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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1621100</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The mediating effect of resilience and self-efficacy between physical activity and wellbeing: a meta-analytic structural equation modeling</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Cui</surname> <given-names>Zhibo</given-names></name>
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<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Zhihua</given-names></name>
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<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Tong</given-names></name>
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<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Kaixin</given-names></name>
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<contrib contrib-type="author">
<name><surname>Zheng</surname> <given-names>Haoyu</given-names></name>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yang</surname> <given-names>Chengbo</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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</contrib-group>
<aff><institution>School of Sport and Training, Chengdu Sport University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Daniela Stackeov&#x00E1;, College of Physical Education and Sport Palestra, Czechia</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Wonjae Jeon, Korea National University of Education, Republic of Korea</p>
<p>Una Veseta, Riga Stradins University, Latvia</p>
<p>Chuan-Yi Xu, Guangxi University of Chinese Medicine, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Chengbo Yang, <email>Yangchengbo@cdsu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1621100</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Cui, Li, Wang, Li, Zheng and Yang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Cui, Li, Wang, Li, Zheng and Yang</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 id="sec1">
<title>Background</title>
<p>While the positive relationship between physical activity and wellbeing is well-established, the mediating roles of self-efficacy and resilience remain insufficiently understood. This study employed a meta-analytic structural equation modeling (MASEM) approach to investigate whether these psychological factors mediate the relationship between physical activity and wellbeing, aiming to clarify the underlying mechanisms that contribute to this association.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>To achieve this, we systematically searched five databases, Web of Science, PsycINFO, SportDiscus, PubMed, and CNKI, without restrictions on language or publication date. Relevant correlation coefficients were extracted from eligible studies. A meta-analysis was conducted to evaluate the direct relationship between physical activity and wellbeing, followed by a two-stage MASEM to assess the mediating effects of self-efficacy and resilience.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>A total of 20 studies comprising 23,377 participants revealed a significant positive correlation between physical activity and wellbeing (<italic>r</italic> =&#x202F;0.347, <italic>p</italic> &#x003C;&#x202F;0.001). Subgroup analyses indicated stronger associations in on-site samples (<italic>r</italic> =&#x202F;0.384) and within Eastern cultures (<italic>r</italic> =&#x202F;0.452). Path analysis demonstrated that physical activity directly enhanced wellbeing (unstandardized effect&#x202F;=&#x202F;0.168, <italic>p</italic> &#x003C;&#x202F;0.001), and also had significant indirect effects via self-efficacy (standardized indirect effect&#x202F;=&#x202F;0.196, <italic>p</italic> &#x003C;&#x202F;0.001) and resilience (standardized indirect effect&#x202F;=&#x202F;0.068, <italic>p</italic> &#x003C;&#x202F;0.001). No significant differences were found between models of subjective wellbeing and psychological wellbeing (<italic>p</italic> &#x003E;&#x202F;0.05). These findings underscore the critical mediating roles of self-efficacy and resilience in the physical activity-wellbeing pathway and offer valuable insights for designing targeted interventions to enhance mental health outcomes through physical activity.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Physical activity is positively associated with wellbeing, with stronger effects observed in on-site sampling and within Eastern cultural contexts. Moreover, self-efficacy and resilience serve as mediating factors in the relationship between physical activity and wellbeing.</p>
</sec>
<sec id="sec95">
<title>Systematic review registration</title>
<p><uri xlink:href="https://www.crd.york.ac.uk/PROSPERO/view/CRD420251016483">https://www.crd.york.ac.uk/PROSPERO/view/CRD420251016483</uri>.</p>
</sec>
</abstract>
<kwd-group>
<kwd>physical activity</kwd>
<kwd>wellbeing</kwd>
<kwd>self-efficacy</kwd>
<kwd>resilience</kwd>
<kwd>meta-analysis</kwd>
<kwd>structural equation modeling</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="10"/>
<equation-count count="0"/>
<ref-count count="123"/>
<page-count count="17"/>
<word-count count="11494"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Positive Psychology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>In recent years, the relationship between physical activity and mental health has garnered increasing scholarly attention (<xref ref-type="bibr" rid="ref51">Holland et al., 2024</xref>). Physical activity, defined as any bodily movement produced by skeletal muscles resulting in energy expenditure (<xref ref-type="bibr" rid="ref18">Bull et al., 2020</xref>). Has been shown to significantly improve cardiorespiratory and metabolic health while also alleviating psychological symptoms such as anxiety and depression (<xref ref-type="bibr" rid="ref80">Myers et al., 2019</xref>; <xref ref-type="bibr" rid="ref71">Mahindru et al., 2023</xref>; <xref ref-type="bibr" rid="ref82">Noetel et al., 2024</xref>). Despite these well-documented benefits, the association between physical activity and the promotion of positive psychological traits remains underexplored. The World Health Organization (WHO) underscores that health extends beyond the mere absence of disease to encompass complete physical, mental, and social wellbeing (<xref ref-type="bibr" rid="ref55">International Health C, 2002</xref>). Prompting a paradigm shift in mental health research from focusing on deficits to emphasizing individual strengths (<xref ref-type="bibr" rid="ref107">Vella and Pai, 2019</xref>). Therefore, when investigating the nexus between physical activity and mental health, it is essential to consider not only its role in reducing psychological distress but also its capacity to foster positive psychological states.</p>
<p>Wellbeing, often equated with happiness, refers to an individual&#x2019;s evaluation and emotional experience of life quality, encompassing both hedonic and eudaimonic dimensions (<xref ref-type="bibr" rid="ref97">Ryan and Deci, 2001</xref>). Hedonic wellbeing centers on life satisfaction and the balance of positive and negative emotions, commonly termed subjective wellbeing (<xref ref-type="bibr" rid="ref35">Diener et al., 2018</xref>), whereas eudaimonic wellbeing involves aspects such as autonomy, environmental mastery, personal growth, positive relationships, purpose in life, and self-acceptance (<xref ref-type="bibr" rid="ref98">Ryff, 2023</xref>). Although these constructs are correlated, <xref ref-type="bibr" rid="ref61">Joshanloo (2016)</xref> argues that subjective wellbeing and psychological wellbeing are empirically distinct. Therefore, it is necessary to conduct independent evaluations of specific parameter groups to explore in-depth the impact of physical activity on different dimensions of wellbeing. As a positive psychological state, wellbeing has been extensively studied in relation to physical activity, with evidence indicating that individuals engaging in regular physical exercise report significantly greater wellbeing compared to inactive counterparts (<xref ref-type="bibr" rid="ref115">Wiese et al., 2018</xref>; <xref ref-type="bibr" rid="ref64">Ku et al., 2016</xref>). Among children and adolescents, increased sedentary behavior is strongly associated with adverse mental health outcomes and diminished wellbeing (<xref ref-type="bibr" rid="ref94">Rodriguez-Ayllon et al., 2019</xref>). Systematic reviews corroborate the positive relationship between physical activity and wellbeing (<xref ref-type="bibr" rid="ref120">Zhang and Chen, 2019</xref>), while the COVID-19 pandemic has further highlighted physical activity and health behaviors as critical predictors of overall wellbeing (<xref ref-type="bibr" rid="ref20">Campoamor-Olegario et al., 2025</xref>). Notably, the emergence of digital health technologies presents promising avenues for enhancing mental health and promoting physical activity, with research demonstrating that mobile health applications effectively motivate regular exercise and provide psychological support to alleviate stress and anxiety (<xref ref-type="bibr" rid="ref2">Alley et al., 2024</xref>; <xref ref-type="bibr" rid="ref101">Sousa Basto and Ferreira, 2025</xref>). This advancement underscores the vital role of digital health in integrating physical exercise with mental health interventions and fostering positive health behaviors. Within this framework, it is imperative to deepen understanding of the mediating mechanisms linking physical exercise and mental health, with studies suggesting that factors such as self-efficacy and resilience may play crucial roles in this relationship (<xref ref-type="bibr" rid="ref39">Ekkekakis et al., 2013</xref>; <xref ref-type="bibr" rid="ref67">Lin et al., 2024</xref>).</p>
<p>Recent systematic reviews and meta-analyses have consistently demonstrated the positive effects of physical activity on wellbeing, psychological resilience, and self-efficacy efficacy (<xref ref-type="bibr" rid="ref41">Fong Yan et al., 2024</xref>; <xref ref-type="bibr" rid="ref10">Bertollo et al., 2025</xref>; <xref ref-type="bibr" rid="ref73">Martin Ginis, 2025</xref>; <xref ref-type="bibr" rid="ref96">Ruiz-Ranz and As&#x00ED;n-Izquierdo, 2025</xref>). Nevertheless, current research is limited by several key constraints. Primarily, many theoretical frameworks adopt a narrow, singular perspective rather than a holistic approach, with numerous studies concentrating either on short-term emotional effects or long-term satisfaction outcomes, thereby overlooking the dynamic mediating processes involved (<xref ref-type="bibr" rid="ref21">Chekroud et al., 2018</xref>), This limitation impedes a comprehensive understanding of the mechanisms through which physical activity influences wellbeing. Furthermore, although psychological factors such as self-efficacy and resilience have been investigated (<xref ref-type="bibr" rid="ref85">Olander et al., 2013</xref>; <xref ref-type="bibr" rid="ref31">Curtis and Windsor, 2019</xref>), their individual contributions and interactive effects remain insufficiently examined, an essential gap to address in order to formulate effective, evidence-based exercise interventions aimed at enhancing mental health.</p>
</sec>
<sec id="sec6">
<label>2</label>
<title>Current study and hypotheses</title>
<sec id="sec7">
