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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>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2024.1359626</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 impact of boarding school on student development in primary and secondary schools: a meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zhong</surname> <given-names>Zhiyong</given-names></name><uri xlink:href="https://loop.frontiersin.org/people/2070893/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Feng</surname> <given-names>Yang</given-names></name><uri xlink:href="https://loop.frontiersin.org/people/2613456/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Xu</surname> <given-names>Yongqi</given-names></name><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1941960/overview"/>
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</contrib-group>
<aff><institution>School of Education, Minzu University of China</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Cheng Yong Tan, The University of Hong Kong, Hong Kong SAR, China</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: G&#x00FC;l Kadan, Cankiri Karatekin University, T&#x00FC;rkiye</p>
<p>Sonia Salvo-Garrido, University of La Frontera, Chile</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yongqi Xu, <email>xyqzymzdx@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1359626</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Zhong, Feng and Xu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhong, Feng and Xu</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>
<p>As a long-established model of schooling, the boarding system is commonly practiced in countries around the world. Numerous scholars have conducted a great deal of research on the relationship between the boarding school and student development, but the results of the research are quite divergent. In order to clarify the real effects of boarding school on students&#x2019; development, this study used meta-analysis to quantify 49 (91 effect sizes) experimental or quasi-experimental studies on related topics at home and abroad. The results find that: (1) Overall, boarding school has no significant predictive effect on student development, with a combined effect size of 0.002 (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05); (2) Specifically, boarding school has a significant positive predictive effect on students&#x2019; cognitive development (<italic>g</italic>&#x2009;=&#x2009;0.248, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), a significant negative predictive effect on students&#x2019; affective and attitudinal development (<italic>g</italic>&#x2009;=&#x2009;&#x2212;0.159, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), and no significant predictive effect on students&#x2019; behavioral development (<italic>g</italic>&#x2009;=&#x2009;&#x2212;0.115, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05) and physical development (<italic>g</italic>&#x2009;=&#x2009;&#x2212;0.038, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05); (3) The relationship between the two is moderated by the school stage and the type of boarding school, but not by the instruments; (4) Compared with primary school students, senior high school students and urban boarding students, the negative predictive effect of boarding system on junior middle school students and rural boarding students is more significant. In addition, there are some limitations in the study, such as the limited number of moderator variables included, the results of the study are easily affected by the quality of the included literature, and the dimensionality of the core variable &#x201C;student development&#x201D; is not comprehensive enough. In the future, further validation should be conducted through in-depth longitudinal or experimental studies.</p>
</abstract>
<kwd-group>
<kwd>boarding school</kwd>
<kwd>student development</kwd>
<kwd>meta-analysis</kwd>
<kwd>primary and secondary school students</kwd>
<kwd>effect size</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="10"/>
<equation-count count="0"/>
<ref-count count="61"/>
<page-count count="12"/>
<word-count count="8401"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Educational Psychology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Boarding school, which began in British public schools, is a common form of schooling that provides students with accommodation and food, and integrates personal lives of students with their academic lives (<xref ref-type="bibr" rid="ref12">Dong, 2012</xref>). In boarding schools, a relatively closed school management model is generally adopted, and dormitories, canteens and other related living facilities are equipped to meet the basic living needs of students. The boarding school, as a mode of schooling, not only has a relatively long history in the West, but also has been practiced in China for nearly 40 years or so, covering all stages from kindergarten to university. There has been a great deal of academic research around boarding school, mainly including studies on the functions of boarding school (<xref ref-type="bibr" rid="ref49">White, 2004</xref>), the internal management problems of schools (<xref ref-type="bibr" rid="ref59">Zhang, 2006</xref>), the impact of boarding school on the physical and mental development of students (<xref ref-type="bibr" rid="ref21">Kahane, 1988</xref>), and the relationship between boarding school and families (<xref ref-type="bibr" rid="ref3">Ben-David and Erez-Darvish, 1997</xref>). With the increasing size of boarding school and the younger age of boarding students, boarding school has become an important and unique part of the school system. In recent years, research on the boarding school has gradually shifted from exploring the value implications to promoting students&#x2019; development, such as the impact of boarding on students&#x2019; academic performance (<xref ref-type="bibr" rid="ref15">Foliano et al., 2019</xref>) and the impact of boarding on students&#x2019; mental health (<xref ref-type="bibr" rid="ref56">Yang and Yan, 2022</xref>). However, these studies only discuss the relationship between boarding school and one aspect of student development. Indeed, student development encompasses multiple aspects of the educational process and developmental content (<xref ref-type="bibr" rid="ref34">Pan, 2019</xref>). At the same time, some studies have pointed out that although boarding school helps students accept multiculturalism, promote students&#x2019; socialization (<xref ref-type="bibr" rid="ref49">White, 2004</xref>) and enhance students&#x2019; academic performance (<xref ref-type="bibr" rid="ref61">Zhou and Xu, 2021</xref>), there are also some negative effects, such as affecting the formation of students&#x2019; personality (<xref ref-type="bibr" rid="ref38">Schaverien, 2010</xref>) causing social and emotional distress to students (<xref ref-type="bibr" rid="ref23">Kleinfeld and Bloom, 1977</xref>), and affecting physical development (<xref ref-type="bibr" rid="ref54">Xu et al., 2014</xref>). So, how does boarding actually affect the overall development of students? Are there differences in the role of different aspects of student development in a boarding environment? It is not only a summary of the effectiveness of the boarding school that has been implemented for a long time, but also an important question that needs to be answered urgently in order to promote the normalization and under-aging of boarding school.</p>
<sec id="sec2">
<title>The correlation between boarding school and the development of students</title>
<p>Many studies have centered on the impact of boarding school on student development at different school stages, types of boarding school and instruments. However, there are some differences in the findings of the studies, which are broadly divided into three categories.</p>
<p>The first view is that boarding school has a significant positive predictive effect on student development. On the one hand, boarding school increases and standardizes the study time of students by providing a collectivized learning and living environment (<xref ref-type="bibr" rid="ref57">Yao et al., 2018</xref>), which in turn improves students&#x2019; academic achievement (<xref ref-type="bibr" rid="ref11">Curto and Fryer, 2014</xref>; <xref ref-type="bibr" rid="ref2">Behaghel et al., 2017</xref>; <xref ref-type="bibr" rid="ref15">Foliano et al., 2019</xref>). At the same time, boarding school also reduces students&#x2019; undesirable behaviors, such as a decline in absenteeism (<xref ref-type="bibr" rid="ref32">Martin et al., 2014</xref>), and has a positive impact on students&#x2019; cognitive development. A survey by the American Association of Boarding Schools (2013) found that 68% of boarding school students believed that boarding school had helped them improve self-discipline, maturity, independence, cooperative learning, and critical thinking. On the other hand, group home living increases contact between students and promotes emotional communication and companionship among peers (<xref ref-type="bibr" rid="ref32">Martin et al., 2014</xref>; <xref ref-type="bibr" rid="ref5">Bosmans and Kerns, 2015</xref>). This close peer relationship not only helps boarding students better adapt to school life (<xref ref-type="bibr" rid="ref39">Segal, 2013</xref>) and enhance their ability to live independently (<xref ref-type="bibr" rid="ref30">Ma, 2012</xref>), but also increases student satisfaction with school and life, and promotes the development of students&#x2019; healthy personality (<xref ref-type="bibr" rid="ref50">Wu et al., 2011</xref>). In addition, good peer relationships also serve as role models that can continuously stimulate students&#x2019; motivation and promote their interest in learning (<xref ref-type="bibr" rid="ref22">Kennedy, 2010</xref>). Multi-subject attachment theory suggests that the scope of the attachment relationship is not limited to the parent&#x2013;child relationship, and that teachers, as one of the important attachment objects for boarding students, can to some extent &#x201C;substitute for the parents&#x201D; and &#x201C;compensate&#x201D; for the lack of parent&#x2013;child relationship of boarding students (<xref ref-type="bibr" rid="ref45">Verschueren and Koomen, 2012</xref>). Supported by the theory of humanities and sociology and with the help of students&#x2019; autobiographies, <xref ref-type="bibr" rid="ref49">White (2004)</xref> also amply substantiated the important role of boarding school in the development of students.</p>
