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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<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.2024.1391312</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions</article-title>
</title-group>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Abate</surname>
<given-names>Biruk Beletew</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<name>
<surname>Sendekie</surname>
<given-names>Ashenafi Kibret</given-names>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Tadesse</surname>
<given-names>Abay Woday</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<surname>Engdaw</surname>
<given-names>Tesfaye</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<name>
<surname>Mengesha</surname>
<given-names>Ayelign</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Zemariam</surname>
<given-names>Alemu Birara</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Alamaw</surname>
<given-names>Addis Wondmagegn</given-names>
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<sup>1</sup>
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<surname>Abebe</surname>
<given-names>Gebremeskel</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<name>
<surname>Azmeraw</surname>
<given-names>Molla</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>College of Medicine and Health Science, Woldia University</institution>, <addr-line>Woldia</addr-line>, <country>Ethiopia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Clinical Pharmacy, College of Medicine and Health Science, University of Gondar</institution>, <addr-line>Gondar</addr-line>, <country>Ethiopia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Medicine and Health Sciences, Samara University</institution>, <addr-line>Samara</addr-line>, <country>Ethiopia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Curtin School of Population Health, Curtin University</institution>, <addr-line>Perth, WA</addr-line>, <country>Australia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ali Nawaz Khan, Hubei Engineering University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Saeid Komasi, Mind GPS Institute, Iran</p>
<p>Nicholas Collins, University of Delaware, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Biruk Beletew Abate, <email xlink:href="mailto:birukkelemb@gmail.com">birukkelemb@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1391312</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Abate, Sendekie, Tadesse, Engdaw, Mengesha, Zemariam, Alamaw, Abebe and Azmeraw</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Abate, Sendekie, Tadesse, Engdaw, Mengesha, Zemariam, Alamaw, Abebe and Azmeraw</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Resilience is the dynamic adaptive process of maintaining or recovering mental health from stressors, such as trauma, challenging life circumstances, critical transitions, or physical illnesses. Resilience after adversity can be fostered through protective factors and the implementation of interventions that promote resilience. Hence, it is essential to investigate both protective and vulnerable factors to reduce the negative effects of unfavorable life events and increase resilience through positive risk-response interventions.</p>
</sec>
<sec>
<title>Objective</title>
<p>To assess the effect of previous adversity, protecting factors, and resilience-promoting interventions to possess resilience after adversity in a global context.</p>
</sec>
<sec>
<title>Methods</title>
<p>The study included English language articles sourced from PubMed, Embase, Scopus, Web of Sciences, the Cochrane Database of Systematic Reviews, Scopus, and Google Scholar published before 15 April 2024. These articles reported the effect of adversity, protecting factors, and/or resilience-promoting interventions to possess resilience after adversity in a global context without a population age limitation. The quality of the included studies was assessed using the Assessment of Multiple Systematic Reviews. A weighted inverse-variance random-effects model was applied to find the pooled estimates. The subgroup analysis, heterogeneity, publication bias, and sensitivity analysis were also assessed.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 44 articles (n = 556,920 participants) were included in this umbrella review. From the random-effects model analysis, the pooled effect of adversity on the development of resilience was 0.25 (<italic>p</italic> &lt; 0.001). The pooled effects of adversity-protective factors and resilience-promoting interventions after adversity were 0.31 (<italic>p</italic> &lt; 0.001) and 0.42 (<italic>p</italic> &lt; 0.001), respectively. The pooled effects of specific adversity protective factors were 0.26, 0.09, 0.05, 0.34, 0.23, and 0.43 for the availability of support, cognitive ability, community cohesion, positive self-perception, religious involvement, and self-regulation, respectively. The pooled effects of specific resilience-promoting interventions were 0.30, 0.21, 0.51, and 0.52 for cognitive behavior therapy (CBT) interventions, mindfulness-based interventions, mixed interventions, and resilience-promoting interventions, respectively.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The findings of this umbrella review revealed that people who experienced early adversity can develop resilience later in life. The study highlights the need to consider adversity protective factors, such as availability of support (family, friends, and school), cognitive ability, community cohesion, positive self-perception, religious involvement, and self-regulation, and resilience-promoting interventions, including CBT interventions, mindfulness-based interventions, and mixed interventions, to enhance resilience promotion programs.</p>
</sec>
</abstract>
<kwd-group>
<kwd>adversity</kwd>
<kwd>resilient</kwd>
<kwd>protecting factors</kwd>
<kwd>interventions</kwd>
<kwd>umbrella review</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="83"/>
<page-count count="13"/>
<word-count count="4924"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Public Mental Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Adverse childhood experiences (ACEs) are potentially traumatic events that can be categorized as abuse (physical, emotional, and sexual), neglect (physical and emotional), and household challenges (mental illness, parent treated violently, divorce, incarcerated relative, and substance abuse) (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Exposure to ACEs can raise the risk of various health and social problems, including harm, sexually transmitted diseases, maternity and pediatric health issues (teen pregnancy, pregnancy complications, and fetal death), human trafficking, suicide, and chronic diseases such as diabetes, heart disease, and cancer (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Researchers and practitioners increasingly recognize ACEs as powerful determinants of health and well-being. Originating from various sources, ACEs can have long-term detrimental effects on physical and mental health. These experiences are