran (<xref ref-type="bibr" rid="B117">117</xref>), Jordan (<xref ref-type="bibr" rid="B118">118</xref>), and Turkey (<xref ref-type="bibr" rid="B119">119</xref>), where fear of infection correlated positively with anxiety symptoms among healthcare staff. The lower prevalence of anxious symptoms among those with little fear of becoming infected can be explained by several psychological and emotional factors (<xref ref-type="bibr" rid="B120">120</xref>). Excessive or chronic fear can generate high levels of anxiety and worry in healthcare workers, negatively affecting their emotional and physical well-being (<xref ref-type="bibr" rid="B121">121</xref>). Conversely, those with less fear may have a more realistic and balanced perception of the risks associated with exposure to the virus, which could help reduce anxiety (<xref ref-type="bibr" rid="B122">122</xref>). Additionally, healthcare personnel who feel less fear may have a greater sense of control and security in their work environment, which may contribute to a lower likelihood of developing anxious symptoms. It is also possible that those with less fear are better equipped to handle the stress and challenging situations associated with the pandemic (<xref ref-type="bibr" rid="B123">123</xref>).</p>
<p>Concern about inadequate access to PPE was associated with higher anxiety prevalence, consistent with studies from Colombia (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B124">124</xref>) and Peru (<xref ref-type="bibr" rid="B22">22</xref>), where lack of PPE increased risk of mental health symptoms among health personnel. These results are related to what we know about prevention measures to reduce the risk of becoming infected by SARS-CoV-2, which would make health personnel calmer and more confident if they work with PPE. It has been shown that Peru has had weaknesses in its response to the pandemic due to the fact that in recent years it has experienced a political crisis and a fragmented health system (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B125">125</xref>). Situation that had greater risk in state establishments, with which health personnel could significantly experience the development of these negative psychiatric symptoms (<xref ref-type="bibr" rid="B126">126</xref>).</p>
<p>Perceived marginalization by neighbors due to COVID-19 exposure was associated with a higher prevalence of anxiety symptoms, echoing findings from Jordan (<xref ref-type="bibr" rid="B127">127</xref>) and Iran (<xref ref-type="bibr" rid="B128">128</xref>). However, it differs from what was reported in Nepal, in which no association was found between anxiety and stigma in health personnel (<xref ref-type="bibr" rid="B129">129</xref>). Health personnel who have been marginalized by people in their neighborhood due to their exposure to COVID-19 infection may experience feelings of isolation, rejection, and stigmatization (<xref ref-type="bibr" rid="B130">130</xref>). This perception of being excluded or judged for their work in addressing the pandemic can generate additional emotional burden and increase anxiety levels in these workers (<xref ref-type="bibr" rid="B131">131</xref>). Additionally, a lack of support and understanding from the community can lead to fears about their own safety and that of their loved ones, contributing to anxiety (<xref ref-type="bibr" rid="B132">132</xref>). Stigmatization and marginalization can have a negative impact on the emotional and psychological well-being of health personnel, affecting their self-esteem and self-confidence (<xref ref-type="bibr" rid="B133">133</xref>). These factors may predispose them to developing anxious symptoms and affect their ability to cope with stress related to their work in COVID-19 care (<xref ref-type="bibr" rid="B133">133</xref>).</p>
<p>Having moderate concern about working in a COVID-19 environment was associated with a 92% higher prevalence of anxiety symptoms, while having great/extreme concern was associated with a 125% higher prevalence. This is similar to what was reported in Peruvian studies, which have identified that fear of COVID-19 is positively associated with the development of anxious symptoms in the general population (<xref ref-type="bibr" rid="B134">134</xref>). and health workers (<xref ref-type="bibr" rid="B36">36</xref>). This association could be explained because the work environment in COVID-19 care presents unique and stressful challenges for health personnel (<xref ref-type="bibr" rid="B135">135</xref>). Continued exposure to the virus, uncertainty about your own health and that of your loved ones, the need to follow strict safety protocols, and the emotional burden of treating patients with a life-threatening illness can lead to high levels of anxiety and worry in patients. healthcare workers (<xref ref-type="bibr" rid="B120">120</xref>). Additionally, the constant concern about the possibility of contagion and the responsibility of providing quality care in the midst of the pandemic can lead to a state of permanent alert and tension. Furthermore, the fear of becoming infected and the perception of being at constant risk can affect the emotional and physical well-being of health personnel, predisposing them to develop anxious symptoms (<xref ref-type="bibr" rid="B120">120</xref>).</p>
<p>Moderate tobacco consumption was associated with a 54% lower prevalence of anxiety symptoms. This differs from those reported by Lucas-Hern&#xe1;ndez et&#xa0;al., who in their study carried out on Mexican health personnel during the pandemic identified a greater frequency of depressive symptoms in those who used tobacco (70% vs. 30%) (<xref ref-type="bibr" rid="B9">9</xref>). Contrary to what was reported by Stanton et&#xa0;al., who in Australian adults during the pandemic identified that the negative change in tobacco consumption was associated with the greater development of anxiety symptoms (OR = 1.12) (<xref ref-type="bibr" rid="B136">136</xref>). Finally, Bassi et&#xa0;al., in their study in the general population of India during the pandemic, identified that tobacco users presented more anxiety symptoms by 20.7% more (<xref ref-type="bibr" rid="B137">137</xref>).</p>
