Random intercept cross-lagged panel model

随机截距交叉滞后面板模型
  • 文章类型: Journal Article
    目的:研究成人孤独感与生活质量(QoL)之间的纵向关系,以确定更好地设计未来心理社会干预措施的关键机制。方法:来自连续三波健康调查的13222名参与者,老龄化,和欧洲退休(SHARE),65岁或以上,56.3%是女性。使用交叉滞后面板模型(CLPM)对它们进行了分析,随机截距交叉滞后面板模型(RI-CLPM),和按性别分列的多群体模型。结果:RI-CLPM比CLPM具有更好的拟合度。两种模型都显示了QoL和孤独感的稳定性。所有自回归路径都很重要,在所有波中都观察到并发QoL和孤独感之间的负相关。CLPM支持互惠关系,而RI-CLPM仅证实了孤独感对QoL的影响。女性报告的孤独感水平更高,生活质量更差,但在纵向关联中未发现性别差异.结论:早期解决孤独感可能是提高男女生活质量的更好预防措施。
    Aim: To study the longitudinal relationship between loneliness and quality of life (QoL) in adults to identify key mechanisms to better design future psychosocial interventions. Method: 13,222 participants from three consecutive waves of the Survey of Health, Ageing, and Retirement in Europe (SHARE), aged 65 or older, 56.3% women. They were analyzed using cross-lagged panel model (CLPM), random intercept cross-lagged panel model (RI-CLPM), and multi-group models disaggregated by gender. Results: The RI-CLPM provided a better fit than the CLPM. Both models showed the stability of QoL and loneliness. All autoregressive paths were significant, and a negative association between concurrent QoL and loneliness was observed across all waves. The CLPM supported a reciprocal relationship, while the RI-CLPM only confirmed the effects of loneliness on QoL. Women reported higher levels of loneliness and poorer QoL, but no gender differences were identified in the longitudinal association. Conclusions: Addressing loneliness in early stages could be a better preventive measure to promote quality of life in both genders.
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  • 文章类型: Journal Article
    背景:本研究探讨了环境因素(社区服务使用,CSU)对老年抑郁症的影响由心理弹性介导,并由COMT(儿茶酚-O-甲基转移酶)基因val158met多态性调节。
    方法:数据包括2008年、2011年、2014年和2018年中国纵向健康长寿调查(CLHLS)的13,512个条目。该研究采用随机拦截交叉滞后面板模型(RI-CLPM)来检查CSU与老年抑郁症之间的关系,包括心理韧性的中介作用和comt基因val158met基因多态性在这种关系中的调节作用。
    结果:早期评估中CSU较低与随后评估中更严重的老年抑郁症显著相关。发现心理弹性部分介导了CSU与抑郁症之间的关系。在各种基因基因型之间观察到不同的影响;特别是,与met基因型相比,val基因型显示CSU对随后的心理弹性和随后的抑郁的影响显著更大.
    结论:CSU的增强可以预测随后的老年抑郁症。CSU与抑郁症之间的关系可以通过心理弹性来介导,与遗传学调节从CSU通过心理弹性到抑郁的途径。多学科干预侧重于提高社区服务质量,增强心理韧性,和减轻抑郁症可能有利于老年人的情绪和心理健康。
    BACKGROUND: This study explores whether the impact of environmental factors (community services usage, CSU) on geriatric depression is mediated by psychological resilience and moderated by the COMT (catechol-O-methyltransferase) gene val158met polymorphism.
    METHODS: The data consists of 13,512 entries from the Chinese Longitudinal Healthy Longevity Survey (CLHLS) collected in the years 2008, 2011, 2014, and 2018. The study employed a Random Intercept Cross-Lagged Panel Model (RI-CLPM) to examine the relationship between CSU and geriatric depression, including the mediating effect of psychological resilience and the moderating role of the comt gene val158met gene polymorphism in this relationship.
    RESULTS: Lower CSU at earlier assessments were significantly associated with more severe geriatric depression in subsequent evaluations.Psychological resilience was found to partially mediate the relationship between CSU and depression.Differential impacts were observed among various gene genotypes; specifically, the val genotype demonstrated a significantly greater influence of CSU on subsequent psychological resilience and on subsequent depression compared to the met genotype.
    CONCLUSIONS: Enhancement in CSU can predict subsequent geriatric depression. The relationship between the CSU and depression can be mediated by psychological resilience, with genetics modulating the pathway from CSU through psychological resilience to depression. Multidisciplinary interventions focused on enhancing community service quality, boosting psychological resilience, and mitigating depression are likely to benefit the older adults\'s emotional and psychological well-being.