<p>The second view is that boarding school has a significant negative predictive effect on student development. First of all, boarding school adopts a relatively closed management mode, which weakens the influence of the family and society in the growth of students, and causes certain harm to the physical and mental development of students (<xref ref-type="bibr" rid="ref38">Schaverien, 2010</xref>). Especially for younger students, they are more dependent on their families, so the role of family environment is more important for their socialization (<xref ref-type="bibr" rid="ref55">Yan et al., 2013</xref>). Secondly, boarding school is strictly regulated and competition within schools is fierce (<xref ref-type="bibr" rid="ref57">Yao et al., 2018</xref>). Coupled with the dilution of parent&#x2013;child relationship, students lack effective emotional support (<xref ref-type="bibr" rid="ref58">Ye and Pan, 2007</xref>). As a result, boarding students are more likely to develop aversion to studying, leading to a decline in academic performance (<xref ref-type="bibr" rid="ref27">Lu and Du, 2010</xref>), which in turn leads to undesirable behaviors, such as truancy, school bullying and dropping out of school (<xref ref-type="bibr" rid="ref36">Pfeiffer and Pinquart, 2014</xref>; <xref ref-type="bibr" rid="ref41">Shi and Zhao, 2016</xref>). Finally, the boarding environment increases the density of interactions between students, which tends to produce the contagion of negative emotions among peers (<xref ref-type="bibr" rid="ref25">Li and Lin, 2019</xref>). It usually manifests itself in the form of interpersonal hypersensitivity, accompanied by depression, anxiety, paranoia and various other negative emotions and psychological problems (<xref ref-type="bibr" rid="ref33">Niknami et al., 2011</xref>; <xref ref-type="bibr" rid="ref31">Mander et al., 2014</xref>).</p>
<p>The third view is that boarding does not show significant differences in learning goals, learning engagement and mental health of students (<xref ref-type="bibr" rid="ref24">Li, 2007</xref>; <xref ref-type="bibr" rid="ref32">Martin et al., 2014</xref>). On the one hand, although boarding students have more psychological problems at the time of admission, as they move up the grades, they become more resilient to school life and their psychological problems gradually decrease (<xref ref-type="bibr" rid="ref26">Liu et al., 2004</xref>; <xref ref-type="bibr" rid="ref52">Xiao et al., 2010</xref>). On the other hand, boarding students can only communicate with their parents by phone as well as at home on weekends, which can not only dilute parent&#x2013;child conflicts, but also satisfy students&#x2019; psychology of freedom and independence. Therefore, it is conducive to the development of parent&#x2013;child relationship (<xref ref-type="bibr" rid="ref40">Shen, 2021</xref>). Additionally, the problem of parental attachment is mitigated due to the growing influence of teacher-student and peer relationships on students (<xref ref-type="bibr" rid="ref51">Wu et al., 2021</xref>).</p>
</sec>
<sec id="sec3">
<title>Potential moderators of the association between boarding school and the development of students</title>
<p>Different school stages can affect the effectiveness of boarding school on student development. Most studies identify age characteristics as the main factor influencing students&#x2019; mental health (<xref ref-type="bibr" rid="ref35">Papworth, 2014</xref>; <xref ref-type="bibr" rid="ref48">Wang and Mao, 2015</xref>). Primary school boarding students are young and have an imperfect level of physical and mental development. When primary school students are faced with an unfamiliar living environment, they often experience psychological maladaptation and difficulties in interpersonal interactions (<xref ref-type="bibr" rid="ref47">Wang, 2015</xref>). Due to their relatively complete physical and mental development, junior middle school boarding students have basically formed psychological qualities such as cooperation, self-discipline and freedom, and have a relatively favorable psychological environment. It further supports the negative effects of underage boarding on children&#x2019;s emotions and socialization (<xref ref-type="bibr" rid="ref47">Wang, 2015</xref>). In addition, research is more divergent when it comes to academic development. Some scholars believed that there is no significant difference in the impact of boarding school on the academic performance of students in different grades (<xref ref-type="bibr" rid="ref6">Bozdo&#x011F;an et al., 2014</xref>), and at the same time, boarding has the same degree of positive impact on students in all grades (<xref ref-type="bibr" rid="ref16">Gao, 2017</xref>). However, some scholars used instrumental variable regression to show that boarding has a more significant impact on the academic performance of primary school students, but not on junior middle school students (<xref ref-type="bibr" rid="ref37">Qiao and Di, 2014</xref>). Thus, the effect of boarding school on student development may be moderated by different school stages.</p>
<p>Different types of boarding school affect the effectiveness of boarding on student development. In general, boarding school can be categorized into rural boarding school and urban boarding school. Studies with rural boarding students concluded that boarding school has a positive impact on the academic performance of rural students (<xref ref-type="bibr" rid="ref16">Gao, 2017</xref>), which is consistent with the findings of numerous studies (<xref ref-type="bibr" rid="ref13">Du et al., 2010</xref>; <xref ref-type="bibr" rid="ref22">Kennedy, 2010</xref>); but studies with urban boarding students found that urban boarding students have a significant advantage in academic performance (<xref ref-type="bibr" rid="ref53">Xu, 2019</xref>) and a better psychological condition than rural boarding students (<xref ref-type="bibr" rid="ref29">Luo, 2013</xref>). Compared to rural boarding students, urban boarding students have better access to social resources, boarding environment, faculty, and more advanced concept of family education (<xref ref-type="bibr" rid="ref44">Tan, 2020</xref>). In summary, there are some differences in the impact that different types of boarding school have on student development.</p>
<p>In terms of instruments, standardized scales, standardized tests, and self-administered questionnaires are widely used at present. Therefore, they can be divided into two categories: standardized and non-standardized instruments. The use of different instruments may affect the effectiveness of boarding on student development. For example, a self-administered questionnaire, the Mental Health Questionnaire for Junior Middle School Students, was used to measure the mental health level of students, and the results showed that the mental health of boarding students is significantly higher than that of non-boarding students (<xref ref-type="bibr" rid="ref60">Zhang, 2020</xref>); the results measured using the Diagnostic Test of Mental Health (MHT) is the opposite of the former, showing that the mental health of non-boarding students is significantly better than that of boarding students (<xref ref-type="bibr" rid="ref7">Chen, 2016</xref>). It follows that the effect of boarding school on student development may be moderated by the instruments.</p>
</sec>
<sec id="sec4">
<title>Current study</title>
<p>In summary, the overall effect of boarding school on student development needs to be further tested. In addition, factors such as different school stages, types of boarding school, and instruments may moderate the relationship between boarding school and student development. Established research mainly discusses one aspect of student development and the findings are not consistent. Therefore, this study adopts the meta-analytical approach to integrate, evaluate and analyze the existing empirical studies on boarding school and student development in order to draw general and generalized conclusions.</p>
</sec>
</sec>
<sec sec-type="materials|methods" id="sec5">
<title>Materials and methods</title>
<sec id="sec6">
<title>Data retrieval strategies</title>
<p>This study utilized a variety of sources to collect literature related to the impact of boarding school on student development over the past three decades, both domestically and internationally. Specifically, firstly, the foreign language databases &#x201C;Web of Science,&#x201D; &#x201C;Springer&#x201D; and &#x201C;Google Scholar&#x201D; were searched with &#x201C;boarding school,&#x201D; &#x201C;boarding&#x201D; and &#x201C;effect&#x201D; and &#x201C;impact&#x201D; as the subject words, and a total of 1,325 foreign language documents were obtained. Secondly, in the Chinese databases of &#x201C;CNKI,&#x201D; &#x201C;Wanfang Data&#x201D; and &#x201C;VIP &#x201C;, a total of 1,524 Chinese literature was obtained by searching &#x201C;boarding&#x201D; and &#x201C;boarding school&#x201D; as the titles. The date of the search was 21 October 2023.</p>
</sec>
<sec id="sec7">
<title>Inclusion criteria</title>