associated with an increased risk of developmental delays, learning difficulties, depression, diabetes, heart disease, substance abuse, and other chronic illnesses (<xref ref-type="bibr" rid="B3">3</xref>). Victims of Adverse Childhood Experience (ACE) might be subjected to additional harmful stress as a result of past and present traumas, and a graded association was observed between the number of ACE categories and the incidence of adult disorders such as liver disease, cancer, ischemic heart disease, chronic lung disease, and skeletal fractures (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>The prevalence and impact of ACEs is a global concern, although the extent of the problem varies significantly across different regions and populations. Although data collection methodologies and definitions of ACEs can contribute to inconsistencies in prevalence rates, the available evidence suggests that ACEs are widespread. For instance, studies have reported ACE prevalence rates ranging from 31% to 93.5% in China (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>), 46.2% in young Europeans (<xref ref-type="bibr" rid="B7">7</xref>), and a substantial 72% to 82% in Sub-Saharan Africa (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>The primary goal of the investigation into the &#x201c;Effect of ACEs on Resilience Later in Life&#x201d; is to clarify the complex connection between early adversity and people&#x2019;s capacity to overcome, adapt, and thrive. Research suggests that protective factors within the home, school, and community are acknowledged, nurtured, and understood (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Individual resilience is defined as the ability to tolerate, adjust to, and overcome stress and adversity (<xref ref-type="bibr" rid="B12">12</xref>). This capacity is fostered by the development of adaptive skills, positive experiences, and supportive relationships (<xref ref-type="bibr" rid="B13">13</xref>). Resilience acts as a buffer against the detrimental effects of stress, promoting positive emotional and cognitive development in children (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Several factors influence the development of resilience. The duration of adversity, the presence of supportive relationships, and previous experiences with challenges all contribute to a child&#x2019;s resilience (<xref ref-type="bibr" rid="B14">14</xref>). The Centers for Disease Control and Prevention has outlined strategies to mitigate the immediate and long-term consequences of ACEs. These include strengthening economic support for families, promoting violence prevention, ensuring early childhood well-being, enhancing parenting and youth coping skills, fostering supportive relationships, and providing timely interventions (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>The central objective of resilience researchers is to identify vulnerability and protective factors that influence how individuals respond to adversity. By understanding the psychological, emotional, and social mechanisms underlying resilience, researchers aim to develop targeted interventions. Resilience-promotive or adversity-protective factors include supportive relationships and effective coping strategies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Understanding the underlying mechanisms of resilience is crucial for identifying pressing issues such as maternal depression, often linked to factors like family conflict, ineffective coping strategies, and negative parenting practices (<xref ref-type="bibr" rid="B18">18</xref>). Although research suggests that adversity-protective factors and resilience-promoting interventions can increase resilience, the findings are inconsistent. This gap emphasizes the need for comprehensive research to inform effective interventions and improve practices for promoting resilience. Therefore, this umbrella review aimed to (I) synthesize the pooled effects of childhood adversity; (II) determine the pooled effect of adversity-protective factors, and (III) examine the pooled effect of resilience-promoting interventions on the development of resilience following childhood adversity.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<p>This umbrella review systematically synthesized eligible systematic review and meta-analysis (SRM) reports following established umbrella review methodology (<xref ref-type="bibr" rid="B19">19</xref>). Although not pre-registered in PROSPERO, the review protocol has been submitted and is available upon request from the corresponding author. The study adhered to the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines and used excluding criteria based on an earlier study (<xref ref-type="bibr" rid="B20">20</xref>).</p>
<sec id="s2_1">
<title>Searching strategy and information sources</title>
<p>A comprehensive search was conducted in PubMed, Embase, Web of Sciences, the Cochrane Database of Systematic Reviews, Scopus, and Google Scholar for studies published before 15 April 2024. These studies examined the impact of protective factors and resilience-promoting interventions on resilience development in a global context. No restrictions were placed on the study start year or participant age. Only English language articles were included. The search employed medical subject heading (MeSH) terms, keywords, and their combinations. Additionally, reference lists of retrieved articles were manually searched for potential studies. Five key concepts were identified for each search term, forming the basis of the search strategies.</p>
<p>Concept 1 (adversity): adverse childhood experience, life challenges, unpleasant, misfortune, hardship, distress, suffering, and sorrow. Concept 2 (resilience): resilience, resilien*, recovery, over-coming, resiliency, and adaptive function. Concept 3 (protective factors): religion, spirituality, support, self-esteem, and coping. Concept 4 (interventions): training, CBT, education, mindfulness, counseling, promotion, intervention, and meditation. Concept 5 (SRM): meta-analysis&#x2019;, &#x2018;systematic review&#x2019;, and &#x2018;review&#x2019;.</p>
<p>The literature search was carried out by two reviewers independently, with discrepancies resolved by consensus. Articles with incomplete reported data were handled by contacting corresponding authors. We used the search terms independently and/or in combination using &#x201c;OR&#x201d; or &#x201c;AND&#x201d; [(&#x201c;adversity&#x201d; OR &#x201c;adverse childhood experience&#x201d; OR &#x201c;life challenges&#x201d; OR &#x201c;unpleasant&#x201d; OR &#x201c;misfortune&#x201d; OR &#x201c;hardship&#x201d; OR &#x201c;distress&#x201d; OR &#x201c;suffering&#x201d; OR &#x201c;sorrow&#x201d;) AND (&#x201c;resilience&#x201d; OR &#x201c;resilien*&#x201d; OR &#x201c;recovery&#x201d; OR &#x201c;over-coming&#x201d; OR &#x201c;resiliency&#x201d; OR &#x201c;adaptive function&#x201d;) AND (&#x201c;religious&#x201d; OR &#x201c;spirituality&#x201d; OR &#x201c;support&#x201d; OR &#x201c;self-esteem,&#x201d; OR &#x201c;coping&#x201d;) AND (&#x201c;training&#x201d; OR&#x201d;CBT&#x201d; OR &#x201c;education&#x201d; OR &#x201c;mindfulness&#x201d; OR &#x201c;counseling&#x201d; OR &#x201c;promotion&#x201d; OR &#x201c;intervention&#x201d; OR &#x201c;meditate&#x201d;)]. A sample of the literature search strategy, the PubMed search strategy, developed using a combination of MeSH terms and free texts is presented as a <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheet 1</bold>