<label>2.1</label>
<title>The relationship between physical activity and wellbeing</title>
<p>In health psychology and behavioral science, physical activity is widely acknowledged as a crucial factor for enhancing wellbeing, with extensive research demonstrating its positive effects on mental health, life satisfaction, and positive emotions (<xref ref-type="bibr" rid="ref112">Warburton and Bredin, 2017</xref>; <xref ref-type="bibr" rid="ref66">Liang et al., 2021</xref>; <xref ref-type="bibr" rid="ref92">Reyes-Molina et al., 2022</xref>). However, the impact of physical activity on wellbeing varies considerably depending on the type and intensity of the activity, as well as individual differences. For instance, <xref ref-type="bibr" rid="ref38">Eime et al. (2013)</xref> reported that individuals engaged in team sports tend to exhibit higher wellbeing scores compared to non-participants. Additionally, randomized controlled trials have shown significant improvements in the wellbeing of older adults following an eight-week physical activity intervention (<xref ref-type="bibr" rid="ref63">Khazaee-Pool et al., 2015</xref>). Acute aerobic exercise has been found to enhance positive mood and alleviate depressive symptoms <xref ref-type="bibr" rid="ref90">Reed and Ones (2006)</xref>, whereas strength training contributes to psychological wellbeing by increasing self-efficacy and reducing anxiety (<xref ref-type="bibr" rid="ref84">O'Connor et al., 2010</xref>).</p>
<p>Additionally, non-strenuous activities such as yoga and meditation have been demonstrated to effectively reduce stress and enhance the sense of life meaning, particularly in relation to subjective wellbeing (<xref ref-type="bibr" rid="ref45">Goyal et al., 2014</xref>). In terms of intensity, vigorous exercise appears to more effectively promote hedonic wellbeing, whereas moderate-intensity activity is more beneficial for sustaining long-term psychological wellbeing, a distinction likely linked to differences in neurotransmitter release, including endorphins (<xref ref-type="bibr" rid="ref88">Peluso and Guerra de Andrade, 2005</xref>; <xref ref-type="bibr" rid="ref32">De Abreu et al., 2022</xref>). Age serves as a significant moderator in this relationship, with older adults experiencing notable benefits from physical activity, such as increased life meaning and decreased sadness (<xref ref-type="bibr" rid="ref117">Yamashita et al., 2019</xref>). Potentially due to enhanced social support, maintenance of physical function, and greater resilience. Nevertheless, research investigating the suitability of specific types and intensities of physical activity across different age groups remains scarce, underscoring the need for further inquiry into how age moderates the association between physical activity and wellbeing. Based on this analysis, the following hypothesis is proposed:</p>
<disp-quote>
<p><italic>H1: Physical activity has a positive effect on wellbeing</italic>.</p>
</disp-quote>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>The mediating effect of self-efficacy and resilience</title>
<p>Self-efficacy, defined as an individual&#x2019;s belief in their capability to achieve specific goals, plays a crucial mediating role in the relationship between physical activity and wellbeing (<xref ref-type="bibr" rid="ref5">Bandura, 1982</xref>). A longitudinal study by <xref ref-type="bibr" rid="ref76">McAuley et al. (2005)</xref> revealed a significant correlation between physical activity and self-efficacy, a finding further supported by <xref ref-type="bibr" rid="ref59">Joseph et al. (2014)</xref>, who identified self-efficacy as the primary mediating variable linking physical exercise to quality of life in a cohort of university students. <xref ref-type="bibr" rid="ref111">Wang et al. (2022)</xref> quantified this relationship, reporting that the total effect of physical activity on subjective wellbeing comprised a 50% direct effect and a 17.81% indirect effect mediated through enhanced self-efficacy. Similarly, <xref ref-type="bibr" rid="ref46">Guo et al. (2024)</xref> found that self-efficacy accounted for 37.3% of the mediation between physical activity and subjective wellbeing. However, potential multicollinearity may limit the explanatory power of such mediation models. For example, <xref ref-type="bibr" rid="ref40">Elavsky et al. (2005)</xref> demonstrated that when physical activity influences quality of life via body self-esteem and positive emotions, only positive emotions exerted a significant direct effect. Moreover, <xref ref-type="bibr" rid="ref74">Mart&#x00ED;nez-Alvarado et al. (2022)</xref> observed in Mexican university students that although self-efficacy was among the strongest predictors of three psychological wellbeing indicators, it explained only a modest proportion of variance, indicating limitations in its predictive capacity. Collectively, these findings suggest that while self-efficacy constitutes an important mediating factor between physical activity and wellbeing, wellbeing is likely shaped by complex, multi-level synergistic mechanisms.</p>
<p>Resilience, defined as the personal attribute that enables individuals to strengthen in the face of adversity, is recognized as a vital psychological resource and mediator between adversity and health outcomes (<xref ref-type="bibr" rid="ref28">Connor and Davidson, 2003</xref>; <xref ref-type="bibr" rid="ref65">Kumpfer, 2002</xref>). Empirical evidence supports resilience&#x2019;s mediating role in the relationship between physical activity and wellbeing; for instance, <xref ref-type="bibr" rid="ref50">Ho et al. (2015)</xref> demonstrated that physical activity significantly improved the wellbeing of adolescents in Hong Kong through enhanced resilience, highlighting its importance in stress management. Likewise, <xref ref-type="bibr" rid="ref26">Cocozza et al. (2020)</xref> found that individuals with higher physical and mental health levels are better equipped to handle life stressors, sustain regular physical activity, and consequently bolster resilience. <xref ref-type="bibr" rid="ref119">Yao et al. (2022)</xref> further confirmed that resilience facilitates adolescents&#x2019; ability to achieve wellbeing via physical activity under stressful conditions. Beyond stress regulation, resilience plays a critical role in social&#x2013;emotional learning and mental health. Supporting this, <xref ref-type="bibr" rid="ref7">Belaire et al. (2024)</xref> revealed that physical activity significantly improves children&#x2019;s self-efficacy by strengthening social support networks, thereby promoting resilience development. These findings provide valuable insights into the mechanisms underpinning resilience formation and emphasize its essential role in children&#x2019;s mental health and social adaptation.</p>
<p>Based on these findings, the following hypotheses are proposed:</p>
<disp-quote>
<p><italic>H2: Self-efficacy mediates the relationship between physical activity and wellbeing.</italic></p>
</disp-quote>
<disp-quote>
<p><italic>H3: Resilience mediates the relationship between physical activity and wellbeing.</italic></p>
</disp-quote>
</sec>
</sec>
<sec sec-type="methods" id="sec9">
<label>3</label>
<title>Methods</title>
<p>The study was conducted in accordance with the Meta-Analysis Reporting Standards (MARS) and the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (<xref ref-type="bibr" rid="ref29">Cooper, 2020</xref>; <xref ref-type="bibr" rid="ref87">Page et al., 2021</xref>). Additionally, the study protocol has been registered in the PROSPERO database under the registration number CRD420251016483.</p>
<sec id="sec10">
<label>3.1</label>
<title>Search strategies</title>
<p>Following the recommendations of <xref ref-type="bibr" rid="ref99">Siddaway et al. (2019)</xref>, a focused search strategy was employed to identify relevant literature from the inception of each database through January 2025. The databases searched included Web of Science (WOS), encompassing both the Science Citation Index (SCI) and the Social Science Citation Index (SSCI), as well as PsycINFO, SportDiscus, PubMed, and the China National Knowledge Infrastructure (CNKI). The search utilized Boolean operators with the terms (&#x201C;wellbeing&#x201D; OR happiness OR &#x201C;positive affect&#x201D; OR &#x201C;life satisfaction&#x201D;) AND (resilience OR resilient OR &#x201C;self-efficacy&#x201D; OR efficacy OR &#x201C;self-efficiency&#x201D;) AND (exercise OR &#x201C;physical activity&#x201D; OR training OR sports). No restrictions were placed on language or publication type. Furthermore, reference lists of all included studies were examined to ensure a comprehensive literature retrieval process. The complete search strategy is detailed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S1&#x2013;S5</xref>.</p>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>Inclusion and exclusion criteria</title>
<p>The inclusion and exclusion criteria were established following the guidelines outlined by <xref ref-type="bibr" rid="ref9">Bergh et al. (2016)</xref> and were further informed by the research conducted by <xref ref-type="bibr" rid="ref67">Lin et al. (2024)</xref>.</p>
<p>The inclusion criteria were as follows: (1) published empirical journal articles, primarily cross-sectional studies, with baseline data utilized for longitudinal studies; (2) examination of the relationship between actual physical activity and wellbeing; (3) inclusion of all three variables, specifically physical activity as the predictor, self-efficacy or resilience as the mediating variable, and wellbeing as the outcome; and (4) provision of necessary data such as sample size, reliability measures, correlation coefficients, or other convertible statistical indicators.</p>
<p>The exclusion criteria were as follows: (1) studies focusing on irrelevant variables or health behaviors, such as exercise motivation; (2) studies examining only a single variable; (3) studies lacking sufficient statistical information to calculate effect sizes; and (4) exclusion of review articles, case reports, qualitative studies, and ineligible publication types including editorials, letters to the editor, corrigenda, study protocols, and preprints.</p>
</sec>
<sec id="sec12">
<label>3.3</label>
<title>Selection of studies and coding procedures</title>
<p>The coding process adhered to the guidelines established by <xref ref-type="bibr" rid="ref14">Brown et al. (2003)</xref> and <xref ref-type="bibr" rid="ref108">Villiger et al. (2022)</xref>. The research team was led by a PhD-qualified exercise psychology expert (TW) and comprised three professionally trained graduate students (ZC, HZ, and KL). All team members conducted quality assessments and data extraction in accordance with standardized protocols. In cases where data were unavailable, the authors of the original studies were contacted to obtain the necessary information. To ensure rigor and consistency, all members received training in research methodologies. Initially, Comprehensive Meta-Analysis V3 software was employed to perform preliminary coding of all selected articles, documenting author details, publication year, and study subgroups where applicable. Subsequently, coding encompassed all relevant variables and their interrelationships, including correlation coefficients and reliability measures. The process also captured sample size, sampling methods, geographical origin of samples, and cultural factors.</p>