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  • 文章类型: Journal Article
    尽管以前的研究表明游戏障碍和抑郁症状之间存在密切的关系,很少有人测量过正常的电子游戏使用情况,游戏障碍的症状,同时伴有抑郁症状。这些变量之间的纵向动态尚不清楚。这项研究使用了两个人口统计学队列来检查游戏和抑郁症状之间的纵向关系:儿童(n=1513,46.9%的女孩,法师±SD=9.63±0.58岁)和青少年(n=1757,48.5%女孩,法师±SD=12.55±0.70年)。采用随机截距交叉滞后面板模型(RI-CLPM)来区分人与人之间的游戏和抑郁症状水平。RI-CLPM结果显示,儿童和青少年在人与人之间的游戏障碍症状和抑郁症之间存在稳定的联系。在个人层面,在儿童中,抑郁症状积极预测随后的游戏障碍症状,但游戏障碍症状并不是该水平抑郁症状的显著预测因子.在青少年中,在人内水平,游戏障碍和抑郁症的症状之间没有显著的交叉滞后效应.此外,在两个队列中,正常的电子游戏使用和抑郁症状之间均无显著的交叉滞后效应.这些结果突出了与抑郁症状相关的正常视频游戏使用和游戏障碍症状的不同影响。对儿童和青少年的不同影响强调了在游戏和心理健康结果研究中考虑不同发育阶段的重要性。
    Although previous studies have shown a close relationship between gaming disorder and depressive symptoms, few have measured normal videogame use, symptoms of gaming disorder, and depressive symptoms concurrently. The longitudinal dynamics between these variables remain unclear. This study used two demographic cohorts to examine the longitudinal relationship between gaming and depressive symptoms: children (n = 1513, 46.9% girls, Mage ± SD = 9.63 ± 0.58 years) and adolescents (n = 1757, 48.5% girls, Mage ± SD = 12.55 ± 0.70 years). Random intercept cross-lagged panel models (RI-CLPMs) were employed to distinguish between within- and between-person levels of gaming and depressive symptoms. The RI-CLPM results showed a stable link between symptoms of gaming disorder and depression at the between-person level for both children and adolescents. At the within-person level, among children, depressive symptoms positively predicted subsequent gaming disorder symptoms, but gaming disorder symptoms were not a significant predictor of depressive symptoms at this level. Among adolescents, there was no significant cross-lagged effect between symptoms of gaming disorder and depression at the within-person level. Additionally, there was no significant cross-lagged effect between normal videogame use and depressive symptoms in either cohort. These results highlight the different effects of normal videogame use and gaming disorder symptoms associated with depressive symptoms. The different effects on children and adolescents underscore the importance of considering the different developmental stages in the study of gaming and mental health outcomes.
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  • 文章类型: Journal Article
    尽管许多横断面研究表明,精神病经历(PE)和分离密切相关,它们之间的纵向关联仍然未知。因此,当前研究的目的是检查这两种症状在整个青春期的纵向关联,假设这两种症状是双向相关的。数据来自基于人群的队列,东京青少年队列研究(TTC;N=3171)。在10、12、14和16岁时评估PE和解离。PE使用来自儿童诊断性访谈时间表(DISC-C)的五项自我报告问卷的总分进行评估。使用主要护理人员完成的儿童行为清单(CBCL)的子量表评分评估离解。我们使用随机截距交叉滞后面板模型(RI-CLPM)检查了PE与解离之间的纵向关系。RI-CLPM的人内成分在任何时间点都没有发现解离对PE的明显交叉滞后作用。另一方面,14岁时的PE与16岁时的解离之间存在显着关联(p<0.05)(β=0.106,95%CI0.047-0.165)。人与人之间的成分显示出两种症状之间的显着时不变关系(β=0.324,95%CI0.239-0.410)。PE和解离之间的纵向关系在人内水平上受到限制,而人与人之间的相关性是显著的。唯一重要的纵向途径是从PE到解离,这表明PE可能是青春期中期离解的预测因子。
    Although many cross-sectional studies showed that psychotic experiences (PEs) and dissociation were closely related, the longitudinal association between them remains unknown. Therefore, the aim of the current study was to examine the longitudinal association of these two symptoms throughout adolescence, under the hypothesis that these two symptoms are bidirectionally associated. Data were obtained from a population-based cohort, the Tokyo Teen Cohort study (TTC; N = 3171). PEs and dissociation were assessed at 10, 12, 14, and 16 years of age. PEs were assessed using a total score from five-item self-report questionnaires derived from the Diagnostic Interview Schedule for Children (DISC-C). Dissociation was assessed using subscale scores of the Child Behavior Checklist (CBCL) completed by primary caregivers. We examined the longitudinal relationship between PEs and dissociation using the random intercept cross-lagged panel model (RI-CLPM). The within-person component of the RI-CLPM revealed no significant cross-lagged effect of dissociation on PEs at any time point. On the other hand, there was a significant (p < 0.05) association between PEs at age 14 and dissociation at age 16 (β = 0.106, 95 % CI 0.047-0.165). The between-person component revealed a significant time-invariant relationship between the two symptoms (β = 0.324, 95 % CI 0.239-0.410). The longitudinal relationship between PEs and dissociation was limited at the within-person level, whereas the between-person correlation was significant. The only significant longitudinal pathway was from PEs to dissociation, suggesting that PEs may be a predictor of dissociation in mid-adolescence.