</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). In addition to the systematic database search, an article search was carried out using the reference list of the included studies and the &#x2018;cited by&#x2019; and &#x2018;related articles&#x2019; functions of PubMed.</p>
</sec>
<sec id="s2_2">
<title>Study selection/eligibility criteria</title>
<p>Retrieved articles were imported into Endnote v8 for duplicate removal. The screening and selection of studies were conducted in two stages. Two reviewers (BBA and MAB) independently screened titles and abstracts, followed by a full-text assessment using pre-specified inclusion criteria. To be included, SRMs had to report the effects of protective factors and resilience-promoting interventions on resilience development in a global context and be published in English. Additionally, studies were required to (a) present a defined literature search strategy, (b) appraise included studies using a relevant tool, and (c) employ a standardized approach to pooling studies and reporting summary estimates. Studies were excluded for the following reasons: (a) a lack of reporting on the measures of interest, (b) a language other than English, and (c) study type (narrative reviews, editorials, correspondence, abstracts, and methodological studies). Disagreements regarding study inclusion were resolved through consensus among reviewers.</p>
</sec>
<sec id="s2_3">
<title>Quality assessment</title>
<p>The methodological quality of included systematic reviews was assessed independently by two reviewers (AKS and AMK) using the AMSTAR tool (<xref ref-type="bibr" rid="B21">21</xref>). AMSTAR evaluates the quality of systematic reviews based on 11 items assessing the rigor of methods used for pooling and summarizing studies. Given its reliability and widespread use, AMSTAR was selected for this review. Studies were categorized as high (8&#x2013;11), medium (4&#x2013;7), or low (&#x2264;3) quality based on their total AMSTAR score. Only reviews with a medium- or high-quality rating (score &#x2265;4) were included in this study. A predetermined quality threshold was established and agreed upon by all reviewers before the assessment process. Although the quality of the included systematic reviews was assessed, the quality of primary studies within these reviews was not explicitly evaluated for this umbrella review.</p>
</sec>
<sec id="s2_4">
<title>Data extraction</title>
<p>Data from the included SRMs were extracted using a standardized Excel-based data abstraction form. For each SRM, the following information was collected: (a) study identification (first author, publication year), (b) review aim and type, (c) estimate of resilience among adversity-exposed populations, (d) effects of adversity protective factors, (e) effects of resilience-promoting interventions, (f) included primary studies (design type and sample size), (g) sample size of included studies, (h) publication bias assessment methods and results, (i) quality assessment methods and scores, (j) data synthesis method (random or fixed-effects), and (k) authors&#x2019; main conclusions (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Distribution of the included studies on resilience after adversity: the effect of protecting factors and resilience-promoting interventions, 2024.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">SrNo</th>
<th valign="top" align="left">Author</th>
<th valign="top" align="left">Year</th>
<th valign="top" align="left">Design</th>
<th valign="top" align="left">Number of studies</th>
<th valign="top" align="left">Sample size</th>
<th valign="top" align="left">Resilience-<break/>promoting interventions</th>
<th valign="top" align="left">Protective factor</th>
<th valign="top" align="left">Effect size (95% CI)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>1</bold>
</td>
<td valign="top" align="left">Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">17</td>
<td valign="top" align="left">4,156</td>
<td valign="top" align="left">PT growth</td>
<td valign="top" align="left">Self-regulation</td>
<td valign="top" align="left">0.448(0.37, 0.519)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>2</bold>
</td>
<td valign="top" align="left">Ang WHD et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">22</td>
<td valign="top" align="left">2,876</td>
<td valign="top" align="left">Training</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.54(0.28,&#x2003;0.79)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>3</bold>
</td>
<td valign="top" align="left">Castillo&#x2010;Gonz&#xe1;lez A et&#xa0;al. (<xref ref-type="bibr" rid="B45">45</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">29</td>
<td valign="top" align="left">2,750</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">0.03(-0.21, 0.27)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>4</bold>
</td>
<td valign="top" align="left">Han S-J, Yeun Y-R et&#xa0;al. (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">15</td>
<td valign="top" align="left">852</td>
<td valign="top" align="left">Resilience-promoting interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.59(0.31, 0.86)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>5</bold>
</td>
<td valign="top" align="left">Llistosella M etal. (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">16</td>
<td valign="top" align="left">2,468</td>
<td valign="top" align="left">CBT interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.58(0.29, 0.87)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>6</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">15</td>
<td valign="top" align="left">8,592</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Positive self-perceptions</td>
<td valign="top" align="left">0.31(0.22, 0.4)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>7</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">2,178</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Positive self-perceptions</td>
<td valign="top" align="left">0.06(-0.08, 0.21)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>8</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">1,322</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Cognitive ability</td>
<td valign="top" align="left">0.17(0.01, 0.33)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>9</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">3,306</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Cognitive ability</td>
<td valign="top" align="left">0.06(-0.02,&#x2003;0.14)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>10</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">12</td>
<td valign="top" align="left">2,568</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Self-regulation</td>