<p><xref ref-type="fig" rid="fig1">Figure 1</xref> illustrates that an initial pool of 10,020 articles from multiple databases was consolidated into a unified database using EndNote 20 software, with 3,507 duplicate records subsequently removed. Two authors (ZC and ZL) independently screened the titles and abstracts of the remaining 6,354 articles to assess their relevance to the research question, and any disagreements were resolved through consultation with a third reviewer (TW). Of the 159 articles subjected to full-text review, 8 were excluded as irrelevant (e.g., <xref ref-type="bibr" rid="ref11">Bharti et al., 2023</xref>), 4 were conference papers (e.g., <xref ref-type="bibr" rid="ref123">Zhu and Wang, 2023</xref>), 32 were classified as reports or reviews (e.g., <xref ref-type="bibr" rid="ref52">Horcajo et al., 2022</xref>), 39 lacked sufficient data to calculate effect sizes (e.g., <xref ref-type="bibr" rid="ref13">Brooks et al., 2018</xref>), and 56 were unrelated to physical activity and wellbeing (e.g., <xref ref-type="bibr" rid="ref75">Mart&#x00ED;nez-Gonz&#x00E1;lez et al., 2021</xref>). Ultimately, 20 articles met the inclusion criteria and were selected for analysis.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Theoretical model diagram.</p>
</caption>
<graphic xlink:href="fpsyg-16-1621100-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram illustrating the relationships between physical activity, resilience, self-efficacy, and well-being. Arrows labeled H1, H2, and H3 indicate hypothesized influences, with direct and indirect effects linking these factors.</alt-text>
</graphic>
</fig>
<sec id="sec13">
<label>3.3.1</label>
<title>Meta-analysis</title>
<p>Following the <xref ref-type="bibr" rid="ref53">Hunter and Schmidt (1990)</xref> framework, the meta-analysis was conducted using CMA 3.0 software, with effect sizes calculated via Fisher&#x2019;s z-transformation. Due to the heterogeneity in populations and measurement instruments across studies, a random-effects model, as recommended by <xref ref-type="bibr" rid="ref23">Cheung (2014)</xref>, was employed, and effect sizes were reported with 95% confidence intervals to ensure statistical rigor. Pearson correlation coefficients (r) served as the primary effect size metric; for studies reporting Spearman correlations (e.g., <xref ref-type="bibr" rid="ref12">Briki, 2018</xref>), the standard conversion formula r&#x202F;=&#x202F;2sin(rs&#x00B7;<italic>&#x03C0;</italic>/6) was applied to preserve statistical equivalence (<xref ref-type="bibr" rid="ref81">Myers and Sirois, 2006</xref>). Multidimensional correlations were integrated using the weighted average algorithm proposed by <xref ref-type="bibr" rid="ref86">Olkin and Pratt (1958)</xref> facilitated by an online tool.<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> Effect sizes were interpreted according to <xref ref-type="bibr" rid="ref27">Cohen (2013)</xref>, guidelines, categorizing values as small (0.10&#x2013;0.30), medium (0.30&#x2013;0.50), or large (0.50&#x2013;1.00).</p>
<p>To enhance the reliability of the research findings, methodological controls were implemented from two perspectives. First, publication bias was assessed using the fail-safe number (FSN) and Egger&#x2019;s test, with <xref ref-type="bibr" rid="ref95">Rosenthal (1979)</xref> criterion suggesting that an FSN exceeding 100 studies provides sufficient evidence to rule out publication bias. Second, heterogeneity among studies was evaluated using the Q test; when the Q value was significant, subgroup analyses were conducted to identify sources of heterogeneity. Potential moderating variables included: (1) wellbeing type, categorized as subjective happiness and psychological happiness according to <xref ref-type="bibr" rid="ref62">Joshanloo (2019)</xref>; (2) age groups divided into &#x003C;25&#x202F;years, 25&#x2013;44&#x202F;years, and &#x2265;45&#x202F;years in line with (<xref ref-type="bibr" rid="ref114">WHO, 2000</xref>); (3) survey modality, distinguishing between online and on-site data collection to account for potential limitations of online surveys regarding response rates and reliability as noted by <xref ref-type="bibr" rid="ref83">Nulty (2008)</xref>; and (4) cultural context, classified as &#x201C;Eastern culture&#x201D; and &#x201C;Western culture&#x201D; based on geographical location, following (<xref ref-type="bibr" rid="ref44">Gaston-Breton et al., 2021</xref>; <xref ref-type="bibr" rid="ref89">Puttevils et al., 2021</xref>), to explore differences in wellbeing outcomes.</p>
</sec>
<sec id="sec14">
<label>3.3.2</label>
<title>Structural equation modeling</title>
<p>Following <xref ref-type="bibr" rid="ref24">Cheung and Chan (2005)</xref>, a two-stage structural equation modeling (TSSEM) approach was employed. In the first stage, study effect sizes were integrated using the random-effects model in CMA 3.0 software, and a pooled correlation matrix was generated. Recognizing that meta-analytic studies often involve variables measured on differing scales, which can introduce methodological bias, reliability correction was applied to all study results. For studies that did not report reliability estimates, missing values were imputed using the average of available reliability coefficients from comparable studies, as recommended by <xref ref-type="bibr" rid="ref4">Balkundi and Harrison (2006)</xref>. For example, if 17 of the 20 studies included reliability estimates for wellbeing, we used the average of these reliabilities as the best estimate of the reliability of wellbeing in the remaining three studies. This is a fairly routine practice in meta-analysis (<xref ref-type="bibr" rid="ref58">Jiang et al., 2012</xref>).</p>
<p>In the second phase of analysis, structural equation modeling was conducted using AMOS 27.0 software with correlation matrices as input (<xref ref-type="bibr" rid="ref57">Jak, 2015</xref>). To account for variability in sample sizes across different variable pairs, the harmonic mean of all relevant sample sizes was calculated and applied as the effective sample size for coefficient estimation (<xref ref-type="bibr" rid="ref19">Burke and Landis, 2013</xref>). The chi-square (&#x03C7;<sup>2</sup>) test served as the primary measure of model fit; however, acknowledging <xref ref-type="bibr" rid="ref15">Browne and Cudeck (1992)</xref> observation that &#x03C7;<sup>2</sup> may overestimate fit in large samples, the Bollen-Stine bootstrap method was employed to enhance estimation accuracy (<xref ref-type="bibr" rid="ref30">Corr&#x00EA;a Ferraz et al., 2022</xref>). A comprehensive assessment of model fit was conducted using multiple indices, including &#x03C7;<sup>2</sup>/df, the goodness-of-fit index (GFI), adjusted goodness-of-fit index (AGFI), standardized root mean square residual (SRMR), comparative fit index (CFI), incremental fit index (IFI), and Hoelter&#x2019;s critical N indicator (<xref ref-type="bibr" rid="ref56">Jackson et al., 2009</xref>).</p>
</sec>
</sec>
<sec id="sec15">
<label>3.4</label>
<title>Study quality assessment</title>
<p>The quality of the included studies was independently evaluated by two reviewers (ZC and HZ), with any disagreements resolved through consultation with a third reviewer (CY). Effect sizes were aggregated using correlation coefficients. Study quality was assessed using the 13-item Quality Assessment and Validity Tool developed by <xref ref-type="bibr" rid="ref25">Cicolini et al. (2014)</xref>, which examines research design, sample characteristics, measurement, and statistical analysis. Each item was scored as 0 (not met) or 1 to 2 (met), with total scores categorized as low quality (0&#x2013;4), medium quality (5&#x2013;9), and high quality (10&#x2013;14). This assessment tool has been employed in previous meta-analyses, including those by <xref ref-type="bibr" rid="ref43">Fragkos et al. (2020)</xref>.</p>
</sec>
</sec>
<sec sec-type="results" id="sec16">
<label>4</label>
<title>Results</title>
<sec id="sec17">
<label>4.1</label>
<title>Characteristics of the included studies</title>
<p><xref ref-type="table" rid="tab1">Table 1</xref> presents a comprehensive summary of the key characteristics and outcomes of the 20 studies included in the analysis, which were conducted across diverse locations including Northern Ireland, the United States, Switzerland, Italy, and China. The combined sample comprised 23,377 participants, with individual study sample sizes ranging from 364 to 3,485. Participant ages spanned from 10 to over 68&#x202F;years. In terms of sampling methodology, 12 studies (54.55%) employed face-to-face sampling, 7 studies (31.82%) utilized online sampling, and 3 studies did not specify their sampling methods and were therefore categorized as &#x2018;not reported.&#x2019;</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of characteristics of studies included in the meta-analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Study name</th>
<th align="center" valign="middle">Sample size</th>
<th align="center" valign="middle">Age</th>
<th align="left" valign="middle">Sampling method</th>
<th align="left" valign="middle">Area</th>
<th align="left" valign="middle">Culture</th>
<th align="left" valign="middle">Include variable</th>
<th align="left" valign="middle">Quality assessment</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref3">Andretta and McKay (2020)</xref>
</td>
<td align="center" valign="middle">3,485</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">Northern Ireland</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, PWB, SE</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref7">Belaire et al. (2024)</xref>
</td>
<td align="center" valign="middle">534</td>
<td align="center" valign="middle">10&#x202F;&#x00B1;&#x202F;1.018</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">United States</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, PWB, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref12">Briki (2018)</xref>
</td>
<td align="center" valign="middle">501</td>
<td align="center" valign="middle">32.16&#x202F;&#x00B1;&#x202F;10.43</td>
<td align="left" valign="middle">Online</td>
<td align="left" valign="middle">United States</td>
<td align="left" valign="middle">Western</td>
<td align="left" valign="middle">PA, SWB, SE</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref16">Buchecker and Degenhardt (2015)</xref>
</td>
<td align="center" valign="middle">1,200</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">Not report</td>
<td align="left" valign="middle">Switzerland</td>
<td align="left" valign="middle">Western</td>
<td align="left" valign="middle">PA, SWB, PR</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref26">Cocozza et al. (2020)</xref>
</td>
<td align="center" valign="middle">1,182</td>
<td align="center" valign="middle">55.73&#x202F;&#x00B1;&#x202F;15.70</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">Italy</td>
<td align="left" valign="middle">Western</td>
<td align="left" valign="middle">PA, SWB, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref37">Donizzetti (2023)</xref>
</td>
<td align="center" valign="middle">1,061</td>
<td align="center" valign="middle">37.3&#x202F;&#x00B1;&#x202F;14.13</td>