<p>In this study, the Endnote20 literature management tool was used to screen the included literature according to the following criteria: (a) The topic of the study was the effect of boarding on students&#x2019; development; (b) The research subjects were primary and secondary school students; (c) The study needs to take boarding school as the independent variable; (d) The type of the study is an experiment or quasi-experiment comparing the differences in the development of boarding and non-boarding students, in which a single group of experiments need to provide pre- and post-tests data; (e) The study provides complete data that can calculate the effect size, such as the sample size (N), the mean (Means), the standard deviation (SD), or the <italic>p</italic>-value, t-value, and the correlation coefficient (r), and so forth; (f) Identical studies that had been published in a different format are excluded. After several rounds of literature screening and elimination of literature that did not meet the criteria, 49 papers were finally included and a total of 91 effect sizes were generated that could be used for meta-analysis. Among them, there were 35 articles in Chinese and 14 articles in foreign languages. The literature span from 1986 to 2023, but it was primarily focused on the last decade (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1"><label>Figure 1</label>
<caption>
<p>Flowchart of the inclusion protocol.</p>
</caption>
<graphic xlink:href="fpsyg-15-1359626-g001.tif"/>
</fig>
</sec>
<sec id="sec8">
<title>Coding procedure</title>
<p>To further explore and analyze the impact of boarding school on students&#x2019; development, the key information was extracted and features coded from the included literature. In this study, 49 articles were independently coded by two coders to ensure reliability and consistency of the coding. There are three main aspects of coding:</p>
<p>The first is the basic information aspect of the literature, including the names of the authors, the time of publication, and data about the effect sizes.</p>
<p>Secondly, in terms of the dependent variable, this study used student development as the dependent variable. According to Benjamin Bloom&#x2019;s Taxonomy of Educational Objectives (<xref ref-type="bibr" rid="ref1">Anderson, 2009</xref>), student development is categorized into three dimensions: cognition, behavior, and affect and attitude. In addition, the dimension of physical development has been added in line with the boarding schools&#x2019; provision of food and accommodation. Among them, the cognitive dimension mainly consists of students&#x2019; academic performance and cognitive ability. Academic performance is a sufficient but not necessary condition for the cognitive development, thus a distinction is made here between academic performance and cognitive ability. The behavioral dimension includes both pro-social behaviors, etc., as well as problematic behaviors such as school bullying and absenteeism. The affective and attitudinal dimension includes students&#x2019; emotions, self-esteem, and motivation, etc. The physical development dimension includes the student&#x2019;s BMI, nutrition, etc.</p>
<p>The third is the moderator variables, including three variables: school stage, the type of boarding school and instruments. First of all, the development of students is stage-specific and sequential, and the impact of choosing boarding at different school stages is also different, mainly including three stages: primary school, junior middle school and senior high school. Secondly, boarding schools can be divided into different types according to different classification criteria. In order to harmonize the definition of boarding school in domestic and foreign studies, this study mainly categorized boarding school into urban boarding school and rural boarding school according to geography. Finally, according to the degree of standardization of the instruments, they are divided into standardized and non-standardized instruments, where standardized instruments refer to the use of standardized questionnaires, scales, etc. to measure student development.</p>
<p>The included literature were coded according to the above characteristics, including author information, year of publication, dependent variable dimensions, school stages, school types, instruments, and effect size. The effect sizes d reported in the collected literature were transformed by the following equation: <italic>g</italic>&#x2009;=&#x2009;<italic>d</italic>[1&#x2212;(3/(4 df&#x2212;1)), df&#x2009;=&#x2009;n<sub>1</sub>&#x2009;+&#x2009;n<sub>2</sub>-2. If the included studies did not report an effect size d, they were calculated from raw data such as sample size, mean, and standard deviation: d&#x2009;=&#x2009;(M1&#x2013;M2)/Spooled, Spooled&#x2009;=&#x2009;[(n<sub>1</sub>&#x2013;1) s<sub>1</sub><sup>2</sup>&#x2009;+&#x2009;(n<sub>2</sub>&#x2013;1) s<sub>2</sub><sup>2</sup>/n1&#x2009;+&#x2009;n<sub>2</sub>-2]<sup>1/2</sup>. In addition, if the included studies did not fully report raw data such as sample size, mean, standard deviation, etc., they were transformed by the <italic>&#x03C7;</italic><sup>2</sup> value, <italic>F</italic> value or t value of the raw data: <italic>d</italic>&#x2009;=&#x2009;2[<italic>&#x03C7;</italic><sup>2</sup>/(N&#x2212;<italic>&#x03C7;</italic><sup>2</sup>)<sup>1/2</sup>; <italic>d</italic>&#x2009;=&#x2009;2/F (n<sub>1</sub>&#x2009;+&#x2009;n<sub>2</sub>)/n<sub>1</sub>n<sub>2</sub>]<sup>1/2;</sup> <italic>d</italic>&#x2009;=&#x2009;<italic>t</italic>/(n<sub>1</sub>&#x2009;+&#x2009;n<sub>2</sub>/n<sub>1</sub>n<sub>2</sub>)<sup>1/2</sup>.</p>
</sec>
<sec id="sec9">
<title>Effect size</title>
<p>Due to the small sample size of this study, Hedges&#x2019; <italic>g</italic>-value was selected to measure the impact of boarding school on students&#x2019; development. According to Cohen&#x2019;s criterion for judging the effect size: when the effect size is less than 0.2, its influence is small; when the effect size is more than 0.2 and less than 0.5, there is a moderate influence; when the effect size is more than 0.8, it has a large influence (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2"><label>Figure 2</label>
<caption>
<p>Meta-analytic framework diagram.</p>
</caption>
<graphic xlink:href="fpsyg-15-1359626-g002.tif"/>
</fig>
</sec>
<sec id="sec10">
<title>Statistical analysis</title>
<p>The concept of meta-analysis was pioneered by Glass, an American psychologist. Meta-analysis, which aims to synthesize existing research, is a research process and systematic method for quantitatively combining and analyzing the effects of multiple conflicting studies on a given topic (<xref ref-type="bibr" rid="ref17">Glass, 1976</xref>). In this study, the meta-analysis software Comprehensive Meta-Analysis Version 3.0 was used for data processing and analysis, and relevant data from the literature, such as the values of sample size, standard deviation, and mean, were entered into CMA for relevant calculations.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<title>Results</title>
<sec id="sec12">
<title>Publication bias analysis</title>
<p>A publication bias analysis is first required before any specific data analysis of the sample literature can be conducted (<xref ref-type="bibr" rid="ref46">Viechtbauer, 2007</xref>). Qualitative funnel plots and quantitative Egger&#x2019;s were used for publication bias tests. Based on the funnel plot indicating (<xref ref-type="fig" rid="fig3">Figure 3</xref>) that the effect sizes of the study sample were focused on the upper middle region and more evenly distributed on both sides of the axis, it is initially judged that there is less likelihood of publication bias in the data. The study further utilized Egger&#x2019;s method and the results of the data showed that <italic>t</italic>&#x2009;=&#x2009;0.914&#x2009;&#x003C;&#x2009;1.96 and <italic>p</italic>&#x2009;=&#x2009;0.182&#x2009;&#x003E;&#x2009;0.05, which satisfied the conditions of no publication bias (<xref ref-type="bibr" rid="ref14">Egger et al., 1997</xref>). In summary, the results of meta-analysis were less likely to be biased for publication (<xref ref-type="table" rid="tab1">Tables 1</xref>, <xref ref-type="table" rid="tab2">2</xref>).</p>
<fig position="float" id="fig3"><label>Figure 3</label>
<caption>
<p>Funnel plot.</p>
</caption>
<graphic xlink:href="fpsyg-15-1359626-g003.tif"/>
</fig>
<table-wrap position="float" id="tab1"><label>Table 1</label>
<caption>
<p>Coding table for meta-analytic variables.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Encoding</th>
<th align="left" valign="top">Coded fields</th>
<th align="left" valign="top">Code content</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="6">Dependent variable</td>
<td align="left" valign="top" rowspan="6">Student development</td>
<td align="left" valign="top">CD: Cognitive dimension</td>
</tr>
<tr>
<td align="left" valign="top">AA: Academic performance</td>
</tr>
<tr>
<td align="left" valign="top">CA: Cognitive ability</td>
</tr>
<tr>
<td align="left" valign="top">BD: Behavioral dimension</td>
</tr>
<tr>
<td align="left" valign="top">EA: Affective and attitudinal dimensions</td>
</tr>
<tr>
<td align="left" valign="top">PD: Physical development dimension</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="7">Moderator variables</td>
<td align="left" valign="top" rowspan="3">School stage</td>
<td align="left" valign="top">P: Primary school</td>
</tr>
<tr>
<td align="left" valign="top">M: Junior middle school</td>
</tr>
<tr>
<td align="left" valign="top">H: Senior high school</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Type of boarding school</td>
<td align="left" valign="top">U: Urban boarding school</td>
</tr>
<tr>
<td align="left" valign="top">R: Rural boarding school</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Instruments</td>
<td align="left" valign="top">Y: Standardized instruments</td>
</tr>
<tr>
<td align="left" valign="top">N: Non-standardized instruments</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2"><label>Table 2</label>