<td valign="top" align="left">0.45(0.35, 0.53)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>11</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">8</td>
<td valign="top" align="left">4,993</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Self-regulation</td>
<td valign="top" align="left">0.3(0.15, 0.43)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>12</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">14</td>
<td valign="top" align="left">1,881</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Coping</td>
<td valign="top" align="left">0.01(0.23, 9.5)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>13</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">1,018</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Coping</td>
<td valign="top" align="left">0.03(0.24, 4.33)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>14</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">49</td>
<td valign="top" align="left">69,619</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Family support</td>
<td valign="top" align="left">0.12(0.2,42.63)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>15</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">30</td>
<td valign="top" align="left">26,524</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Family support</td>
<td valign="top" align="left">0.14(0.22, 36.8)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>16</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">13,494</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Parental effectiveness</td>
<td valign="top" align="left">0.12(0.23, 23.42)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>17</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">6,216</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Parental effectiveness</td>
<td valign="top" align="left">0.05(0.16,4.33)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>18</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">16</td>
<td valign="top" align="left">50,323</td>
<td valign="top" align="left"/>
<td valign="top" align="left">School support</td>
<td valign="top" align="left">0.13(0.28,25.13)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>19</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">7,494</td>
<td valign="top" align="left"/>
<td valign="top" align="left">School support</td>
<td valign="top" align="left">0.19(0.24, 2.77)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>20</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">15</td>
<td valign="top" align="left">22,683</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Peer support</td>
<td valign="top" align="left">0.05(0.19, 16.59)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>21</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">11</td>
<td valign="top" align="left">7,916</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Peer support</td>
<td valign="top" align="left">0.04(0.2, 12.76)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>22</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">4,070</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Community Cohesion</td>
<td valign="top" align="left">0.05(0.43, 2.04)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>23</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">9,196</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Community Cohesion</td>
<td valign="top" align="left">0.01(0.14, 4.53)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>24</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">18,587</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Extra-curricular activities</td>
<td valign="top" align="left">0.02(0.06, 3.2)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>25</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">1,557</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Extra-curricular activities</td>
<td valign="top" align="left">0.03(0.24, 1)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>26</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">18,544</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Religious involvement</td>
<td valign="top" align="left">0.03(0.06, 2.33)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>27</bold>
</td>
<td valign="top" align="left">Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">1,879</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Religious involvement</td>
<td valign="top" align="left">0.01(0.3, 1)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>28</bold>
</td>
<td valign="top" align="left">Liu JJ et&#xa0;al. (<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">20</td>
<td valign="top" align="left">-</td>
<td valign="top" align="left">Resilience-promoting interventions</td>
<td valign="top" align="left">
</td>
<td valign="top" align="left">0.48(0.4, 0.56)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>29</bold>
</td>
<td valign="top" align="left">Lee JH et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">2013</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">1,140</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Social support</td>
<td valign="top" align="left">0.41(0.29, 0.53)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>30</bold>
</td>
<td valign="top" align="left">Lee JH et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">2013</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">3,916</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Positive self-perceptions</td>
<td valign="top" align="left">0.55(0.44, 0.66)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>31</bold>
</td>
<td valign="top" align="left">Lee JH et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">2013</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">2,428</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Optimism</td>
<td valign="top" align="left">0.42(0.34, 0.5)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>32</bold>
</td>
<td valign="top" align="left">Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">11</td>
<td valign="top" align="left">839</td>
<td valign="top" align="left">Resilience-promoting interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.44(0.23, 0.64)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>33</bold>
</td>
<td valign="top" align="left">Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">11</td>
<td valign="top" align="left">839</td>
<td valign="top" align="left">Mixed interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.51(0.12, 0.91)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>34</bold>
</td>
<td valign="top" align="left">Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">11</td>
<td valign="top" align="left">839</td>
<td valign="top" align="left">CBT-interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.27(0.05, 0.5)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>35</bold>
</td>
<td valign="top" align="left">Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">11</td>
<td valign="top" align="left">839</td>
<td valign="top" align="left">Mindfulness-based intervention</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.46(0.1, 0.82)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>36</bold>