<p>Having moderate worry about being an asymptomatic COVID-19 patient was associated with a 49% higher prevalence of anxiety symptoms, and having very/extreme worry was associated with an 80% higher prevalence. However, in the multiple model the association was diluted. Although no previous studies have been identified that have exactly analyzed this association, there is solid evidence that has identified an association between fear of COVID-19 and anxiety (<xref ref-type="bibr" rid="B117">117</xref>, <xref ref-type="bibr" rid="B119">119</xref>, <xref ref-type="bibr" rid="B120">120</xref>). This association could be due to the fact that the concern about being asymptomatic implies a constant fear of carrying and transmitting the virus without presenting visible symptoms, which generates a feeling of uncertainty and lack of control over one&#x2019;s own health and the possibility of infecting others (<xref ref-type="bibr" rid="B138">138</xref>&#x2013;<xref ref-type="bibr" rid="B140">140</xref>). Persistent worry about this possibility can lead to continued alertness and anxiety (<xref ref-type="bibr" rid="B138">138</xref>&#x2013;<xref ref-type="bibr" rid="B140">140</xref>). Furthermore, health personnel are on the front line of combating the disease, constantly facing the virus in their work, which can intensify their worry and stress. The fear of becoming infected and the responsibility of staying healthy to continue providing care to patients can put additional pressure on these workers (<xref ref-type="bibr" rid="B138">138</xref>&#x2013;<xref ref-type="bibr" rid="B140">140</xref>).</p>
</sec>
<sec id="s4_5">
<title>Sensitivity analysis for depressive and anxiety symptoms using PHQ-9 and GAD-7 &#x2265;10 cut-off</title>
<p>The comparison between both models reinforces the validity of core risk factors and highlights how the choice of psychometric thresholds can shape epidemiological patterns. While a PHQ-9 cut-off of &#x2265;5 is useful for identifying early or mild symptoms in occupational screening, using &#x2265;10 captures more severe cases, often requiring clinical attention. The observed loss of significance in some demographic and clinical variables under the &#x2265;10 cut-off may reflect their influence on subclinical or transitional symptom states. This dual analytical approach provides a more comprehensive understanding of the depressive symptom spectrum among healthcare workers and strengthens the public health and occupational implications of our findings. This sensitivity analysis reinforces the central role of certain risk factors in clinically significant anxiety and illustrates the influence of the chosen threshold on the interpretation of epidemiological data. While a GAD-7 cut-off of &#x2265;5 allows for early detection of mild or subthreshold anxiety symptoms&#x2014;important for occupational health surveillance&#x2014;the &#x2265;10 threshold highlights more severe clinical manifestations. The shift in significance and emergence of new associations under the higher threshold suggests that some psychosocial and clinical variables are more predictive of moderate-to-severe anxiety. The use of both cut-offs provides a broader epidemiological perspective, integrating early detection with clinically meaningful outcomes, and strengthening the practical implications for mental health support among healthcare workers.</p>
<p>Additionally, the inclusion of a third model adjusting for theoretically plausible confounders (e.g., age, sex, resilience, insomnia, physical activity, and tobacco use) further enhanced the robustness of our findings. This model confirmed the stability of key associations while accounting for residual confounding, offering a more rigorous assessment of the factors linked to mental health outcomes in healthcare workers.</p>
</sec>
<sec id="s4_6">
<title>Implication of online findings from health services management research in the Peruvian context</title>
<p>Our findings provide timely evidence to inform occupational health policies within the Peruvian public health system, one of the most severely impacted in Latin America during the COVID-19 pandemic (<xref ref-type="bibr" rid="B141">141</xref>). The high prevalence of depressive and anxiety symptoms observed among public-sector healthcare workers especially those experiencing workplace mistreatment, high perceived marginalization, or burnout highlights the urgent need for institutional responses tailored to this population&#x2019;s needs.</p>
<p>Based on our results, we recommend implementing structured mental health screening programs within hospitals, prioritizing frontline staff and those with known occupational vulnerabilities (e.g., limited job security, high workload, or comorbidities). Interventions should include regular psychological evaluations, on-site mental health services, and referral pathways for specialized care. In addition, promoting protective factors such as physical activity, organizational justice, and healthy workplace environments should be integrated into occupational health protocols.</p>
<p>These measures must be aligned with existing national mental health frameworks (e.g., the <italic>Plan Nacional de Fortalecimiento de Salud Mental</italic>), but operationalized at the institutional level to ensure coverage, continuity, and cultural relevance. Preparing contingency mental health support systems for future health emergencies is also essential, especially in under-resourced public facilities. Ultimately, ensuring the mental well-being of healthcare workers is not only an ethical imperative, but also a critical component of health system resilience in Peru and similar middle-income countries.</p>
<p>Our findings support WHO&#x2019;s updated recommendations on protecting the mental health of healthcare workers during and beyond the COVID-19 pandemic, particularly in vulnerable systems such as Peru&#x2019;s public health sector (<xref ref-type="bibr" rid="B142">142</xref>).</p>
</sec>
<sec id="s4_7">
<title>Limitations and strengths</title>
<p>This study presents several limitations that should be considered when interpreting the results. First, due to its cross-sectional design, causal inferences cannot be drawn. The identified associations are exploratory and should be interpreted as correlational, even though we adjusted for potential confounders using multivariable regression. The study serves to generate hypotheses for future longitudinal research.</p>