<caption>
<p>Summary of studies included in the meta-analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">References</th>
<th align="center" valign="top">Year</th>
<th align="center" valign="top">School stage</th>
<th align="center" valign="top">School type</th>
<th align="center" valign="top">Instruments</th>
<th align="center" valign="top">Dimension</th>
<th align="center" valign="top">Hedges&#x2019;s g</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Yao</td>
<td align="center" valign="top">2018</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">0.096; &#x2212;0.308</td>
</tr>
<tr>
<td align="left" valign="top">Yang</td>
<td align="center" valign="top">2023</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">BD</td>
<td align="center" valign="top">&#x2212;0.408</td>
</tr>
<tr>
<td align="left" valign="top">Zhu</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">0.492; &#x2212;0.49</td>
</tr>
<tr>
<td align="left" valign="top">Yang</td>
<td align="center" valign="top">2022</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA/BD</td>
<td align="center" valign="top">&#x2212;0.155; &#x2212;0.429</td>
</tr>
<tr>
<td align="left" valign="top">Lu</td>
<td align="center" valign="top">2017</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">BD</td>
<td align="center" valign="top">&#x2212;0.201</td>
</tr>
<tr>
<td align="left" valign="top">Ma 1</td>
<td align="center" valign="top">2013</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA/EA</td>
<td align="center" valign="top">0.196; 0.358</td>
</tr>
<tr>
<td align="left" valign="top">Hou</td>
<td align="center" valign="top">2018</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA/BD</td>
<td align="center" valign="top">&#x2212;0.139; &#x2212;0.271; &#x2212;0.095</td>
</tr>
<tr>
<td align="left" valign="top">Li 1</td>
<td align="center" valign="top">2017</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">&#x2212;0.218; &#x2212;0.020</td>
</tr>
<tr>
<td align="left" valign="top">Li 2</td>
<td align="center" valign="top">2017</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">0.117; 0.000</td>
</tr>
<tr>
<td align="left" valign="top">Xu</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">&#x2212;0.397</td>
</tr>
<tr>
<td align="left" valign="top">Zhang</td>
<td align="center" valign="top">2009</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.519</td>
</tr>
<tr>
<td align="left" valign="top">Zhe Jiang1</td>
<td align="center" valign="top">1998</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA</td>
<td align="center" valign="top">0.331</td>
</tr>
<tr>
<td align="left" valign="top">Zhe Jiang2</td>
<td align="center" valign="top">1998</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA</td>
<td align="center" valign="top">0.365</td>
</tr>
<tr>
<td align="left" valign="top">Wu</td>
<td align="center" valign="top">2016</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA/BD</td>
<td align="center" valign="top">&#x2212;0.098; &#x2212;0.020</td>
</tr>
<tr>
<td align="left" valign="top">Jiang</td>
<td align="center" valign="top">2020</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">PD</td>
<td align="center" valign="top">&#x2212;0.290; &#x2212;0.102</td>
</tr>
<tr>
<td align="left" valign="top">Zhang</td>
<td align="center" valign="top">2014</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.009</td>
</tr>
<tr>
<td align="left" valign="top">Wu 1</td>
<td align="center" valign="top">2017</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.329; 0.059</td>
</tr>
<tr>
<td align="left" valign="top">Wu 2</td>
<td align="center" valign="top">2017</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.459; 0.173</td>
</tr>
<tr>
<td align="left" valign="top">Zhang</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.416</td>
</tr>
<tr>
<td align="left" valign="top">Zan</td>
<td align="center" valign="top">2011</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.126; &#x2212;0.216</td>
</tr>
<tr>
<td align="left" valign="top">Yu</td>
<td align="center" valign="top">2021</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.093; 0.169</td>
</tr>
<tr>
<td align="left" valign="top">Yang</td>
<td align="center" valign="top">2016</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.068</td>
</tr>
<tr>
<td align="left" valign="top">Xie</td>
<td align="center" valign="top">2016</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA</td>
<td align="center" valign="top">&#x2212;0.118</td>
</tr>
<tr>
<td align="left" valign="top">Wang</td>
<td align="center" valign="top">2016</td>
<td align="center" valign="top">H</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.469</td>
</tr>
<tr>
<td align="left" valign="top">Sun</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">H</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">BD</td>
<td align="center" valign="top">&#x2212;0.392; &#x2212;0.318</td>
</tr>
<tr>
<td align="left" valign="top">Shi</td>
<td align="center" valign="top">2016</td>
<td align="center" valign="top">H</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA/EA</td>
<td align="center" valign="top">0.050; &#x2212;0.082</td>
</tr>
<tr>
<td align="left" valign="top">Su</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">1.563; &#x2212;1.091</td>
</tr>
<tr>
<td align="left" valign="top">Peng</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.699</td>
</tr>
<tr>
<td align="left" valign="top">Ma 2</td>
<td align="center" valign="top">2012</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.453; 0.524</td>
</tr>
<tr>
<td align="left" valign="top">Luo</td>
<td align="center" valign="top">2013</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.313</td>
</tr>
<tr>
<td align="left" valign="top">Liu</td>
<td align="center" valign="top">2017</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.081</td>
</tr>
<tr>
<td align="left" valign="top">Liu</td>
<td align="center" valign="top">2018</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.206</td>
</tr>
<tr>
<td align="left" valign="top">Lin</td>
<td align="center" valign="top">2020</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA/BD/EA</td>
<td align="center" valign="top">&#x2212;0.583; &#x2212;0.249; &#x2212;0.204</td>
</tr>
<tr>
<td align="left" valign="top">Feng</td>
<td align="center" valign="top">2023</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;2.337</td>
</tr>
<tr>
<td align="left" valign="top">Gao</td>
<td align="center" valign="top">2018</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.540</td>
</tr>
<tr>
<td align="left" valign="top">Li</td>
<td align="center" valign="top">2007</td>
<td align="center" valign="top">H</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">0.376; &#x2212;0.162</td>
</tr>
<tr>
<td align="left" valign="top">Yu 1</td>
<td align="center" valign="top">2023</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.187</td>
</tr>
<tr>
<td align="left" valign="top">Yu 2</td>
<td align="center" valign="top">2023</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">BD</td>
<td align="center" valign="top">0.128; 0.042; &#x2212;0.049</td>
</tr>
<tr>
<td align="left" valign="top">Chen</td>
<td align="center" valign="top">2010</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.263</td>
</tr>
<tr>
<td align="left" valign="top">Behaghel1</td>
<td align="center" valign="top">2015</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.176; 0.001</td>
</tr>
<tr>
<td align="left" valign="top">Behaghel2</td>
<td align="center" valign="top">2015</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">0.258; 0.136; 0.183</td>
</tr>
<tr>
<td align="left" valign="top">Foliano</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.267; 0.282</td>
</tr>
<tr>
<td align="left" valign="top">Liu1</td>
<td align="center" valign="top">2020</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.588; 0.496</td>
</tr>
<tr>
<td align="left" valign="top">Liu2</td>
<td align="center" valign="top">2020</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA/PD</td>
<td align="center" valign="top">&#x2212;0.008; 0.126</td>
</tr>
<tr>
<td align="left" valign="top">Curto</td>
<td align="center" valign="top">2014</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA</td>
<td align="center" valign="top">0.408; 0.155</td>
</tr>
<tr>
<td align="left" valign="top">Mutluer</td>
<td align="center" valign="top">2021</td>
<td align="center" valign="top">H</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.371</td>
</tr>
<tr>
<td align="left" valign="top">Bin Tang</td>
<td align="center" valign="top">2020</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.014; &#x2212;0.098</td>
</tr>
<tr>
<td align="left" valign="top">Wang</td>
<td align="center" valign="top">2018</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">AA/EA</td>
<td align="center" valign="top">&#x2212;0.103; &#x2212;0.286</td>
</tr>
<tr>
<td align="left" valign="top">Yang</td>
<td align="center" valign="top">2023</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.523</td>
</tr>
<tr>
<td align="left" valign="top">Andersson</td>
<td align="center" valign="top">2013</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">CA</td>
<td align="center" valign="top">1.465</td>
</tr>
<tr>
<td align="left" valign="top">Martin1</td>
<td align="center" valign="top">2014</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA/BD</td>
<td align="center" valign="top">1.532; &#x2212;0.408</td>
</tr>
<tr>
<td align="left" valign="top">Martin2</td>
<td align="center" valign="top">2014</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA/BD</td>
<td align="center" valign="top">1.247; 0.807</td>
</tr>
<tr>
<td align="left" valign="top">Blau and Blau</td>
<td align="center" valign="top">2019</td>
<td align="center" valign="top">H</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">Y</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.278</td>
</tr>
<tr>
<td align="left" valign="top">Shirley Fisher</td>