</td>
<td valign="top" align="left">Ma L et&#xa0;al. (<xref ref-type="bibr" rid="B40">40</xref>)</td>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">38</td>
<td valign="top" align="left">24,135</td>
<td valign="top" align="left">CBT-interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.13(0.06, 0.19)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>37</bold>
</td>
<td valign="top" align="left">Lavoie J et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">2016</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">14</td>
<td valign="top" align="left">12,772</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Protective effects</td>
<td valign="top" align="left">0.47(0.17, 0.7)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>38</bold>
</td>
<td valign="top" align="left">Lavoie J et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">2016</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">14</td>
<td valign="top" align="left">12,772</td>
<td valign="top" align="left">
</td>
<td valign="top" align="left">
</td>
<td valign="top" align="left">0.19(0.05, 0.34)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>39</bold>
</td>
<td valign="top" align="left">Wu Y et&#xa0;al. (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">19</td>
<td valign="top" align="left">2,048</td>
<td valign="top" align="left">Resilience-promoting interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.3(-0.47, 0.35)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>40</bold>
</td>
<td valign="top" align="left">Schwalm FD et&#xa0;al. (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">34</td>
<td valign="top" align="left">8,721</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Religious involvement</td>
<td valign="top" align="left">0.4(0.32, 0.48)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>41</bold>
</td>
<td valign="top" align="left">Pinto TM et&#xa0;al. (<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">2,799</td>
<td valign="top" align="left">Resilience-promoting interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.48(0.15, 0.81)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>42</bold>
</td>
<td valign="top" align="left">Liu X et&#xa0;al. (<xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">20</td>
<td valign="top" align="left">7,988</td>
<td valign="top" align="left">Mindfulness-based intervention</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0(0.5, 1)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>43</bold>
</td>
<td valign="top" align="left">Hodder RK et&#xa0;al. (<xref ref-type="bibr" rid="B44">44</xref>)</td>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">16,619</td>
<td valign="top" align="left">Resilience-promoting interventions</td>
<td valign="top" align="left"/>
<td valign="top" align="left">0.78(0.6, 0.93)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>44</bold>
</td>
<td valign="top" align="left">Morgan CA et&#xa0;al. (<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">SRM</td>
<td valign="top" align="left">9</td>
<td valign="top" align="left">161,164</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">0(-0.05, 0.5)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_5">
<title>Statistical analysis</title>
<p>Data extracted from the included SRMs using Microsoft Excel were imported into STATA v14.0 for analysis. A combined narrative and quantitative approach was used to summarize review estimates. When multiple estimates were available, a range of estimates and a pooled estimate were presented. Pooled estimates for the effects of adversity, protective factors, and resilience-promoting interventions on later-life resilience were calculated with 95% confidence intervals (CIs) and visualized using forest plots (<xref ref-type="bibr" rid="B22">22</xref>). The pooled estimates with 95% CIs were presented using forest plots.</p>
<p>Heterogeneity among the included SRMs was assessed using Galbraith plots, inverse variance (I&#xb2; statistics), and Cochran&#x2019;s Q statistic. I&#xb2; values, ranging from 0 to 100%, quantify the proportion of total variance attributable to heterogeneity (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). I<sup>2</sup> of 25%, 50%, and 75% thresholds for low, moderate, and high heterogeneity, respectively, with a threshold of I&#xb2; &lt; 50%, is often considered indicative of low heterogeneity (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). Additionally, &#x3c4;&#xb2; was calculated to estimate between-study variance, as I&#xb2; can be influenced by study size (<xref ref-type="bibr" rid="B27">27</xref>). To further explore heterogeneity, 95% prediction intervals (PIs) for the standardized mean difference were calculated, providing a range for potential effect sizes in future studies (<xref ref-type="bibr" rid="B27">27</xref>). I&#xb2;, &#x3c4;&#xb2;, and 95% PIs were computed for each SRM (<xref ref-type="bibr" rid="B28">28</xref>).</p>
<p>For heterogeneous data, a DerSimonian&#x2013;Laird random-effects model was applied. Subgroup analyses were conducted based on protective factors and resilience-promoting intervention types. Sensitivity analysis was performed to evaluate the impact of individual studies on overall estimates. Publication bias was assessed using funnel plots and Egger&#x2019;s regression test (<xref ref-type="bibr" rid="B29">29</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>A total of 4,640 studies were identified from different databases. After removing duplicates (2,163), 2,477 records remained. Subsequent title and abstract screening resulted in 252 full-text articles being selected for detailed evaluation, 208 of which were subsequently excluded due to poor quality (JBI score &lt;4) (n=58) and a failure to report an outcome of interest (n=150). Finally, 44 articles encompassing 556,920 participants met the inclusion criteria and were included in the final analysis (<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>PRISMA-adapted flow diagram showing the results of the search and reasons for exclusion.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1391312-g001.tif"/>
</fig>
<sec id="s3_1">
<title>Characteristics of the included studies</title>