<td align="left" valign="middle">Online</td>
<td align="left" valign="middle">Italy</td>
<td align="left" valign="middle">Western</td>
<td align="left" valign="middle">PA, PWB, SE</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref100">Song (2020)</xref>
</td>
<td align="center" valign="middle">1794</td>
<td align="center" valign="middle">15.35&#x202F;&#x00B1;&#x202F;2.92</td>
<td align="left" valign="middle">Not report</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, SE, PR</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref47">Guo and Jiang (2023)</xref>
</td>
<td align="center" valign="middle">364</td>
<td align="center" valign="middle">26.7&#x202F;&#x00B1;&#x202F;8.1</td>
<td align="left" valign="middle">Not report</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, SE</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref46">Guo et al. (2024)</xref>
</td>
<td align="center" valign="middle">1,100</td>
<td align="center" valign="middle">19.65&#x202F;&#x00B1;&#x202F;1.1</td>
<td align="left" valign="middle">Online</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, PWB, SE</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref50">Ho et al. (2015)</xref>
</td>
<td align="center" valign="middle">779</td>
<td align="center" valign="middle">12.28&#x202F;&#x00B1;&#x202F;0.77</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, PWB, SE, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref68">Lin et al. (2022)</xref>
</td>
<td align="center" valign="middle">520</td>
<td align="center" valign="middle">68.16&#x202F;&#x00B1;&#x202F;2.25</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, SE</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref116">Xi et al. (2024)</xref>
</td>
<td align="center" valign="middle">2,311</td>
<td align="center" valign="middle">60.79&#x202F;&#x00B1;&#x202F;6.86</td>
<td align="left" valign="middle">Online</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, PWB, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref77">Meng et al. (2024)</xref>
</td>
<td align="center" valign="middle">746</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, SE, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref91">Rejeski et al. (2001)</xref>
</td>
<td align="center" valign="middle">854</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">United States</td>
<td align="left" valign="middle">Western</td>
<td align="left" valign="middle">PA, SWB, SE</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref105">Van Liew et al. (2013)</xref>
</td>
<td align="center" valign="middle">363</td>
<td align="center" valign="middle">69&#x202F;&#x00B1;&#x202F;5.6</td>
<td align="left" valign="middle">Not report</td>
<td align="left" valign="middle">United States</td>
<td align="left" valign="middle">Western</td>
<td align="left" valign="middle">PA, WB, SE</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref111">Wang et al. (2022)</xref>
</td>
<td align="center" valign="middle">826</td>
<td align="center" valign="middle">20.13&#x202F;&#x00B1;&#x202F;1.05</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, SE</td>
<td align="left" valign="middle">High</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref118">Yang and Xiang (2021)</xref>
</td>
<td align="center" valign="middle">382</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, PWB, SE</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref119">Yao et al. (2022)</xref>
</td>
<td align="center" valign="middle">1,510</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">On-site</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, SE</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref121">Zhang et al. (2023)</xref>
</td>
<td align="center" valign="middle">3,143</td>
<td align="center" valign="middle">12.94&#x202F;&#x00B1;&#x202F;1.73</td>
<td align="left" valign="middle">Not report</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref122">Zhou and Zhou (2022)</xref>
</td>
<td align="center" valign="middle">722</td>
<td align="center" valign="middle">Not report</td>
<td align="left" valign="middle">Online</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">Eastern</td>
<td align="left" valign="middle">PA, SWB, PR</td>
<td align="left" valign="middle">Medium</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>PA&#x202F;=&#x202F;physical activity; SWB&#x202F;=&#x202F;subjective wellbeing; PWB&#x202F;=&#x202F;psychological wellbeing; WB&#x202F;=&#x202F;wellbeing; PR&#x202F;=&#x202F;resilience; SE&#x202F;=&#x202F;self-efficacy.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec18">
<label>4.2</label>
<title>Quality assessment</title>
<p>Study quality assessments, presented in <xref ref-type="table" rid="tab1">Table 1</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>, yielded a mean score of 9 (range 7&#x2013;11). Of the studies, 12 (60%) were rated as high quality, while eight (40%) were classified as moderate quality. Notable methodological limitations included the absence of prospective designs in 75% of studies, lack of probability sampling in 80%, failure to justify sample size in 75%, unreported measures to ensure participant anonymity in 85%, and absence of outlier management in 95% of the studies.</p>
</sec>
<sec id="sec19">
<label>4.3</label>
<title>Meta-analysis based on correlation</title>
<p><xref ref-type="table" rid="tab2">Table 2</xref> presents the findings of a random-effects meta-analysis estimating bivariate correlations among the variables. A significant positive association was observed between physical activity and wellbeing (<italic>r</italic>&#x202F;=&#x202F;0.347, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Self-efficacy exhibited the strongest correlation with wellbeing, with an effect size of 0.516 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The correlations between physical activity and self-efficacy (<italic>r</italic>&#x202F;=&#x202F;0.363, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and between physical activity and resilience (<italic>r</italic>&#x202F;=&#x202F;0.259, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) were also significant. Additionally, a strong positive relationship was found between resilience and self-efficacy (<italic>r</italic>&#x202F;=&#x202F;0.546, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Examination of publication bias revealed asymmetry in the funnel plot (<xref ref-type="fig" rid="fig2">Figure 2</xref>) for the physical activity-wellbeing relationship, corroborated by Egger&#x2019;s test (<italic>p</italic>&#x202F;=&#x202F;0.038). Nevertheless, the high FSN (FSN&#x202F;=&#x202F;660, well above the threshold of 100) suggests that the results remain robust despite potential publication bias (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Summary of bivariate correlation estimated by random-effects meta-analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Pairwise relationships</th>
<th align="center" valign="top" rowspan="2"><italic>K</italic></th>
<th align="center" valign="top" rowspan="2"><italic>N</italic></th>
<th align="center" valign="top" rowspan="2"><italic>r</italic></th>
<th align="center" valign="top" colspan="2">95% CI</th>
<th align="center" valign="top">Heterogeneity</th>
<th align="center" valign="top" colspan="2">Publication bias</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top"><italic>Q</italic>-value</th>
<th align="center" valign="top">Egger&#x2019;s test</th>
<th align="center" valign="top">FSN</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">SE &#x2194; WB</td>
<td align="center" valign="middle">13</td>
<td align="center" valign="middle">13,431</td>
<td align="center" valign="middle">0.516<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.316</td>
<td align="center" valign="middle">0.672</td>
<td align="center" valign="middle">2336.219<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.247</td>
<td align="center" valign="middle">4,066</td>
</tr>
<tr>
<td align="left" valign="middle">PA &#x2194; SE</td>
<td align="center" valign="middle">14</td>
<td align="center" valign="middle">14,285</td>
<td align="center" valign="middle">0.363<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.221</td>
<td align="center" valign="middle">0.490</td>
<td align="center" valign="middle">1106.446<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.088</td>
<td align="center" valign="middle">5,275</td>
</tr>
<tr>
<td align="left" valign="middle">PA &#x2194; PR</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">12,411</td>
<td align="center" valign="middle">0.259<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.148</td>
<td align="center" valign="middle">0.364</td>
<td align="center" valign="middle">328.295<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.417</td>
<td align="center" valign="middle">1858</td>
</tr>
<tr>
<td align="left" valign="middle">PA &#x2194; WB</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">23,377</td>
<td align="center" valign="middle">0.347<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.236</td>
<td align="center" valign="middle">0.449</td>
<td align="center" valign="middle">1637.799<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.038</td>
<td align="center" valign="middle">660</td>
</tr>
<tr>
<td align="left" valign="middle">PR &#x2194; SE</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">3,319</td>
<td align="center" valign="middle">0.546<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.403</td>
<td align="center" valign="middle">0.663</td>
<td align="center" valign="middle">53.271<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.993</td>
<td align="center" valign="middle">934</td>
</tr>
<tr>
<td align="left" valign="middle">PR &#x2194; WB</td>
<td align="center" valign="middle">10</td>
<td align="center" valign="middle">13,265</td>
<td align="center" valign="middle">0.41<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.344</td>
<td align="center" valign="middle">0.472</td>
<td align="center" valign="middle">175.369<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.971</td>
<td align="center" valign="middle">5,932</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>PA, physical activity; SWB, subjective wellbeing; PWB, psychological wellbeing; WB, wellbeing; PR, resilience; SE, self-efficacy; K, number of correlation coefficients; N, cumulative sample size; r, estimated correlation coefficient; CI, confidence interval; FSN, fail-safe number; &#x002A;&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Study selection flow chart.</p>
</caption>
<graphic xlink:href="fpsyg-16-1621100-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating the identification of new studies via databases. Initial records total 10,020 across PubMed, Web of Science, Sport Discus, PsycINFO, and CNKI. After removing 3,507 duplicates, 6,513 records were screened. Of these, 6,354 were excluded by title and abstract. From 159 full-text articles assessed, 139 were excluded for various reasons, leaving 20 studies included in the final report.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Publication bias. <bold>(A)</bold> SE&#x2013;WB. <bold>(B)</bold> PA&#x2013;SE. <bold>(C)</bold> PA&#x2013;PR. <bold>(D)</bold> PA&#x2013;WB. <bold>(E)</bold> PR&#x2013;SE. <bold>(F)</bold> PR&#x2013;WB.</p>
</caption>