<td align="center" valign="top">1986</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">U</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">EA</td>
<td align="center" valign="top">&#x2212;0.409</td>
</tr>
<tr>
<td align="left" valign="top">Zhang</td>
<td align="center" valign="top">2016</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">PD/EA</td>
<td align="center" valign="top">0.121; 0.546</td>
</tr>
<tr>
<td align="left" valign="top">Chen</td>
<td align="center" valign="top">2018</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">R</td>
<td align="center" valign="top">N</td>
<td align="center" valign="top">PD</td>
<td align="center" valign="top">&#x2212;0.067</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec13">
<title>Heterogeneity analysis</title>
<p>There may be differences between the different studies included due to a number of factors. To avoid the inability to combine effect sizes due to the presence of heterogeneity in the study, the I<sup>2</sup> statistic is generally used to determine the degree of heterogeneity in the sample, and thus to determine an effect model that is more appropriate for the study (<xref ref-type="bibr" rid="ref19">Higgins, 2003</xref>). When <italic>I</italic><sup>2</sup>&#x2009;&#x003C;&#x2009;75%, a fixed effects model is used; when <italic>I</italic><sup>2</sup>&#x2009;&#x003E;&#x2009;75%, a random effects model is used. According to the test results, <italic>I</italic><sup>2</sup>&#x2009;=&#x2009;99.309%&#x2009;&#x003E;&#x2009;75% and <italic>Q</italic>&#x2009;=&#x2009;13020.408 (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), the study had high heterogeneity (<xref ref-type="table" rid="tab3">Table 3</xref>). Therefore, the random effect model would be chosen to analyze the effect of boarding school on student development in this study.</p>
<table-wrap position="float" id="tab3"><label>Table 3</label>
<caption>
<p>Heterogeneity test results.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Effect model</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle" colspan="4">Homogeneity test</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>I</italic><sup>2</sup></th>
<th align="center" valign="middle"><italic>Q</italic>-value</th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Fixed effects model</td>
<td align="center" valign="top">91</td>
<td align="center" valign="top">&#x2212;0.033</td>
<td align="center" valign="top">&#x2212;0.039</td>
<td align="center" valign="top">&#x2212;0.027</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Random effects model</td>
<td align="center" valign="top">91</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">&#x2212;0.073</td>
<td align="center" valign="top">0.078</td>
<td align="center" valign="top">99.309</td>
<td align="center" valign="top">13020.408</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">0.000</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec14">
<title>Main effects test</title>
<p>The results of the study indicated that boarding school was not a significant predictor of overall student development (<italic>g</italic>&#x2009;=&#x2009;0.002, 95%CI&#x2009;=&#x2009;[&#x2212;0.073, 0.078], <italic>Z</italic>&#x2009;=&#x2009;0.053, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). The study further examined the effect of boarding school on different dimensions of student development. According to the results of <xref ref-type="table" rid="tab4">Table 4</xref>, the effect sizes from large to small were cognitive dimension (<italic>g</italic>&#x2009;=&#x2009;0.248, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001)&#x2009;&#x003E;&#x2009;affective and attitudinal dimension (<italic>g</italic>&#x2009;=&#x2009;|&#x2212;0.159|, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)&#x2009;&#x003E;&#x2009;behavioral dimension (<italic>g</italic>&#x2009;=&#x2009;|&#x2212;0.115|, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05)&#x2009;&#x003E;&#x2009;physical development dimension (<italic>g</italic>&#x2009;=&#x2009;|&#x2212;0.038|, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). The results of the meta-analysis showed that boarding school had little effect on students&#x2019; overall development, but there were significant differences across the sub-dimensions. Specifically, boarding school has a moderate positive impact on students&#x2019; cognitive development and a small negative impact on students&#x2019; behavioral development, affective and attitudinal development, and physical development.</p>
<table-wrap position="float" id="tab4"><label>Table 4</label>
<caption>
<p>The overall impact of boarding school on student development.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Student development</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle" colspan="2">Two-tailed test</th>
<th align="center" valign="middle" colspan="3">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle">df</th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Cognitive dimension</td>
<td align="center" valign="top">33</td>
<td align="center" valign="top">0.248</td>
<td align="center" valign="top">0.138</td>
<td align="center" valign="top">0.358</td>
<td align="center" valign="top">4.429</td>
<td align="center" valign="top">0.000</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Academic performance</td>
<td align="center" valign="top">26</td>
<td align="center" valign="top">0.249</td>
<td align="center" valign="top">0.135</td>
<td align="center" valign="top">0.362</td>
<td align="center" valign="top">4.293</td>
<td align="center" valign="top">0.000</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Cognitive ability</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">0.241</td>
<td align="center" valign="top">&#x2212;0.193</td>
<td align="center" valign="top">0.675</td>
<td align="center" valign="top">1.090</td>
<td align="center" valign="top">0.276</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Behavioral dimension</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">&#x2212;0.115</td>
<td align="center" valign="top">&#x2212;0.284</td>
<td align="center" valign="top">0.054</td>
<td align="center" valign="top">&#x2212;1.339</td>
<td align="center" valign="top">0.181</td>
<td align="center" valign="top">26.648</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Affective and attitudinal dimension</td>
<td align="center" valign="top">40</td>
<td align="center" valign="top">&#x2212;0.159</td>
<td align="center" valign="top">&#x2212;0.292</td>
<td align="center" valign="top">&#x2212;0.026</td>
<td align="center" valign="top">&#x2212;2.339</td>
<td align="center" valign="top">0.019</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Physical development dimension</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">&#x2212;0.038</td>
<td align="center" valign="top">&#x2212;0.176</td>
<td align="center" valign="top">0.100</td>
<td align="center" valign="top">&#x2212;0.544</td>
<td align="center" valign="top">0.587</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec15">
<title>Moderating effect test</title>
<p>Although the overall effect of boarding school on student development was small, there was significant heterogeneity in the effect size of different dimensions. Therefore, subgroup analyses are required. Moderating effect test was conducted using random effect model around different school stages, types of boarding school, and instruments.</p>
</sec>
<sec id="sec16">
<title>School stage</title>
<p>This study focuses on the impact of boarding school on the development of students in primary and secondary schools, so the school stages are coded into three groups: primary school, junior middle school and senior high school according to the current classification standards. Overall, there was a significant difference in the overall effect of different school stages on student development (<italic>Q</italic>&#x2009;=&#x2009;6.895, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), with the effect strengths between school stages in the following order: junior middle school (<italic>g</italic>&#x2009;=&#x2009;|&#x2212;0.274|)&#x2009;&#x003E;&#x2009;senior high school (<italic>g</italic>&#x2009;=&#x2009;|&#x2212;0.158|)&#x2009;&#x003E;&#x2009;primary school (<italic>g</italic>&#x2009;=&#x2009;0.007) (<xref ref-type="table" rid="tab5">Table 5</xref>). Specifically, there was a significant difference in the effect of boarding school on students&#x2019; physical development in the physical development dimension (<italic>Q</italic>&#x2009;=&#x2009;13.481, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Among them, boarding school had a negative effect on the physical development of primary school students (<italic>g</italic>&#x2009;=&#x2009;&#x2212;1.48, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), while it had a positive effect on the physical development of junior middle school students (<italic>g</italic>&#x2009;=&#x2009;0.123, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). In addition, there was no significant difference in the cognitive dimension (<italic>Q</italic>&#x2009;=&#x2009;0.144, <italic>p</italic>&#x2009;=&#x2009;0.931), behavioral dimension (<italic>Q</italic>&#x2009;=&#x2009;4.389, <italic>p</italic>&#x2009;=&#x2009;0.111) and affective and attitudinal dimension (<italic>Q</italic>&#x2009;=&#x2009;0.792, <italic>p</italic>&#x2009;=&#x2009;0.673) (<xref ref-type="table" rid="tab6">Table 6</xref>).</p>
<table-wrap position="float" id="tab5"><label>Table 5</label>
<caption>
<p>The moderating effect of school stages on boarding school and student development.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">School stage</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle" colspan="2">Two-tailed test</th>
<th align="center" valign="middle" colspan="3">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">0.007</td>
<td align="center" valign="top">&#x2212;0.127</td>
<td align="center" valign="top">0.140</td>