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  • 文章类型: Journal Article
    背景:尽管研究表明父母的心理控制与青少年的主观幸福感有关,迄今为止,缺乏调查两者之间是否存在双向关联及其潜在中介机制的纵向研究.此外,以前的研究没有严格区分人内效应和人内效应.因此,这项研究调查了父母心理控制与青少年主观幸福感之间的纵向双向关联。本研究进一步考察了情绪调节能力的中介作用。
    方法:共有1365名中国青少年(男孩:53.2%;法师=14.68岁,SD=1.56)参加了一项具有年度评估的三波纵向研究。随机截距交叉滞后面板模型用于分离人与人之间的变化。
    结果:在控制了人与人之间的差异之后,结果显示,主观幸福感水平较低的青少年在一年后报告父母的心理控制水平较高。情绪调节能力在心理控制与主观幸福感的关系中起着双向中介作用。也就是说,心理控制和主观幸福感通过情绪调节能力相互影响。
    结论:关键研究变量的评估由青少年提供。此外,该研究考虑了母亲和父亲结合使用心理控制,而没有区分父亲和母亲的心理控制。
    结论:研究结果强调了以情绪调节能力为目标的干预措施的重要性,这有助于打破控制育儿和青少年福祉之间的负面循环。
    BACKGROUND: Although research has demonstrated that parental psychological control is associated with the subjective well-being of adolescents, the lack of longitudinal studies that investigate whether or not bidirectional associations exist between the two and their potential mediating mechanisms has continued to date. In addition, previous studies have not rigorously distinguished between- and within-person effects. Thus, this study investigated longitudinal bidirectional associations between parental psychological control and the subjective well-being of adolescents. The study further examined the mediating role of emotion regulation ability.
    METHODS: A total of 1365 Chinese adolescents (boys: 53.2 %; Mage = 14.68 years, SD = 1.56) participated in a three-wave longitudinal study with annual assessments. Random intercept cross-lagged panel models were utilized to separate between- and within-person variation.
    RESULTS: After controlling for between-person variance, the results revealed that adolescents with low levels of subjective well-being reported high levels of parental psychological control after one year. Emotion regulation ability played a bidirectional mediating role in the relationship between psychological control and subjective well-being. That is, psychological control and subjective well-being mutually influenced each other through emotion regulation ability.
    CONCLUSIONS: Assessments of the key study variables were provided by adolescents. Moreover, the study considered a combination of the mothers\' and fathers\' use of psychological control without differentiating between paternal and maternal psychological control.
    CONCLUSIONS: The findings highlight the importance of interventions that target emotion regulation ability, which contributes to breaking the negative cycle between controlling parenting and the well-being of adolescents.
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  • 文章类型: Journal Article
    与参与较少的同龄人相比,参与课堂教学较多的孩子往往也有更高的学业成绩。尽管研究已经清楚地建立了这种学习行为与学业成绩之间的联系,这种关系的方向性,以及双向关系的可能性,仍然不清楚。这种缺乏清晰度可能源于以下事实:成就与学习行为之间的相互关系在师生关系环境中可能有所不同。我们从2011年的幼儿纵向研究-幼儿园队列中使用了全国代表性的大型幼儿园至三年级学生样本(N=2010)评估了这种可能性。使用潜在的概况适度分析,我们确定了从幼儿园到三年级学生的三种师生关系:(a)接近(68%),(b)冲突(16%),(c)未涉及(16%)。我们的后续模型确定了在这些配置文件中不同的双向关系,在“紧密”配置文件中指示更强大的双向学习行为-成就相互关系,在“冲突和不涉及”配置文件中指示更多的单向学习行为关系。这些发现说明了环境背景的差异如何影响学生的学习行为与其成就之间的关系。未来的研究在调查儿童的学业成长过程和制定干预措施时应考虑情境影响。
    Children who engage more in classroom instruction tend to also have higher levels of academic achievement relative to their peers who engage less. Although research has clearly established an association between such learning behaviors and academic achievement, the directionality of this relationship, and the possibility of bidirectional relations, remain unclear. It is possible that this lack of clarity stems from the fact that interrelationships between achievement and learning behaviors may differ across student-teacher relationship contexts. We evaluated this possibility using a large nationally representative sample of kindergarten to third grade students (N = 2010) from the Early Childhood Longitudinal Study-Kindergarten Cohort of 2011. Using latent profile moderation analyses, we identified three profiles of student-teacher relationships across kindergarten through third grade students: (a) Close (68%), (b) Conflictual (16%), and (c) Uninvolved (16%). Our follow-up models identified bidirectional relations that differed across these profiles, indicating more robust bidirectional learning behavior-achievement interrelationships in the Close profile and more unidirectional achievement to learning behavior relations in the Conflictual and Uninvolved profiles. These findings illustrate how differences in environmental contexts impact the relationship between students\' learning behaviors and their achievement. Future studies should consider contextual influences when investigating children\'s academic growth processes and developing interventions.