<graphic xlink:href="fpsyg-16-1621100-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Six funnel plots illustrate the standard error by Fisher's Z. Each plot shows a symmetrical distribution of data points around a central axis, with p-values ranging from 0.038 to 0.971. The plots are labeled A through F.</alt-text>
</graphic>
</fig>
<p>Given the substantial heterogeneity observed in the relationship between physical activity and wellbeing (see <xref ref-type="table" rid="tab2">Table 2</xref>), subgroup analyses were conducted based on type of happiness, age, and cultural background. Results indicated that the correlation between physical activity and psychological wellbeing (<italic>r</italic>&#x202F;=&#x202F;0.460, <italic>p</italic>&#x202F;=&#x202F;0.001) was stronger than that between physical activity and subjective wellbeing (<italic>r</italic>&#x202F;=&#x202F;0.298, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), although this difference was not statistically significant (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). No significant differences were found across age groups (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05), with the 25&#x2013;44&#x202F;years group exhibiting the highest correlation (<italic>r</italic>&#x202F;=&#x202F;0.573, <italic>p</italic>&#x202F;=&#x202F;0.160), followed by the &#x2265;45&#x202F;years group (<italic>r</italic>&#x202F;=&#x202F;0.230, <italic>p</italic>&#x202F;=&#x202F;0.001), and the &#x003C;25&#x202F;years group showing a moderate correlation (<italic>r</italic>&#x202F;=&#x202F;0.334, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Sampling method significantly moderated the relationship (<italic>Q</italic>&#x202F;=&#x202F;4.010, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), with on-site sampling yielding a higher correlation (<italic>r</italic>&#x202F;=&#x202F;0.195, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) compared to online sampling. Additionally, cultural background was a significant moderator (<italic>Q</italic>&#x202F;=&#x202F;9.381, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), with the association between physical activity and wellbeing being more pronounced among individuals from Eastern cultures (<italic>r</italic>&#x202F;=&#x202F;0.452, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) than those from Western cultures (<italic>r</italic>&#x202F;=&#x202F;0.171, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Subgroup analysis results.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Subgroup</th>
<th align="center" valign="top" rowspan="2"><italic>K</italic></th>
<th align="center" valign="top" rowspan="2">Effect size<break/>(<italic>r</italic>)</th>
<th align="center" valign="top" rowspan="2"><italic>P</italic></th>
<th align="center" valign="top" colspan="2">95% CI</th>
<th align="center" valign="top" rowspan="2"><italic>Q</italic>-value</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="7">Type</td>
</tr>
<tr>
<td align="left" valign="middle">Psychological wellbeing</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">0.460</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">0.198</td>
<td align="center" valign="middle">0.661</td>
<td align="center" valign="middle" rowspan="2">1.359</td>
</tr>
<tr>
<td align="left" valign="middle">Subjective wellbeing</td>
<td align="center" valign="middle">12</td>
<td align="center" valign="middle">0.298</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.186</td>
<td align="center" valign="middle">0.402</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">Age</td>
</tr>
<tr>
<td align="left" valign="middle">25&#x2013;44&#x202F;years</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">0.573</td>
<td align="center" valign="middle">0.160</td>
<td align="center" valign="middle">&#x2212;0.251</td>
<td align="center" valign="middle">0.915</td>
<td align="center" valign="middle" rowspan="3">1.883</td>
</tr>
<tr>
<td align="left" valign="middle">&#x2265;45&#x202F;years</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.230</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">0.096</td>
<td align="center" valign="middle">0.355</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;25&#x202F;years</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">0.334</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.205</td>
<td align="center" valign="middle">0.451</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">Sampling methods</td>
</tr>
<tr>
<td align="left" valign="middle">On-site</td>
<td align="center" valign="middle">10</td>
<td align="center" valign="middle">0.384</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.229</td>
<td align="center" valign="middle">0.521</td>
<td align="center" valign="middle" rowspan="2">4.010<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Online</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">0.195</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.091</td>
<td align="center" valign="middle">0.296</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">Culture</td>
</tr>
<tr>
<td align="left" valign="middle">Eastern</td>
<td align="center" valign="middle">12</td>
<td align="center" valign="middle">0.452</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.289</td>
<td align="center" valign="middle">0.589</td>
<td align="center" valign="middle" rowspan="2">9.381<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Western</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">0.171</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.106</td>
<td align="center" valign="middle">0.236</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>K&#x202F;=&#x202F;number of correlation coefficients; r&#x202F;=&#x202F;estimated correlation coefficient; &#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.005; &#x002A;&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x002A;&#x002A;&#x002A;&#x202F;=&#x202F;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec20">
<label>4.4</label>
<title>Meta-analytic structural equation modeling</title>
<sec id="sec21">
<label>4.4.1</label>
<title>Path analysis</title>
<p><xref ref-type="table" rid="tab4">Table 4</xref> presents the first stage of the TSSEM analysis, in which effect sizes were calculated from the correlation coefficients of 20 independent studies. The resulting correlation matrix was then imported into AMOS 27.0 software to perform the Meta-SEM analysis. Measurement error was estimated as 1 minus the average reliability coefficient (<italic>&#x03B1;</italic>), while the effective sample size was determined using the harmonic mean of the individual study sample sizes, following the approach of (<xref ref-type="bibr" rid="ref109">Viswesvaran and Ones, 1995</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Structural equation modeling matrix and total sample.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Physical activity</th>
<th align="center" valign="top">Wellbeing</th>
<th align="center" valign="top">Resilience</th>
<th align="center" valign="top">Self-efficacy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Physical activity</td>
<td align="center" valign="middle"><bold>0.817</bold></td>
<td align="center" valign="middle">23,377(20)</td>
<td align="center" valign="middle">12,411(11)</td>
<td align="center" valign="middle">14,285(14)</td>
</tr>
<tr>
<td align="left" valign="middle">Wellbeing</td>
<td align="center" valign="middle">0.347</td>
<td align="center" valign="middle"><bold>0.884</bold></td>
<td align="center" valign="middle">13,265(10)</td>
<td align="center" valign="middle">13,431(13)</td>
</tr>
<tr>
<td align="left" valign="middle">Resilience</td>
<td align="center" valign="middle">0.259</td>
<td align="center" valign="middle">0.410</td>
<td align="center" valign="middle"><bold>0.843</bold></td>
<td align="center" valign="middle">3,319(3)</td>
</tr>
<tr>
<td align="left" valign="middle">Self-efficacy</td>
<td align="center" valign="middle">0.363</td>
<td align="center" valign="middle">0.516</td>
<td align="center" valign="middle">0.546</td>
<td align="center" valign="middle"><bold>0.851</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The bold diagonal indicates the average reliability coefficient of the variable. Values below the diagonal represent correlations from meta-analysis, while those above show the total sample size, with the number of studies in parentheses. Harmonic mean&#x202F;=&#x202F;9309.675.</p>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="tab5">Table 5</xref> and <xref ref-type="fig" rid="fig2">Figure 2</xref> depict the second stage of the TSSEM analysis, where path analysis was conducted using the maximum likelihood estimation algorithm. The results indicate that physical activity significantly and positively influences multiple variables. Although physical activity&#x2019;s direct effect on wellbeing is relatively modest, with a standardized coefficient of 0.172 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), this effect remains statistically significant, thus supporting hypothesis H1. The strongest path coefficient was observed for the effect of physical activity on self-efficacy, with a standardized coefficient of 0.474 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), followed by a significant effect on resilience, with a coefficient of 0.366 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Furthermore, self-efficacy exerts a significant direct impact on wellbeing (standardized coefficient&#x202F;=&#x202F;0.423, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while resilience also positively influences wellbeing, though to a lesser extent (standardized coefficient&#x202F;=&#x202F;0.188, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The overall model demonstrated excellent fit, as evidenced by indices including &#x03C7;<sup>2</sup>/df&#x202F;=&#x202F;1.001, GFI&#x202F;=&#x202F;1.000, AGFI&#x202F;=&#x202F;0.999, SRMR&#x202F;=&#x202F;0.052, CFI&#x202F;=&#x202F;1.000, and IFI&#x202F;=&#x202F;1.000. Additionally, Hoelter&#x2019;s critical N of 10,649.157 indicates high statistical reliability and strong explanatory power of the model (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Model path coefficient analysis with the total sample.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Path</th>
<th align="center" valign="top">Ustd.</th>
<th align="center" valign="top">S. E.</th>
<th align="center" valign="top"><italic>Z</italic>-value</th>
<th align="center" valign="top"><italic>P</italic></th>
<th align="center" valign="top">Std.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">PA&#x202F;&#x2192;&#x202F;WB</td>
<td align="center" valign="middle">0.168</td>
<td align="center" valign="middle">0.013</td>
<td align="center" valign="middle">12.915</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.172</td>
</tr>
<tr>
<td align="left" valign="middle">PA&#x202F;&#x2192;&#x202F;PR</td>
<td align="center" valign="middle">0.368</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">30.769</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.366</td>
</tr>
<tr>
<td align="left" valign="middle">PA&#x202F;&#x2192;&#x202F;SE</td>
<td align="center" valign="middle">0.476</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">41.227</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.474</td>