<td align="center" valign="top">0.100</td>
<td align="center" valign="top">0.920</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">&#x2212;0.274</td>
<td align="center" valign="top">&#x2212;0.441</td>
<td align="center" valign="top">&#x2212;0.107</td>
<td align="center" valign="top">&#x2212;3.213</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">6.895</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.032</td>
</tr>
<tr>
<td align="left" valign="top">Senior high school</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">&#x2212;0.158</td>
<td align="center" valign="top">&#x2212;0.333</td>
<td align="center" valign="top">0.017</td>
<td align="center" valign="top">&#x2212;1.771</td>
<td align="center" valign="top">0.077</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab6"><label>Table 6</label>
<caption>
<p>The moderating effect of sub-dimension across school stages.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Dimension</th>
<th align="left" valign="middle" rowspan="2">School stage</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle">95%</th>
<th align="center" valign="middle">CI</th>
<th align="center" valign="middle" colspan="2">Two-tailed test</th>
<th align="center" valign="middle" colspan="3">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td/>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">0.231</td>
<td align="center" valign="top">0.092</td>
<td align="center" valign="top">0.369</td>
<td align="center" valign="top">3.259</td>
<td align="center" valign="top">0.001</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">CD</td>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">0.268</td>
<td align="center" valign="top">0.088</td>
<td align="center" valign="top">0.447</td>
<td align="center" valign="top">2.921</td>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">0.144</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.931</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Senior high school</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.209</td>
<td align="center" valign="top">&#x2212;0.110</td>
<td align="center" valign="top">0.529</td>
<td align="center" valign="top">1.285</td>
<td align="center" valign="top">0.199</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">&#x2212;0.124</td>
<td align="center" valign="top">&#x2212;0.220</td>
<td align="center" valign="top">&#x2212;0.029</td>
<td align="center" valign="top">&#x2212;2.554</td>
<td align="center" valign="top">0.011</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">BD</td>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">&#x2212;0.046</td>
<td align="center" valign="top">&#x2212;0.415</td>
<td align="center" valign="top">0.324</td>
<td align="center" valign="top">&#x2212;0.242</td>
<td align="center" valign="top">0.809</td>
<td align="center" valign="top">4.389</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.111</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Senior high school</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">&#x2212;0.355</td>
<td align="center" valign="top">&#x2212;0.559</td>
<td align="center" valign="top">-0.150</td>
<td align="center" valign="top">&#x2212;3.403</td>
<td align="center" valign="top">0.001</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">&#x2212;0.173</td>
<td align="center" valign="top">&#x2212;0.289</td>
<td align="center" valign="top">-0.058</td>
<td align="center" valign="top">&#x2212;2.933</td>
<td align="center" valign="top">0.003</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">EA</td>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">&#x2212;0.296</td>
<td align="center" valign="top">&#x2212;0.561</td>
<td align="center" valign="top">-0.031</td>
<td align="center" valign="top">&#x2212;2.190</td>
<td align="center" valign="top">0.028</td>
<td align="center" valign="top">0.792</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.673</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Senior high school</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">&#x2212;0.220</td>
<td align="center" valign="top">&#x2212;0.352</td>
<td align="center" valign="top">-0.089</td>
<td align="center" valign="top">&#x2212;3.279</td>
<td align="center" valign="top">0.001</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">&#x2212;0.148</td>
<td align="center" valign="top">&#x2212;0.279</td>
<td align="center" valign="top">&#x2212;0.016</td>
<td align="center" valign="top">&#x2212;2.199</td>
<td align="center" valign="top">0.028</td>
<td align="center" valign="top">13.481</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.000</td>
</tr>
<tr>
<td align="left" valign="top">PD</td>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.123</td>
<td align="center" valign="top">0.063</td>
<td align="center" valign="top">0.184</td>
<td align="center" valign="top">4.017</td>
<td align="center" valign="top">0.000</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<title>Type of boarding school</title>
<p>In this study, boarding schools were categorized into two types, rural boarding schools and urban boarding schools according to geography. Overall, there was a significant difference in the overall effect of different school types on student development (<italic>Q</italic>&#x2009;=&#x2009;4.819, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), with effect strengths in the following order: urban boarding (<italic>g</italic>&#x2009;=&#x2009;0.126)&#x2009;&#x003E;&#x2009;rural boarding (<italic>g</italic>&#x2009;=&#x2009;|&#x2212;0.077|) (<xref ref-type="table" rid="tab7">Table 7</xref>). Specifically, on the cognitive development dimension, there was a significant difference in the effect of boarding school on students&#x2019; cognitive development (<italic>Q</italic>&#x2009;=&#x2009;5.903, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). In this case, boarding school had no significant effect on the cognitive development of rural boarding students (<italic>g</italic>&#x2009;=&#x2009;0.040, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), while it produced a significant positive effect on the cognitive development of urban boarding students (<italic>g</italic>&#x2009;=&#x2009;0.289, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). In addition, there was no significant difference in the development of students across school types by boarding school on either the behavioral dimension (<italic>Q</italic>&#x2009;=&#x2009;0.360, <italic>p</italic>&#x2009;=&#x2009;0.549) or the affective and attitudinal dimension (Q&#x2009;=&#x2009;0.251, <italic>p</italic>&#x2009;=&#x2009;0.617) (<xref ref-type="table" rid="tab8">Table 8</xref>).</p>
<table-wrap position="float" id="tab7"><label>Table 7</label>
<caption>
<p>The moderating effect of school types on boarding school and student development.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">School type</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle">95% CI</th>
<th align="center" valign="middle">Two-tailed test</th>
<th align="center" valign="middle" colspan="5">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Primary school</td>
<td align="center" valign="top">56</td>
<td align="center" valign="top">&#x2212;0.077</td>
<td align="center" valign="top">&#x2212;0.148</td>
<td align="center" valign="top">&#x2212;0.006</td>
<td align="center" valign="top">&#x2212;2.111</td>
<td align="center" valign="top">0.035</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">0.126</td>
<td align="center" valign="top">&#x2212;0.041</td>
<td align="center" valign="top">0.293</td>
<td align="center" valign="top">1.484</td>
<td align="center" valign="top">0.138</td>
<td align="center" valign="top">4.819</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.028</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab8"><label>Table 8</label>
<caption>
<p>The moderating effect of sub-dimension across school type.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Dimension</th>
<th align="left" valign="middle" rowspan="2">School stage</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle" colspan="2">Two-tailed test</th>
<th align="center" valign="middle" colspan="3">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td/>
<td align="left" valign="top">Rural boarding school</td>
<td align="center" valign="top">11</td>
<td align="center" valign="top">0.040</td>
<td align="center" valign="top">&#x2212;0.088</td>
<td align="center" valign="top">0.167</td>
<td align="center" valign="top">0.608</td>
<td align="center" valign="top">0.543</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">CD</td>
<td align="left" valign="top">Urban boarding school</td>
<td align="center" valign="top">18</td>
<td align="center" valign="top">0.289</td>
<td align="center" valign="top">0.133</td>
<td align="center" valign="top">0.444</td>
<td align="center" valign="top">3.643</td>
<td align="center" valign="top">0.000</td>
<td align="center" valign="top">5.903</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.015</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Rural boarding school</td>
<td align="center" valign="top">11</td>
<td align="center" valign="top">&#x2212;0.167</td>
<td align="center" valign="top">&#x2212;0.272</td>
<td align="center" valign="top">&#x2212;0.061</td>
<td align="center" valign="top">&#x2212;3.097</td>
<td align="center" valign="top">0.002</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">BD</td>
<td align="left" valign="top">Urban boarding school</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.199</td>
<td align="center" valign="top">&#x2212;0.991</td>
<td align="center" valign="top">1.390</td>
<td align="center" valign="top">0.328</td>
<td align="center" valign="top">0.743</td>
<td align="center" valign="top">0.360</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.549</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Rural boarding school</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">&#x2212;0.222</td>