<p>The number of studies included in each SRM ranged from 2 (<xref ref-type="bibr" rid="B30">30</xref>) to 49 (<xref ref-type="bibr" rid="B30">30</xref>). The minimum and maximum sample sizes were 1,557 and 69,619, respectively. Out of 44 included SRMs, 27 investigated adversity protective factors for resilience development (Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>), Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>), Lee JH et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>), Lavoie J et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>) and Schwalm FD et&#xa0;al. (<xref ref-type="bibr" rid="B34">34</xref>)). Fourteen SRMs examined the effects of resilience-promoting interventions on resilience development (Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>), Ang WHD et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>), Han S-J, Yeun Y-R et&#xa0;al. (<xref ref-type="bibr" rid="B36">36</xref>), Llistosella M et&#xa0;al. (<xref ref-type="bibr" rid="B37">37</xref>), Liu JJ et&#xa0;al. (<xref ref-type="bibr" rid="B38">38</xref>), Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>), Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>), Ma L et&#xa0;al. (<xref ref-type="bibr" rid="B40">40</xref>), Wu Y et&#xa0;al. (<xref ref-type="bibr" rid="B41">41</xref>), Pinto TM et&#xa0;al. (<xref ref-type="bibr" rid="B42">42</xref>), Liu X et&#xa0;al. (<xref ref-type="bibr" rid="B43">43</xref>), Hodder RK et&#xa0;al. (<xref ref-type="bibr" rid="B44">44</xref>)). Five SRMs reported the association between adversity and resilience (Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>), Ang WHD et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>), Castillo&#x2010;Gonz&#xe1;lez A et&#xa0;al. (<xref ref-type="bibr" rid="B45">45</xref>), Lavoie J et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>), Morgan CA et&#xa0;al. (<xref ref-type="bibr" rid="B46">46</xref>)) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<title>The effect of protective factors</title>
<p>The effects of protective factors were determined from 27 SRMs (Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>), Yule K et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>), Lee JH et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>), Lavoie J et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>), and Schwalm FD et&#xa0;al. (<xref ref-type="bibr" rid="B34">34</xref>)). The effects of protective factors ranged from 0.01 (95% CI: 0.14, 4.53) (<xref ref-type="bibr" rid="B30">30</xref>) to 0.45 (95% CI: 0.37, 0.519) (<xref ref-type="bibr" rid="B31">31</xref>). Random-effects model analysis of these studies revealed a pooled effect of protective factors on resilience development following adversity of 0.31 (95% CI: 0.22, 0.40) (I&#xb2; = 78.46%; <italic>p</italic> &lt; 0.001) (<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 showing the pooled effect of these protective factors for the development of resilience after adversity.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1391312-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Heterogeneity outcome</title>
<p>Heterogeneity among the 27 included SRMs was assessed using Galbraith plots and I&#xb2; statistics. Random-effects meta-analysis revealed a pooled effect of adversity protective factors on resilience development of 0.31 (95% CI: 0.22, 0.40) with substantial heterogeneity (I&#xb2; = 78.46%, <italic>p</italic> &lt; 0.001), as visualized in the Galbraith plot (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<title>Subgroup analysis</title>
<p>Subgroup analysis was conducted based on the protective factor type. Pooled effects for resilience development were 0.26 (95% CI: &#x2212;0.04, 0.55) for availability of support, 0.09 (95% CI: &#x2212;0.01, 0.19) for cognitive ability, 0.05 (95% CI: &#x2212;0.71, 0.80) for community cohesion, 0.34 (95% CI: 0.14, 0.54) for positive self-perception, 0.23 (95% CI: &#x2212;0.10, 0.57) for religious involvement, and 0.43 (95% CI: 0.37, 0.48) for self-regulation (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s3_5">
<title>Publication bias</title>
<p>A funnel plot exhibited a symmetrical distribution (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). The Egger&#x2019;s regression test yielded a value of 0.278, indicating no evidence of publication bias (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;4</bold>
</xref>). Consequently, a trim and fill analysis was not conducted (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;5</bold>
</xref>).</p>
</sec>
<sec id="s3_6">
<title>Sensitivity analysis</title>
<p>A leave-one-out sensitivity analysis was conducted to assess the influence of individual studies on the pooled estimate of protective factors for resilience development. Results indicated that the pooled findings were robust to the exclusion of any single study. The pooled estimate ranged from 0.297 (0.20&#x2013;0.38) to 0.34 (0.28&#x2013;0.41) after removing a single study (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;6</bold>
</xref>).</p>
</sec>
<sec id="s3_7">
<title>The effect of resilience-promoting interventions</title>
<p>Fourteen of the 44 included SRMs reported the effects of resilience-promoting interventions on resilience development following adversity (Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>), Ang WHD et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>), Han S-J, Yeun Y-R et&#xa0;al. (<xref ref-type="bibr" rid="B36">36</xref>), Llistosella M etal. (<xref ref-type="bibr" rid="B37">37</xref>), Liu JJ et&#xa0;al. (<xref ref-type="bibr" rid="B38">38</xref>), Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>), Joyce S et&#xa0;al. (<xref ref-type="bibr" rid="B39">39</xref>), Ma L et&#xa0;al. (<xref ref-type="bibr" rid="B40">40</xref>), Wu Y et&#xa0;al. (<xref ref-type="bibr" rid="B41">41</xref>), Pinto TM et&#xa0;al. (<xref ref-type="bibr" rid="B42">42</xref>), Liu X et&#xa0;al. (<xref ref-type="bibr" rid="B43">43</xref>), Hodder RK et&#xa0;al. (<xref ref-type="bibr" rid="B44">44</xref>)). Random-effects model analysis of these studies revealed a pooled effect of resilience-promoting interventions on resilience development of 0.42 (95% CI: 0.30, 0.55), with substantial heterogeneity (I&#xb2; = 78.46%; <italic>p</italic> &lt; 0.001) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Forest plot showing the pooled effect of resilience-promoting interventions for the development of resilience after adversity.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1391312-g003.tif"/>
</fig>
</sec>
<sec id="s3_8">
<title>Heterogeneity outcome</title>
<p>Heterogeneity among the 14 included SRMs was assessed using Galbraith plots and I&#xb2; statistics (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;7</bold>
</xref>). Random-effects meta-analysis revealed a pooled effect of resilience-promoting interventions on resilience development of 0.42 (95% CI: 0.30, 0.55), with substantial heterogeneity (I&#xb2; = 78.46%, <italic>p</italic> &lt; 0.001).</p>
</sec>
<sec id="s3_9">
<title>Subgroup analysis</title>
<p>Subgroup analysis was conducted based on the types of resilience-promoting interventions. Pooled effects for resilience development were 0.30 (95% CI: 0.05, 0.55) for CBT interventions, 0.21 (&#x2212;0.24, 0.66) for mindfulness-based interventions, 0.51 (95% CI: 0.12, 0.90) for mixed interventions, and 0.52 (95% CI: 0.42, 0.62) for resilience-promoting interventions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;8</bold>
</xref>).</p>
</sec>
<sec id="s3_10">
<title>Publication bias</title>
<p>A funnel plot showed a symmetrical distribution (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9</bold>
</xref>). The Egger&#x2019;s regression test value was 0.647, which indicated the absence of publication bias (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;10</bold>
</xref>). Owing to the absence of publication bias, we did not employ a trim and fill analysis (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;11</bold>