</tr>
<tr>
<td align="left" valign="middle">SE&#x202F;&#x2192;&#x202F;WB</td>
<td align="center" valign="middle">0.412</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">34.866</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.423</td>
</tr>
<tr>
<td align="left" valign="middle">PR&#x202F;&#x2192;&#x202F;WB</td>
<td align="center" valign="middle">0.183</td>
<td align="center" valign="middle">0.011</td>
<td align="center" valign="middle">16.705</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.188</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">Model fit: Bollen-Stine &#x03C7;<sup>2</sup>&#x202F;=&#x202F;1.001, AGFI&#x202F;=&#x202F;0.999, SRMR&#x202F;=&#x202F;0.052, CFI&#x202F;=&#x202F;1.000, IFI&#x202F;=&#x202F;1.000, Hoelter&#x2019;s <italic>N</italic>&#x202F;=&#x202F;10649.157</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Ustd.&#x202F;=&#x202F;unstandardized coefficient, S.E.&#x202F;=&#x202F;standard error, &#x002A;&#x002A;&#x002A;&#x202F;=&#x202F;<italic>P</italic>&#x202F;&#x003C;&#x202F;0.001, Std.&#x202F;=&#x202F;standardized coefficient, &#x03C7;<sup>2</sup>&#x202F;=&#x202F;chi-square, df&#x202F;=&#x202F;degrees of freedom; GFI&#x202F;=&#x202F;goodness of fit index; AGFI&#x202F;=&#x202F;adjusted goodness of fit index; SRMR&#x202F;=&#x202F;standardized root mean square residual; CFI&#x202F;=&#x202F;comparative fit index; IFI&#x202F;=&#x202F;incremental fit index; Hoelter&#x2019;s <italic>N</italic>&#x202F;=&#x202F;Hoelter&#x2019;s critical N.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Meta-analytic structural equation model.</p>
</caption>
<graphic xlink:href="fpsyg-16-1621100-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Path analysis diagram showing relationships between physical activity and well-being. Circles represent latent variables: Physical_activity, Resilience, Self_efficacy, Well_being. Rectangles denote indicators: PA, PR, ES, WB. Arrows show relationships with path coefficients, e.g., Physical_activity to Resilience (.366), Resilience to Well_being (.188). Error terms (e1-e7) accompany indicators.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec22">
<label>4.4.2</label>
<title>Model comparison</title>
<p>To explore variations across studies related to wellbeing, separate MASEM analyses were conducted for samples representing subjective wellbeing (SWB) and psychological wellbeing (PWB), with the corresponding correlation matrices presented in <xref ref-type="table" rid="tab6">Tables 6</xref>, <xref ref-type="table" rid="tab7">7</xref>. As shown in <xref ref-type="table" rid="tab8">Table 8</xref>, all path coefficients in both models reached statistical significance. Comparative analysis indicated no significant differences between the SWB and PWB models (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). Furthermore, both models demonstrated good fit, as reflected in the indices reported in <xref ref-type="table" rid="tab9">Table 9</xref> and <xref ref-type="fig" rid="fig5">Figures 5</xref>, <xref ref-type="fig" rid="fig6">6</xref>.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Structural equation modeling matrix-psychological wellbeing sample.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Physical activity</th>
<th align="center" valign="top">Wellbeing</th>
<th align="center" valign="top">Resilience</th>
<th align="center" valign="top">Self-efficacy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Physical activity</td>
<td align="center" valign="middle"><bold>0.817</bold></td>
<td align="center" valign="middle">8,916(7)</td>
<td align="center" valign="middle">3,624(3)</td>
<td align="center" valign="middle">6,071(5)</td>
</tr>
<tr>
<td align="left" valign="middle">Wellbeing</td>
<td align="center" valign="middle">0.460</td>
<td align="center" valign="middle"><bold>0.884</bold></td>
<td align="center" valign="middle">3,624(3)</td>
<td align="center" valign="middle">6,071(5)</td>
</tr>
<tr>
<td align="left" valign="middle">Resilience</td>
<td align="center" valign="middle">0.212</td>
<td align="center" valign="middle">0.462</td>
<td align="center" valign="middle"><bold>0.843</bold></td>
<td align="center" valign="middle">779(1)</td>
</tr>
<tr>
<td align="left" valign="middle">Self-efficacy</td>
<td align="center" valign="middle">0.458</td>
<td align="center" valign="middle">0.681</td>
<td align="center" valign="middle">0.660</td>
<td align="center" valign="middle"><bold>0.851</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Harmonic&#x202F;=&#x202F;2634.854. The bold diagonal indicates the average reliability coefficient of the variable. Values below the diagonal represent correlations from meta-analysis, while those above show the total sample size, with the number of studies in parentheses.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Structural equation modeling matrix subjective wellbeing sample.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Physical activity</th>
<th align="center" valign="top">Wellbeing</th>
<th align="center" valign="top">Resilience</th>
<th align="center" valign="top">Self-efficacy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Physical activity</td>
<td align="center" valign="middle"><bold>0.817</bold></td>
<td align="center" valign="middle">14,098(12)</td>
<td align="center" valign="middle">8,787(6)</td>
<td align="center" valign="middle">6,250(8)</td>
</tr>
<tr>
<td align="left" valign="middle">Wellbeing</td>
<td align="center" valign="middle">0.298</td>
<td align="center" valign="middle"><bold>0.884</bold></td>
<td align="center" valign="middle">6,997(7)</td>
<td align="center" valign="middle">6,997(7)</td>
</tr>
<tr>
<td align="left" valign="middle">Resilience</td>
<td align="center" valign="middle">0.282</td>
<td align="center" valign="middle">0.386</td>
<td align="center" valign="middle"><bold>0.843</bold></td>
<td align="center" valign="middle">2,540(2)</td>
</tr>
<tr>
<td align="left" valign="middle">Self-efficacy</td>
<td align="center" valign="middle">0.356</td>
<td align="center" valign="middle">0.393</td>
<td align="center" valign="middle">0.481</td>
<td align="center" valign="middle"><bold>0.851</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Harmonic&#x202F;=&#x202F;5857.810. The bold diagonal indicates the average reliability coefficient of the variable. Values below the diagonal represent correlations from meta-analysis, while those above show the total sample size, with the number of studies in parentheses.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption>
<p>Model path coefficient analysis with psychological wellbeing and subjective wellbeing samples.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Path</th>
<th align="center" valign="top" rowspan="2">Model</th>
<th align="center" valign="top" rowspan="2">Ustd.</th>
<th align="center" valign="top" rowspan="2">S.E.</th>
<th align="center" valign="top" rowspan="2"><italic>Z</italic>-value</th>
<th align="center" valign="top" rowspan="2"><italic>P</italic></th>
<th align="center" valign="top" rowspan="2">Std.</th>
<th align="center" valign="top" colspan="2">Model comparison</th>
</tr>
<tr>
<th align="center" valign="top">CMIN</th>
<th align="center" valign="top"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">PA&#x202F;&#x2192;&#x202F;WB</td>
<td align="center" valign="middle">PWB</td>
<td align="center" valign="middle">0.160</td>
<td align="center" valign="middle">0.024</td>
<td align="center" valign="middle">6.775</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.161</td>
<td align="center" valign="middle" rowspan="2">0.004</td>
<td align="center" valign="middle" rowspan="2">0.950</td>
</tr>
<tr>
<td align="center" valign="middle">SWB</td>
<td align="center" valign="middle">0.162</td>
<td align="center" valign="middle">0.016</td>
<td align="center" valign="middle">10.102</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.163</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">PA&#x202F;&#x2192;&#x202F;PR</td>
<td align="center" valign="middle">PWB</td>
<td align="center" valign="middle">0.356</td>
<td align="center" valign="middle">0.023</td>
<td align="center" valign="middle">15.757</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.354</td>
<td align="center" valign="middle" rowspan="2">0.000</td>
<td align="center" valign="middle" rowspan="2">0.956</td>
</tr>
<tr>
<td align="center" valign="middle">SWB</td>
<td align="center" valign="middle">0.356</td>
<td align="center" valign="middle">0.015</td>
<td align="center" valign="middle">23.493</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.354</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">PA&#x202F;&#x2192;&#x202F;SE</td>
<td align="center" valign="middle">PWB</td>
<td align="center" valign="middle">0.603</td>
<td align="center" valign="middle">0.021</td>
<td align="center" valign="middle">28.977</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.599</td>
<td align="center" valign="middle" rowspan="2">0.000</td>
<td align="center" valign="middle" rowspan="2">0.988</td>
</tr>
<tr>
<td align="center" valign="middle">SWB</td>
<td align="center" valign="middle">0.603</td>
<td align="center" valign="middle">0.014</td>
<td align="center" valign="middle">43.205</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.599</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">SE&#x202F;&#x2192;&#x202F;WB</td>
<td align="center" valign="middle">PWB</td>
<td align="center" valign="middle">0.649</td>
<td align="center" valign="middle">0.022</td>
<td align="center" valign="middle">29.564</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.656</td>
<td align="center" valign="middle" rowspan="2">0.044</td>
<td align="center" valign="middle" rowspan="2">0.834</td>
</tr>
<tr>
<td align="center" valign="middle">SWB</td>
<td align="center" valign="middle">0.656</td>
<td align="center" valign="middle">0.015</td>
<td align="center" valign="middle">44.080</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.663</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">PR&#x202F;&#x2192;&#x202F;WB</td>
<td align="center" valign="middle">PWB</td>
<td align="center" valign="middle">0.045</td>
<td align="center" valign="middle">0.017</td>
<td align="center" valign="middle">2.598</td>
<td align="center" valign="middle">0.009</td>
<td align="center" valign="middle">0.046</td>
<td align="center" valign="middle" rowspan="2">0.000</td>
<td align="center" valign="middle" rowspan="2">0.985</td>
</tr>
<tr>
<td align="center" valign="middle">SWB</td>
<td align="center" valign="middle">0.046</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">3.874</td>
<td align="center" valign="middle">&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.046</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>PWB&#x202F;=&#x202F;psychological wellbeing samples; SWB&#x202F;=&#x202F;Subjective wellbeing samples. &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab9">
<label>Table 9</label>
<caption>
<p>Model fit.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Model</th>
<th align="center" valign="top">Bollen-Stine &#x03C7;<sup>2</sup></th>
<th align="center" valign="top">df</th>
<th align="center" valign="top">AGFI</th>
<th align="center" valign="top">SRMR</th>
<th align="center" valign="top">CFI</th>
<th align="center" valign="top">IFI</th>