<td align="center" valign="top">&#x2212;0.334</td>
<td align="center" valign="top">&#x2212;0.109</td>
<td align="center" valign="top">&#x2212;3.870</td>
<td align="center" valign="top">0.000</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">EA</td>
<td align="left" valign="top">Urban boarding school</td>
<td align="center" valign="top">15</td>
<td align="center" valign="top">&#x2212;0.097</td>
<td align="center" valign="top">&#x2212;0.571</td>
<td align="center" valign="top">0.376</td>
<td align="center" valign="top">&#x2212;0.402</td>
<td align="center" valign="top">0.687</td>
<td align="center" valign="top">0.251</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.617</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec18">
<title>Instruments</title>
<p>The reliability and scientificity of the findings of quantitative research will be affected to some extent by the research tool. As can be seen from the sample of literature, most of the studies used standardized tests or maturity scales to measure student development, while a small number of studies developed self-administered questionnaires to report students&#x2019; development. Therefore, the instruments were categorized into standardized and non-standardized instruments to further explore the moderating effect of instruments on the relationship between boarding school and student development. Overall, there was no significant difference in the overall impact of the different instruments on student development (<italic>Q</italic>&#x2009;=&#x2009;0.128, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). Specifically, on the behavioral dimension, there was a significant difference in the effect of boarding school on students&#x2019; behavioral development (<italic>Q</italic>&#x2009;=&#x2009;4.274, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). In particular, there was no significant negative effect of boarding school on students&#x2019; behavioral development when standardized instruments were used (<italic>g</italic>&#x2009;=&#x2009;&#x2212;0.029, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), while boarding school had a significant negative effect on students&#x2019; behavioral development when non-standardized instruments were used (<italic>g</italic>&#x2009;=&#x2009;&#x2212;0.319, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; <xref ref-type="table" rid="tab9">Table 9</xref>). In addition, there were no significant differences between the boarding school on the cognitive dimension (<italic>Q</italic>&#x2009;=&#x2009;0.004, <italic>p</italic>&#x2009;=&#x2009;0.951), the affective and attitudinal dimension (<italic>Q</italic>&#x2009;=&#x2009;0.198, <italic>p</italic>&#x2009;=&#x2009;0.657), and the physical development dimension (<italic>Q</italic>&#x2009;=&#x2009;0.498, <italic>p</italic>&#x2009;=&#x2009;0.481) (<xref ref-type="table" rid="tab10">Table 10</xref>).</p>
<table-wrap position="float" id="tab9"><label>Table 9</label>
<caption>
<p>The moderating effect of instruments on boarding school and student development.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Instruments</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle" colspan="2">Two-tailed test</th>
<th align="center" valign="middle" colspan="3">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Standardized instruments</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">&#x2212;0.081</td>
<td align="center" valign="top">&#x2212;0.187</td>
<td align="center" valign="top">0.026</td>
<td align="center" valign="top">&#x2212;1.489</td>
<td align="center" valign="top">0.137</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-standardized instruments</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">&#x2212;0.117</td>
<td align="center" valign="top">&#x2212;0.284</td>
<td align="center" valign="top">0.050</td>
<td align="center" valign="top">&#x2212;1.373</td>
<td align="center" valign="top">0.170</td>
<td align="center" valign="top">0.128</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.720</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab10"><label>Table 10</label>
<caption>
<p>The moderating effect of sub-dimension across instruments.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Dimension</th>
<th align="left" valign="middle" rowspan="2">Instruments</th>
<th align="center" valign="middle" rowspan="2"><italic>N</italic></th>
<th align="center" valign="middle" rowspan="2"><italic>g</italic></th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle" colspan="2">Two-tailed test</th>
<th align="center" valign="middle" colspan="3">Heterogeneity test within each group</th>
</tr>
<tr>
<th align="center" valign="middle">Lower</th>
<th align="center" valign="middle">Upper</th>
<th align="center" valign="middle"><italic>Z</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
<th align="center" valign="middle"><italic>Q</italic></th>
<th align="center" valign="middle"><italic>df</italic></th>
<th align="center" valign="middle"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td/>
<td align="left" valign="top">Standardized instruments</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">0.265</td>
<td align="center" valign="top">&#x2212;0.039</td>
<td align="center" valign="top">0.569</td>
<td align="center" valign="top">1.707</td>
<td align="center" valign="top">0.088</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">CD</td>
<td align="left" valign="top">Non-standardized instruments</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">0.275</td>
<td align="center" valign="top">0.120</td>
<td align="center" valign="top">0.431</td>
<td align="center" valign="top">3.480</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">0.004</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.951</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Standardized instruments</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">&#x2212;0.029</td>
<td align="center" valign="top">&#x2212;0.255</td>
<td align="center" valign="top">0.196</td>
<td align="center" valign="top">&#x2212;0.253</td>
<td align="center" valign="top">0.800</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">BD</td>
<td align="left" valign="top">Non-standardized instruments</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">&#x2212;0.319</td>
<td align="center" valign="top">&#x2212;0.477</td>
<td align="center" valign="top">&#x2212;0.162</td>
<td align="center" valign="top">&#x2212;3.975</td>
<td align="center" valign="top">0.000</td>
<td align="center" valign="top">4.274</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.039</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Standardized instruments</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">&#x2212;0.277</td>
<td align="center" valign="top">&#x2212;0.427</td>
<td align="center" valign="top">&#x2212;0.126</td>
<td align="center" valign="top">&#x2212;3.600</td>
<td align="center" valign="top">0.000</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">EA</td>
<td align="left" valign="top">Non-standardized instruments</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">&#x2212;0.732</td>
<td align="center" valign="top">&#x2212;2.736</td>
<td align="center" valign="top">1.271</td>
<td align="center" valign="top">2.743</td>
<td align="center" valign="top">0.474</td>
<td align="center" valign="top">0.198</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.657</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Standardized instruments</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">&#x2212;0.086</td>
<td align="center" valign="top">&#x2212;0.335</td>
<td align="center" valign="top">0.163</td>
<td align="center" valign="top">0.269</td>
<td align="center" valign="top">0.788</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">PD</td>
<td align="left" valign="top">Non-standardized instruments</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.025</td>
<td align="center" valign="top">&#x2212;0.159</td>
<td align="center" valign="top">0.210</td>
<td align="center" valign="top">&#x2212;0.678</td>
<td align="center" valign="top">0.498</td>
<td align="center" valign="top">0.498</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.481</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec19">
<title>Discussion</title>
<sec id="sec20">
<title>The association between boarding school and the development of students</title>
<p>Compared with non-boarding school, boarding school has a smaller effect on student development (<italic>g</italic>&#x2009;=&#x2009;0.002, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), which supports the third view that there is no significant predictive effect of boarding on student development (<xref ref-type="bibr" rid="ref52">Xiao et al., 2010</xref>; <xref ref-type="bibr" rid="ref32">Martin et al., 2014</xref>; <xref ref-type="bibr" rid="ref42">Sparks, 2015</xref>). The reason for this has much to do with the multidimensional concept of &#x201C;student development.&#x201D; There are many theories about the student development, the more typical ones are Social Learning Theory, Person-Environment Theory, Ecosystem Theory and so on. Together, these theories emphasize that student development is influenced by various factors, such as genetic, environmental, educational, and individuals. The boarding school provides students with a relatively closed learning environment, while integrating their studies and lives organically. In boarding schools, the extent to which students can be influenced by the environment in their interactions with it depends not only on the environment itself, but also on the students&#x2019; own initiative and motivation, school education, family environment and other factors (<xref ref-type="bibr" rid="ref13">Du et al., 2010</xref>).</p>