</xref>).</p>
</sec>
<sec id="s3_11">
<title>Effects of previous adversity on resilience later in life</title>
<p>Five SRMs reported the association between previous adversity and later-life resilience (Wan X et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>), Ang WHD et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>), Castillo&#x2010;Gonz&#xe1;lez A et&#xa0;al. (<xref ref-type="bibr" rid="B45">45</xref>), Lavoie J et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>), Morgan CA et&#xa0;al. (<xref ref-type="bibr" rid="B46">46</xref>)). The random-effects model analysis from those studies revealed that the pooled effect of adversity for the development of resilience after previous adversity was 0.25 (95% CI: 0.05, 0.46) (I<sup>2</sup> = 85.82%; p &lt; 0.001) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Forest plot showing the pooled effect of adversity for the development of later resilience.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1391312-g004.tif"/>
</fig>
</sec>
<sec id="s3_12">
<title>Heterogeneity outcome</title>
<p>The Galbraith plot and I&#xb2; were used to assess heterogeneity among the five included SRMs (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;12</bold>
</xref>). Random-effects meta-analysis revealed a pooled effect of adversity on resilience of 0.25 (95% CI: 0.05, 0.46), with substantial heterogeneity (I&#xb2; = 85.82%; <italic>p</italic> &lt; 0.001). The Galbraith plot also indicated heterogeneity.</p>
</sec>
<sec id="s3_13">
<title>Publication bias</title>
<p>A funnel plot exhibited a symmetrical distribution (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;13</bold>
</xref>). The Egger&#x2019;s regression test yielded a value of 0.39, indicating no evidence of publication bias (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;14</bold>
</xref>). Consequently, a trim and fill analysis was not conducted.</p>
</sec>
<sec id="s3_14">
<title>Sensitivity analysis</title>
<p>A leave-one-out sensitivity analysis was conducted to assess the influence of individual studies on the pooled estimate of adversity on resilience development. Results indicated that the pooled findings were robust to the exclusion of any single study. The pooled estimate ranged from 0.18 (0.04&#x2013;0.42) to 0.30 (0.10&#x2013;0.50) after removing individual studies (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;15</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This umbrella review aimed to assess the effects of adversity, adversity protective factors, and resilience-promoting interventions on resilience development in a global context. Results indicated a significant pooled effect of resilience-promoting interventions on post-adversity resilience. According to Morgan CA et&#xa0;al.&#x2019;s SRM, a substantial negative correlation exists between ACEs and resilience (<xref ref-type="bibr" rid="B46">46</xref>). Children worldwide face various adversities, with some developing resilience and others experience long-term psychological and social challenges. Individuals with ACEs were 63% less likely to exhibit high resilience compared with those without ACEs, emphasizing the importance of identifying factors contributing to resilience development.</p>
<p>The current study found a pooled effect of 0.31 for adversity protective factors on resilience development. These protective factors, including the availability of support, cognitive ability, community cohesion, positive self-perception, religious involvement, and self-regulation, significantly influenced resilience. This finding aligns with the work of Yule K et&#xa0;al. in 2019 (<xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>Accordingly, 26% of individuals experiencing childhood hardship developed resilience due to supportive relationships with family, friends, or their school, aligning with Afifi TO and MacMillan HL&#x2019;s 2011 analysis, &#x201c;Resilience After Child Abuse: An Examination of Protective Elements&#x201d; (<xref ref-type="bibr" rid="B47">47</xref>). Religious participation also contributed to resilience, with 23% of trauma-exposed individuals reporting increased resilience following religious involvement. These findings support previous studies on the protective effects of parental involvement and religion against behavioral problems in violence-exposed adolescents (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>).</p>
<p>To build resilience and mitigate the harmful effects of childhood adversity, future studies should prioritize the development and evaluation of interventions. Universal resilience-focused interventions, particularly CBT, have demonstrated efficacy in reducing ACE-related depressive and anxiety symptoms (<xref ref-type="bibr" rid="B50">50</xref>). Early community resilience assets, such as fair treatment, supportive friendships, opportunities for skill development, trusted adult relationships, and positive role models, have been independently linked to positive outcomes (<xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>Research indicates that positive early relationships with compassionate adults can mitigate or prevent the harmful effects of ACEs, a form of toxic stress (<xref ref-type="bibr" rid="B3">3</xref>). Although ACEs pose significant challenges, some individuals demonstrate resilience by overcoming adversity and achieving personal growth. Emerging research highlights the role of protective factors and resilience in mitigating the negative impacts of ACEs. Resilience theories emphasize individuals&#x2019; strengths, including coping strategies (internal) and family and community support (external), in navigating stressful experiences, rather than focusing solely on vulnerabilities (<xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B54">54</xref>). Positive individual, family, and community characteristics, such as strong family functioning and parental engagement, are linked to better outcomes for children and adolescents exposed to ACEs (<xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>). Strong family functioning can serve as a protective factor against teenage mental health issues, poverty, neighborhood violence, and dysfunctional parental relationships (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>This umbrella review indicates that interventions incorporating mindfulness or CBT techniques can enhance resilience measures. Although our analysis revealed significant pooled effects of resilience-promoting interventions across various subtypes, including CBT, mindfulness-based, and mixed interventions, further research is needed to optimize these approaches.</p>
<p>Previous studies have demonstrated the positive impact of resilience training on psychological well-being (<xref ref-type="bibr" rid="B57">57</xref>). Additionally, research suggests that CBT can influence resilience through its impact on life stories (<xref ref-type="bibr" rid="B58">58</xref>). A combination of CBT and mindfulness techniques within resilience interventions shows promise, building upon the established efficacy of these approaches in treating mental health conditions such as depression and anxiety (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B59">59</xref>&#x2013;<xref ref-type="bibr" rid="B61">61</xref>). Moreover, these interventions have been linked to improved overall psychological and physical health (<xref ref-type="bibr" rid="B62">62</xref>).</p>