<th align="center" valign="top">Hoelter&#x2019;s <italic>N</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">SWB</td>
<td align="center" valign="middle">1.004</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">0.052</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">6680.547</td>
</tr>
<tr>
<td align="left" valign="middle">PWB</td>
<td align="center" valign="middle">0.976</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">0.052</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">3091.092</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Model path coefficient analysis with psychological wellbeing.</p>
</caption>
<graphic xlink:href="fpsyg-16-1621100-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Path diagram illustrating relationships between variables: Physical Activity (PA), Resilience, Self-efficacy (ES), and Well-being (PWB). Arrows indicate direction and magnitude of relationships, with numerical values describing their strength. Circles e1 to e7 represent error terms. Paths include Physical Activity to Resilience (0.354), Physical Activity to Well-being (0.161), and Self-efficacy to Well-being (0.556).</alt-text>
</graphic>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Model path coefficient analysis with subjective wellbeing.</p>
</caption>
<graphic xlink:href="fpsyg-16-1621100-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram showing relationships between variables: Physical Activity influences Resilience, Self-efficacy, and Well-being. Resilience, measured by PR, also affects Well-being. Self-efficacy, measured by ES, impacts Well-being. Each variable has associated measurement errors e1 to e7. Arrows indicate directions and strengths of relationships, labeled with numerical values.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec23">
<label>4.4.3</label>
<title>Mediation analysis</title>
<p>Monte Carlo simulations with 500 replications are generally regarded as sufficient for obtaining precise statistical estimates (<xref ref-type="bibr" rid="ref22">Chen et al., 2008</xref>). To assess the mediating effects of physical activity on wellbeing, we utilized 5,000 bootstrap samples with a 95% confidence interval to ensure more accurate and stable estimates. As presented in <xref ref-type="table" rid="tab7">Table 7</xref>, the bootstrap results confirm that self-efficacy significantly and positively mediates the relationship between physical activity and wellbeing (standardized indirect effect&#x202F;=&#x202F;0.196, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while resilience also exerts a significant positive mediating effect (standardized indirect effect&#x202F;=&#x202F;0.068, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). These findings support Hypotheses 2 and 3 (<xref ref-type="table" rid="tab10">Table 10</xref>).</p>
<table-wrap position="float" id="tab10">
<label>Table 10</label>
<caption>
<p>Mediation effect test.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="3">Path</th>
<th align="center" valign="top" rowspan="3">Point estimate</th>
<th align="center" valign="top" colspan="2" rowspan="2">Product 0f coefficient</th>
<th align="center" valign="top" colspan="4">Monte Carlo 5,000 time 95% CI</th>
</tr>
<tr>
<th align="center" valign="top" colspan="2">Bias-corrected</th>
<th align="center" valign="top" colspan="2">Percentile</th>
</tr>
<tr>
<th align="center" valign="top">SE</th>
<th align="center" valign="top"><italic>Z</italic>-value</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="8">Indirect effects</td>
</tr>
<tr>
<td align="left" valign="middle">Physical activity&#x2192;Self-efficacy&#x2192;Wellbeing</td>
<td align="center" valign="middle">0.196</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">19.600</td>
<td align="center" valign="middle">0.181</td>
<td align="center" valign="middle">0.213</td>
<td align="center" valign="middle">0.181</td>
<td align="center" valign="middle">0.213</td>
</tr>
<tr>
<td align="left" valign="middle">Physical activity&#x2192;Resilience&#x2192;Wellbeing</td>
<td align="center" valign="middle">0.068</td>
<td align="center" valign="middle">0.05</td>
<td align="center" valign="middle">11.333</td>
<td align="center" valign="middle">0.058</td>
<td align="center" valign="middle">0.078</td>
<td align="center" valign="middle">0.058</td>
<td align="center" valign="middle">0.078</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">Direct effects</td>
</tr>
<tr>
<td align="left" valign="middle">Physical activity&#x2192;Wellbeing</td>
<td align="center" valign="middle">0.168</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">10.500</td>
<td align="center" valign="middle">0.144</td>
<td align="center" valign="middle">0.192</td>
<td align="center" valign="middle">0.144</td>
<td align="center" valign="middle">0.192</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">Total effects</td>
</tr>
<tr>
<td align="left" valign="middle">Physical activity&#x2192;Wellbeing</td>
<td align="center" valign="middle">0.432</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">28.800</td>
<td align="center" valign="middle">0.408</td>
<td align="center" valign="middle">0.456</td>
<td align="center" valign="middle">0.409</td>
<td align="center" valign="middle">0.456</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec24">
<label>5</label>
<title>Discussion</title>
<p>This study investigates the relationship between physical exercise and happiness, focusing on its impact on individual wellbeing through mediating mechanisms. Our findings indicate a significant positive association between physical activity and wellbeing (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Subgroup analyses revealed a stronger correlation with PWB (<italic>r</italic>&#x202F;=&#x202F;0.460, <italic>p</italic>&#x202F;=&#x202F;0.001) compared to SWB (<italic>r</italic>&#x202F;=&#x202F;0.298, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), although this difference was not statistically significant (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). The association was most pronounced in the 25&#x2013;44 age group (<italic>r</italic>&#x202F;=&#x202F;0.573, <italic>p</italic>&#x202F;=&#x202F;0.160) and comparatively weaker among individuals aged 45 and above (<italic>r</italic>&#x202F;=&#x202F;0.230, <italic>p</italic>&#x202F;=&#x202F;0.001). Additionally, effect sizes were larger in studies employing on-site sampling relative to those using online methods, and the relationship between physical activity and wellbeing was stronger within Eastern cultural contexts than in Western ones. We further examined the pathways through which physical activity influences wellbeing, focusing on the mediating roles of resilience and self-efficacy. All path coefficients were statistically significant, highlighting the important mediating effects of both self-efficacy and resilience, despite some inconsistencies reported in previous studies.</p>
<sec id="sec25">
<label>5.1</label>
<title>The relationship between physical activity and wellbeing</title>
<p>Our study identified a significant association between physical activity and wellbeing (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), suggesting that physical activity positively influences wellbeing, consistent with prior research. Notably, the correlation between physical activity and PWB (<italic>r</italic>&#x202F;=&#x202F;0.460) was stronger than that with SWB (<italic>r</italic>&#x202F;=&#x202F;0.298), underscoring the multifaceted impact of physical activity on psychological dimensions of wellbeing. This aligns with findings by <xref ref-type="bibr" rid="ref48">Hassm&#x00E9;n et al. (2000)</xref>, who reported that aerobic exercise significantly reduced depressive symptoms and enhanced SWB (<italic>r</italic>&#x202F;=&#x202F;0.41, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Moreover, a meta-analysis by <xref ref-type="bibr" rid="ref17">Buecker et al. (2021)</xref> corroborated these results, confirming a comparable association between physical activity and SWB in healthy populations.</p>
<p>Our findings demonstrate a significant positive association between physical activity and wellbeing (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), with physical activity serving as a predictor of wellbeing. Comparative analyses revealed no significant difference between the path coefficients linking physical activity to PWB and SWB (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). In contrast to earlier systematic (<xref ref-type="bibr" rid="ref72">Marquez et al., 2020</xref>) and narrative reviews (<xref ref-type="bibr" rid="ref42">Fox, 1999</xref>), our study conceptualizes wellbeing as comprising two distinct types: PWB and SWB. Prior research suggests that SWB is more sensitive to emotional fluctuations, whereas PWB depends on the development of more stable skills and capacities, leading to greater stability over time (<xref ref-type="bibr" rid="ref34">Diener, 2014</xref>; <xref ref-type="bibr" rid="ref102">Steger, 2016</xref>). Although we observed no statistically significant difference between these types (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05), this distinction provides a nuanced theoretical framework for understanding how physical activity differentially influences various dimensions of wellbeing. Supporting this, <xref ref-type="bibr" rid="ref104">Vallance et al. (2023)</xref> found that higher moderate-to-vigorous physical activity levels were linked to reduced depressive symptoms, lower depression risk, and enhanced wellbeing and life satisfaction. Our study corroborates these findings through structural model validation and broadens their interpretive context.</p>