<p>Second, self-administered questionnaires may have introduced measurement bias. Additionally, unmeasured confounding variables&#x2014;such as postgraduate education, housing-related financial stress stress (<xref ref-type="bibr" rid="B137">137</xref>), or specific work units (e.g., ICU, emergency) (<xref ref-type="bibr" rid="B143">143</xref>) could have influenced the outcomes, particularly in the context of depression and anxiety.</p>
<p>Third, although systematic random sampling was used from COVID-19 screening rosters, only individuals present and consenting at the time of data collection were included. This may have excluded those absent due to illness, psychological distress, or other factors, introducing potential selection bias. As a result, prevalence estimates might be over- or underestimated.</p>
<p>Fourth, although our models incorporated hospital-level clustering using robust standard errors, we did not account for clustering at the unit or professional level. This may have led to underestimated standard errors and overestimated precision in some associations. Future studies should consider hierarchical or multilevel modeling to better reflect the nested structure of institutional settings.</p>
<p>Fifth, the absence of pre-pandemic mental health data prevents direct attribution of findings to the COVID-19 emergency. However, we compared our estimates to pre-pandemic literature in both healthcare and general populations in Peru, supporting the observed symptom increase during the early pandemic.</p>
<p>Sixth, the multivariable models included numerous covariates, which may have reduced statistical power to detect associations for predictors with low prevalence. Although the sample size was calculated based on a detectable effect size of 35%, the degrees of freedom required for modeling may have diminished sensitivity. Thus, non-significant associations should be interpreted cautiously.</p>
<p>Finally, some estimates showed wide confidence intervals due to low cell counts in certain exposure categories, which may affect the stability of these specific PR estimates. These results should therefore be interpreted with caution.</p>
<p>Despite these limitations, this preliminary study provides novel information using validated instruments to obtain a variety of characteristics that may trigger mental problems. Our findings can serve to lay the foundations for the development of new, better-designed research, which will ultimately drive the design of suitable preventive strategies. Another strength of the study is that it has captured a large and diverse sample from the two largest health systems in Peru. Finally, as mentioned in the Instruments, the Anxiety and Depression questionnaires only provide information about symptoms in patients, not a psychiatric diagnosis. Therefore, the results provided should be taken with caution.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>In conclusion, the results of our study reveal a worrying prevalence of depression and anxiety among health personnel at the Social Security hospitals of Piura and Lambayeque during the COVID-19 pandemic. Additionally, personal, psychosocial and work factors have been found associated with mental health outcomes such as insomnia, fear of contagion and stigmatization. These findings highlight the urgent need to take action to address the mental health of these professionals, who play a fundamental role in the response and care to the pandemic.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>This research was reviewed and approved by the COVID-19 Specific Research Ethics Committee of the Social Health Security - EsSalud, Peru. The confidentiality of the participants was maintained at all times, using an anonymized database for data processing and analysis. Informed consent was requested prior to participation in the RHS research. Informed consent was obtain was obtain from all the participate. The ethical principles of autonomy, beneficence, non-maleficence and justification were respected. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p></sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>MG: Methodology, Software, Writing &#x2013; review &amp; editing, Investigation, Supervision, Writing &#x2013; original draft, Data curation, Funding acquisition, Visualization, Formal analysis, Conceptualization, Project administration, Resources, Validation. CC: Writing &#x2013; review &amp; editing, Project administration, Validation, Writing &#x2013; original draft, Resources, Supervision, Software, Visualization. MR: Investigation, Writing &#x2013; review &amp; editing, Conceptualization, Funding acquisition, Writing &#x2013; original draft, Data curation, Methodology, Formal analysis. DV-G: Data curation, Formal analysis, Visualization, Investigation, Conceptualization, Writing &#x2013; review &amp; editing, Validation, Funding acquisition, Writing &#x2013; original draft. VV-P: Project administration, Investigation, Methodology, Writing &#x2013; review &amp; editing, Funding acquisition, Writing &#x2013; original draft, Conceptualization, Data curation. CP-V: Project administration, Writing &#x2013; review &amp; editing, Software, Methodology, Writing &#x2013; original draft, Supervision, Visualization, Resources, Validation. VF-R: Methodology, Project administration, Supervision, Validation, Writing &#x2013; review &amp; editing, Visualization, Software, Writing &#x2013; original draft, Resources. JZ-V: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Resources, Validation, Visualization, Supervision, Software. CD-V: Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Software, Validation, Resources, Visualization, Project administration. WA: Supervision, Writing &#x2013; review &amp; editing, Validation, Software, Writing &#x2013; original draft, Project administration, Visualization, Resources.</p></sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1616381/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1616381/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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