<sec id="s4_1">
<title>Implications for research</title>
<p>Protective factors, such as caregiver support, can increase resilience without necessarily directly impacting psychological symptoms, although their relationship to maladjustment warrants further investigation (<xref ref-type="bibr" rid="B63">63</xref>). To accurately measure resilience in children exposed to violence, studies should consider both indicators of healthy development and protective factors (<xref ref-type="bibr" rid="B63">63</xref>).</p>
<p>Research emphasizes the importance of strong relationships and understanding broader cultural contexts in fostering children&#x2019;s resilience, calling for improved prevention strategies (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B65">65</xref>). Effective prevention and health promotion across diverse cultural groups requires understanding how sociocultural factors influence protective factors within families, schools, and peer groups (<xref ref-type="bibr" rid="B66">66</xref>). The Resilience Portfolio Model offers a structured framework for examining factors influencing children&#x2019;s adjustment processes (<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B68">68</xref>).</p>
</sec>
<sec id="s4_2">
<title>Implications for prevention and intervention</title>
<p>This study emphasizes the importance of universal prevention, sensitive caregiving, supportive family relationships, and parental intervention programs in fostering children&#x2019;s resilience (<xref ref-type="bibr" rid="B69">69</xref>). Caregiver programs promoting self-regulation, including emotion socialization strategies, have demonstrated improvements in socio-emotional competencies and reduced behavioral issues among preschoolers (<xref ref-type="bibr" rid="B70">70</xref>).</p>
<p>Schools are transitioning from punitive discipline toward promoting healthy development through social emotional learning (SEL) principles, cultivating supportive relationships and individual strengths among students and teachers (<xref ref-type="bibr" rid="B71">71</xref>&#x2013;<xref ref-type="bibr" rid="B73">73</xref>). SEL programs, encompassing self-regulation, teacher-student relationships, positive self-perception, and symptom reduction, can be integrated into school-based initiatives (<xref ref-type="bibr" rid="B74">74</xref>). Mindfulness-based interventions (<xref ref-type="bibr" rid="B75">75</xref>), such as compassion and attention in schools, which teach attention focus and mental/physical self-control (<xref ref-type="bibr" rid="B76">76</xref>, <xref ref-type="bibr" rid="B77">77</xref>), have shown benefits for self-perception, well-being, self-regulation, coping, and mental health in children and adolescents (<xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B79">79</xref>).</p>
<p>Trauma-sensitive schools adopt a comprehensive approach, including SEL curricula, support services, and targeted interventions, to address the impact of trauma on children&#x2019;s behavior (<xref ref-type="bibr" rid="B80">80</xref>&#x2013;<xref ref-type="bibr" rid="B82">82</xref>). Research affirms the potential of trauma-sensitive schools to enhance children&#x2019;s functioning, regardless of trauma exposure (<xref ref-type="bibr" rid="B82">82</xref>). Although this meta-analysis highlights the significance of protective factors in parenting and school-based programs, their effectiveness in enhancing children&#x2019;s functioning is often underestimated (<xref ref-type="bibr" rid="B83">83</xref>). Program evaluations investigating the impact of self-regulation and supportive teacher-student relationships on children&#x2019;s health and well-being contribute to resilience research by examining their additive and buffering effects.</p>
<p>The findings of this study should be interpreted with caution due to several limitations. First, the included studies exhibited substantial heterogeneity, indicating variability in the methodologies, populations, and outcomes reported. Although a random-effects model and subgroup analysis were employed to account for this heterogeneity, it is important to acknowledge that the pooled estimate may not accurately represent the true effect size in all contexts. Second, the geographical distribution of the included studies was uneven, with a potential overrepresentation of certain regions. This limitation may restrict the generalizability of the findings to populations from underrepresented geographical areas. Finally, the inclusion of only English language studies might have led to the exclusion of relevant research conducted in other languages. This language bias could potentially limit the comprehensiveness of the evidence base.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion and recommendation</title>
<p>This umbrella review demonstrates that individuals exposed to early adversity can develop resilience. Protective factors, including support from family, friends, and school, cognitive abilities, community cohesion, positive self-perception, religious involvement, and self-regulation, are associated with an increased likelihood of developing resilience following adversity. Resilience-promoting interventions, such as CBT and mindfulness-based approaches, can also enhance resilience outcomes. To foster resilience among at-risk youth and their caregivers, concerted efforts to strengthen positive relationships within families, schools, and communities are essential.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>BA: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. AS: Writing &#x2013; review &amp; editing, Data curation, Methodology, Supervision, Conceptualization, Formal analysis, Project administration, Validation, Investigation, Funding acquisition, Resources, Visualization, Software. AT: Writing &#x2013; review &amp; editing, Data curation, Methodology, Supervision, Conceptualization, Formal analysis, Project administration, Validation, Investigation, Funding acquisition, Resources, Visualization, Software. TE: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. AM: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. AZ: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. AA: Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation. GA: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. MA: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="s9" 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="s10" 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="s11" 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.2024.1391312/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyt.2024.1391312/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.zip" id="SM1" mimetype="application/zip"/>
</sec>
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