<p>Our analysis revealed the strongest correlation between physical activity and wellbeing in the 25&#x2013;44 age group (<italic>r</italic> =&#x202F;0.573). Individuals in this life stage often face increased occupational and familial pressures, which may amplify the relationship between physical activity and health outcomes (<xref ref-type="bibr" rid="ref54">Infurna et al., 2020</xref>). However, this correlation did not reach statistical significance (<italic>p</italic> =&#x202F;0.160), possibly due to limited sample size or heterogeneity within the group. Reviewing three studies related to the 25&#x2013;44 age group, we identified several key factors that may influence this relationship. First, <xref ref-type="bibr" rid="ref47">Guo and Jiang (2023)</xref> examined the relationship between physical activity and mental health in teachers within high-pressure environments, emphasizing that confounding variables such as social support and work stress might weaken the direct link between physical activity and wellbeing. Second, <xref ref-type="bibr" rid="ref12">Briki (2018)</xref> pointed out that self-control, goal progress, and self-efficacy are crucial for enhancing wellbeing, indicating that mental wellbeing is influenced not only by physical activity but also by individual characteristics and life circumstances, complicating the research findings. Finally, <xref ref-type="bibr" rid="ref37">Donizzetti (2023)</xref> found that the relationship between individual mental health and physical activity changed significantly during the early and later stages of the COVID-19 pandemic; the pandemic environment may affect the efficacy of physical activity, highlighting the importance of time factors in mental health. Therefore, while a positive correlation between physical activity and wellbeing was observed in the 25&#x2013;44 age group, this non-significant result may reflect the complex psychosocial backdrop and various confounding factors at play. Significant differences exist between Eastern and Western cultures regarding the relationship between physical exercise and wellbeing (<italic>p</italic> &#x003C;&#x202F;0.05). Research on leisure-time physical activity among university students in Mediterranean cultures supports this, underscoring the critical role of cultural factors in shaping individuals&#x2019; experiences with physical activity (<xref ref-type="bibr" rid="ref79">Molina-Garc&#x00ED;a et al., 2011</xref>). <xref ref-type="bibr" rid="ref93">Richards et al. (2015)</xref> identified a positive dose&#x2013;response relationship between physical exercise and wellbeing across multiple countries, suggesting that the type and cultural context of exercise influence its impact on wellbeing uniquely. Meta-analytic results reveal a stronger correlation in Eastern cultures (<italic>r</italic> =&#x202F;0.452) compared to Western cultures (<italic>r</italic> =&#x202F;0.171). Cultural background profoundly shapes cognition, communication, decision-making, and social behaviors, which likely contributes to these differences. Cross-cultural studies have documented substantial variations in the subjective experience of wellbeing, with Western cultures typically emphasizing individualism, autonomy, and self-actualization, while Eastern cultures prioritize self-transcendence and harmonious coexistence with the collective and cosmos (<xref ref-type="bibr" rid="ref60">Joshanloo, 2014</xref>; <xref ref-type="bibr" rid="ref106">Veenhoven, 2009</xref>). In Eastern contexts, collectivist values may amplify the mental health benefits of physical activity by fostering social bonding through group-based exercise (<xref ref-type="bibr" rid="ref68">Lin et al., 2022</xref>). Therefore, recognizing cultural factors is essential for a comprehensive understanding of how physical activity relates to wellbeing across diverse populations, particularly in appreciating the specific influences of cultural values.</p>
<p>From a sampling methodology perspective, effect sizes derived from on-site sampling were larger than those obtained through online methods, suggesting that the data collection environment may systematically influence participants&#x2019; self-reported behaviors. While <xref ref-type="bibr" rid="ref49">Hawker (2012)</xref> employed on-site measurements among nursing students, the study did not compare sampling approaches, limiting insights into how different methods may affect results. Meanwhile, online sampling has gained prominence during global health crises such as the COVID-19 pandemic. <xref ref-type="bibr" rid="ref1">Abdelbasset et al. (2021)</xref> reported significant shifts in physical activity patterns during the pandemic, and <xref ref-type="bibr" rid="ref33">De Man et al. (2021)</xref> observed a rapid transition from traditional on-site sampling to online survey methods using rating scales. These developments underscore the considerable impact of sampling methodology on the reliability and generalizability of research findings, highlighting the need for careful methodological consideration in study design.</p>
</sec>
<sec id="sec26">
<label>5.2</label>
<title>The mediating mechanism of self-efficacy and resilience</title>
<p>Research indicates that exploring mediating factors in the relationship between physical exercise and mental health provides robust evidence particularly in the domains of wellbeing, self-efficacy, and resilience (<xref ref-type="bibr" rid="ref113">White et al., 2024</xref>). This study corroborates that the positive impact of physical exercise on individual wellbeing is largely mediated through enhancements in self-efficacy and resilience. Within the self-efficacy pathway, grounded in the &#x2018;mastery experience&#x2019; concept from social cognitive theory, engaging in progressively challenging exercise tasks allows individuals to build and strengthen their belief in their ability to overcome difficulties through practical accomplishment (<xref ref-type="bibr" rid="ref6">Beauchamp et al., 2019</xref>). For instance, <xref ref-type="bibr" rid="ref69">Liu et al. (2024)</xref> found that structured yoga programs focusing on systematic postural training improved female university students&#x2019; body control perception, which in turn helped regulate their emotions. Similarly, <xref ref-type="bibr" rid="ref103">Sui et al. (2021)</xref> demonstrated that self-efficacy served as a critical mediator in managing negative emotions among healthcare workers during the COVID-19 pandemic. These findings collectively underscore the integral role of self-efficacy in mental health and highlight how physical exercise fosters both resilience and overall personal wellbeing.</p>
<p>The mediating role of resilience indicates that physical activity contributes to wellbeing through both direct and indirect mechanisms by enhancing resilience. This finding is consistent with the resilience model, which proposes that physical activity improves physiological functioning and influences psychological adaptation patterns through neuroplasticity (<xref ref-type="bibr" rid="ref28">Connor and Davidson, 2003</xref>). Specifically, physical activity reduces emotional stress via physiological mechanisms, such as the release of endorphins, and strengthens individuals&#x2019; ability to cope with adversity through psychological processes, such as building frustration tolerance during exercise (<xref ref-type="bibr" rid="ref110">Wang et al., 2023</xref>; <xref ref-type="bibr" rid="ref36">Dong and Lin, 2025</xref>). The mediating effect size for self-efficacy (0.196) was significantly greater than that of physical activity (0.068), likely due to self-efficacy&#x2019;s more direct influence on behavioral motivation. According to social cognitive theory, individuals with higher self-efficacy are more likely to adopt adaptive coping strategies, set realistic goals, and persist in the face of challenges (<xref ref-type="bibr" rid="ref8">Benight and Bandura, 2004</xref>). Empirical studies support this view, showing that individuals with high self-efficacy are more likely to follow through on their plans and achieve goals, such as maintaining a low glycemic index diet (<xref ref-type="bibr" rid="ref78">Miller et al., 2012</xref>). In contrast, resilience pertains to an individual&#x2019;s dynamic ability to adapt to significant adversity (<xref ref-type="bibr" rid="ref70">Luthar et al., 2000</xref>). People may display varying levels of resilience depending on the situation, sometimes showing resilience, and other times not. This context-dependent nature may explain why resilience demonstrates a smaller mediating effect compared to self-efficacy (<xref ref-type="bibr" rid="ref107">Vella and Pai, 2019</xref>).</p>
</sec>
<sec id="sec27">
<label>5.3</label>
<title>Implications of the research</title>
<p>The study&#x2019;s results reveal a significant correlation between physical activity and wellbeing, with resilience and self-efficacy identified as key mediators, carrying important implications for clinical practice, education, and workplace interventions. In clinical settings, healthcare providers can utilize these findings to design targeted exercise programs for patients experiencing anxiety and depression, encouraging engagement in team sports or fitness activities to enhance physical health and strengthen self-efficacy. Within educational contexts, teachers can develop curricula that incorporate physical activity to improve students&#x2019; mental health by alleviating anxiety and depression while fostering self-esteem and social connectedness. In the workplace, organizations should acknowledge the mental health benefits of physical activity by implementing initiatives such as light resistance training and walking programs to promote employee wellbeing. Furthermore, policymakers must prioritize physical activity within public health strategies, recognizing its positive impact on mental health across diverse cultural contexts. Consequently, governments and organizations should intensify public health campaigns to encourage greater physical activity participation among all populations, particularly in response to the escalating prevalence of mental health challenges.</p>
</sec>
<sec id="sec28">
<label>5.4</label>
<title>Limitations</title>
<p>This review systematically searched five Chinese and English databases and incorporated more relevant studies using an extensive screening strategy. Multiple tests for publication bias confirmed the robustness of the findings, indicating a high level of confidence in this study. However, there are notable limitations. First, although the sample covers multiple countries and regions, the uneven distribution of Eastern and Western cultures (with more studies from the East than the West) and the small sample size of older adults limit the statistical validity of the results. Therefore, future research should expand the sample size, particularly by including more participants with Western cultural backgrounds, to further investigate the generalizability of the results. Second, while existing studies have explored the relationship between physical exercise and mental health from various perspectives, the effects of potential moderating variables such as gender, baseline health status, and socioeconomic status have not been adequately analyzed. Thus, future research should further investigate the roles of these moderating variables. Additionally, most of the studies included in MASEM were cross-sectional; future research should consider updating statistical methods and incorporating more intervention studies to enhance reliability.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec29">
<label>6</label>
<title>Conclusion</title>
<p>This study employed the MASEM approach to develop and test a comprehensive model examining the relationships among physical activity, wellbeing, self-efficacy, and resilience, with the goal of aiding health promoters in understanding how physical activity impacts wellbeing. The findings demonstrated a significant positive correlation between physical activity and wellbeing, with this association being particularly pronounced within Eastern cultural contexts. Both the SWB and PWB models revealed significant path relationships, with no statistically significant differences observed between them. Moreover, physical activity was found to enhance wellbeing indirectly through the mediating effects of self-efficacy and resilience, highlighting the importance of these psychological mechanisms in the physical activity-wellbeing nexus.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec30">
<title>Data availability statement</title>
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<title>Supplementary material</title>
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<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://www.psychometrica.de/correlation.html" ext-link-type="uri">https://www.psychometrica.de/correlation.html</ext-link></p></fn>
</fn-group>
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