<p>The results of the data show that boarding school reached a statistically significant level on cognitive development and affective and attitudinal development of the students. Therefore, the study only focuses on these two sub-dimensions for discussion. Boarding school has a positive and significant predictive effect on students&#x2019; cognitive development (<italic>g</italic>&#x2009;=&#x2009;0.248, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), which is consistent with previous findings (<xref ref-type="bibr" rid="ref22">Kennedy, 2010</xref>; <xref ref-type="bibr" rid="ref27">Lu and Du, 2010</xref>; <xref ref-type="bibr" rid="ref16">Gao, 2017</xref>). Boarding life promotes the development of students&#x2019; self-awareness and increases their independence and self-discipline (<xref ref-type="bibr" rid="ref30">Ma, 2012</xref>). These positive psychological qualities can be transferred to students&#x2019; learning, which in turn promotes the development of their cognitive abilities (<xref ref-type="bibr" rid="ref43">TABS, 2023</xref>). Boarding school presents a negative and significant predictive effect on students&#x2019; affective and attitudinal development (<italic>g</italic>&#x2009;=&#x2009;&#x2212;0.159, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), which provides evidence for the second view (<xref ref-type="bibr" rid="ref58">Ye and Pan, 2007</xref>; <xref ref-type="bibr" rid="ref31">Mander et al., 2014</xref>). When a student enters a boarding school, he or she will be faced with a completely new environment, as well as the stripping away of parental attachments. Attachment theory suggests that stable attachment relationships are critical for students&#x2019; academic, emotional, and social development (<xref ref-type="bibr" rid="ref18">Granot and Mayseless, 2001</xref>), while parents are the most important attachment relationship in students&#x2019; development (<xref ref-type="bibr" rid="ref5">Bosmans and Kerns, 2015</xref>). In addition, boarding schools often have a closed management model, which can easily lead to problems such as academic overload and depression among students (<xref ref-type="bibr" rid="ref38">Schaverien, 2010</xref>).</p>
</sec>
<sec id="sec21">
<title>School stage as a moderator</title>
<p>The relationship between boarding school and student development is moderated by different school stages (<italic>Q</italic>&#x2009;=&#x2009;6.895, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Among them, boarding school has a significant negative effect on the development of junior middle school students, which may be related to the stage of physical and mental development that students are in (<xref ref-type="bibr" rid="ref47">Wang, 2015</xref>). According to Piaget&#x2019;s Cognitive-developmental Theory, junior middle school students are in the transition from the stage of concrete operations to the stage of formal operations, a period in which students shift from perceptual thinking to logical thinking. With the increasing difficulty of knowledge acquisition, it is a great challenge for students&#x2019; cognitive development. In addition, students&#x2019; physical functions and forms continue to develop and improve during this period, but their psychology is in a semi-mature and emotionally unstable stage. Some students will face a crisis of self-identity and a conflict of role confusion (<xref ref-type="bibr" rid="ref9">Chen and Liu, 2019</xref>). Therefore, teachers should not only help students to stimulate their interest in learning, but also strengthen the support of families for students, and parents should be involved in students&#x2019; lives and learning.</p>
</sec>
<sec id="sec22">
<title>Type of boarding school as a moderator</title>
<p>According to the results of the data, the type of boarding school plays a moderating role between boarding school and student development (<italic>Q</italic>&#x2009;=&#x2009;4.819, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Among them, rural boarding school has a negative effect on student development, which supports the views of <xref ref-type="bibr" rid="ref8">Chen et al. (2018)</xref>, <xref ref-type="bibr" rid="ref28">Lu et al. (2017)</xref>, <xref ref-type="bibr" rid="ref20">Jiang and Xu (2020)</xref>, and others. The result that urban boarding school has a positive effect on student development supports <xref ref-type="bibr" rid="ref29">Luo (2013)</xref>, <xref ref-type="bibr" rid="ref53">Xu (2019)</xref>, <xref ref-type="bibr" rid="ref4">Blau and Blau (2021)</xref> and others. The main reason for the disparity lies in the economic differences between urban and rural areas. From the students&#x2019; point of view, rural boarding students are more likely to come from rural areas, where their families are economically limited and their parents are generally less educated. From the perspective of schools, urban boarding schools have better accommodations, hardware facilities, and teachers than rural boarding schools (<xref ref-type="bibr" rid="ref10">Chen and Qi, 2010</xref>). Thus, it can be seen that boarding schools create variability in student development through differences in student population and level of schooling. In order to change the negative impact of the boarding school on rural students, the most important thing is to increase the total amount of financial input, and the gap between urban and rural areas is essentially an economic development gap. In addition, it is necessary to constantly expand the sources of funding to ensure the effective operation of the rural boarding school.</p>
</sec>
<sec id="sec23">
<title>Instruments as a moderator</title>
<p>There is no significant difference in the effect of the instruments on student development under the boarding condition, which suggests that the relationship between boarding school and student development is not moderated by the instruments (<italic>Q</italic>&#x2009;=&#x2009;0.128, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), but it is still of some analytical value. First, in terms of the specific effect size of the instruments, the effect size of using standardized instruments is smaller than that of non-standardized instruments. Although this difference does not reach the statistically significant level, it reflects the development trend of the two, that is, the measurement results of the non-standardized instruments are inflated compared with the standardized instruments. This is because standardized instruments are usually designed to be rigorous and preset the results within a certain range; whereas non-standardized instruments are usually a form of self-assessment and are more subjective, with flexible and open-ended results. Therefore, it can be presumed that standardized instruments are more realistic and reliable. Secondly, in terms of the scientific validity of the instruments, although the non-standardized instruments have not been recognized by the academic community and tested in practice like the mature standardized instruments, the operational procedures have been strictly followed and their reliability and validity tests have been tested, thus guaranteeing the scientificity and effectiveness of the instruments. This may also be one of the reason why the between-group effect failed to reach a statistically significant level.</p>
</sec>
<sec id="sec24">
<title>Limitations and future directions</title>
<p>The study used a meta-analytic approach to systematically analyze the effects of boarding school on the overall development of primary and secondary school students as well as on different sub-dimensions. In addition, the study explored the moderating effects of different school stages, types of boarding school and instruments. However, there are some limitations to this study. First of all, the number of moderating variables included is limited. There are many factors that affect student development, such as gender, family economic situation, peer relationships, etc., and more moderating variables should be included in the future. Secondly, the results of the study are based on the literature sample, which will be affected by factors such as the quality of the literature sample, the sample size and the research period. Finally, student development is a comprehensive and multidimensional concept that should also include the development of students&#x2019; skills, literacy, information literacy, etc. (<xref ref-type="bibr" rid="ref34">Pan, 2019</xref>). Therefore, in the future, the validity of the findings of this study should be further verified by adopting a more scientific and comprehensive dimensionalization of the core concept of &#x201C;student development.&#x201D;</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec25">
<title>Conclusion</title>
<p>This study utilized a meta-analytic research methodology to explore the impact of boarding school on student development in primary and secondary schools. The results showed that boarding school had no significant predictive effect on students&#x2019; overall development, but it was a significant positive predictor of cognitive development and a significant negative predictor of affective and attitudinal development. The relationship between boarding school and student development was also moderated by the stage and type school. The conclusions of the study provide some reference significance for the subsequent theoretical research, and provide new insights and suggestions for the implementation and improvement of the boarding school in practice.</p>
</sec>
<sec sec-type="data-availability" id="sec26">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec27">
<title>Author contributions</title>
<p>ZZ: Conceptualization, Methodology, Writing &#x2013; review &#x0026; editing. YF: Writing &#x2013; original draft. YX: Project administration, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec28">
<title>Funding</title>
<p>The author (s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec29">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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