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  • 文章类型: Journal Article
    犯罪和心理健康问题经常同时发生。这项研究调查了竞争模型,以了解美国高危男性随着时间的推移犯罪与心理健康问题之间的双向关联据推测,在成年早期,犯罪和心理健康问题会有明显的交叉滞后关联。纵向数据来自参加俄勒冈青年研究的206名高危男性。随机截距交叉滞后模型研究了从19-20岁到29-30岁的6个时间点的成年早期心理健康问题(用53项简要症状清单评估)与自我报告的冒犯之间的双向关联。社会人口因素,先前的水平,和常见的风险因素(即,父母犯罪,心理健康问题,和社会经济地位,以及儿童年龄,反社会倾向,和内化行为)在分析过程中受到控制。在成年早期发现了心理健康问题与犯罪之间的紧密关联,尤其是全面和暴力犯罪。研究结果不支持假设的正交叉滞后效应。相反,出现了两个交叉滞后效应,表明冒犯与随后的心理健康问题成反比。儿童期反社会倾向和内化行为是在冒犯和心理健康问题上稳定的人与人之间水平差异的重要预测因素,分别,尽管结果因犯罪类别而异(总计,暴力,property,药物)。研究结果表明,心理健康问题和犯罪之间的关系是单向的,temporal,部分虚假。预防儿童内化行为和儿童反社会行为有望减少早期成人心理健康问题和冒犯。
    Criminal offending and mental health problems often co-occur. This study examined competing models to understand bidirectional associations between crime and mental health problems over time among at-risk men in the U.S. It was hypothesized that there would be significant cross-lagged associations of offending and mental health problems in early adulthood. Longitudinal data were drawn from 206 at-risk men enrolled in the Oregon Youth Study. Random intercept cross-lagged models examined bidirectional associations between mental health problems (assessed with the 53-item Brief Symptom Inventory) and self-reported offending in early adulthood across 6 time points from ages 19-20 to 29-30 years. Sociodemographic factors, prior levels, and common risk factors (i.e., parents\' criminality, mental health problems, and socioeconomic status, as well as child age, antisocial propensity, and internalizing behaviors) were controlled during analysis. A robust association between mental health problems and offending was found for the early adult period, especially for total and violence offenses. Findings did not support the hypothesized positive cross-lagged effects. Instead, two cross-lagged effects emerged indicating that offending was inversely related to subsequent mental health problems. Childhood antisocial propensity and internalizing behaviors emerged as important predictors of stable between-person level differences in offending and mental health problems, respectively, although results differed as a function of offense categories (total, violence, property, drug). Findings indicate that the relation between mental health problems and offending is unidirectional, temporal, and partially spurious. Preventing child internalizing behaviors and child antisocial behaviors holds promise for reducing early adult mental health problems and offending.
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  • 文章类型: Journal Article
    尽管对数字技术的心理影响进行了广泛的研究,青少年孤独感和有问题的智能手机使用之间的细微差别,特别是不同的教育水平和性别,保持未充分开发。这项研究旨在通过采用随机拦截交叉滞后面板模型来剖析青少年中孤独与有问题的智能手机使用之间的双向关系来填补这一空白。重点关注教育水平和性别的调节作用。吸引来自中国各教育机构的3132名学生,该研究在2022-2023年进行了三波纵向分析。最终参与者人数包括1120名青少年(53.5%为女性;2022年年龄:M=14.57岁,SD=1.57)。结果显示,孤独显著预测有问题的智能手机使用,但反之亦然,突出单向影响。这项研究揭示了教育水平和性别之间的关键差异,强调孤独对初中学生和女性青少年使用有问题的智能手机的更强影响。这些发现强调了青少年孤独感的复杂性及其与数字行为的关系,建议需要考虑性别和发育阶段的量身定制的干预措施。
    Despite extensive research on the psychological impacts of digital technology, the nuanced dynamics between adolescent loneliness and problematic smartphone use, particularly across different educational levels and genders, remain underexplored. This study aims to fill this gap by employing a Random Intercept Cross-Lagged Panel Model to dissect the bidirectional relationship between loneliness and problematic smartphone use among adolescents, with a focus on the moderating roles of educational levels and gender. Engaging 3132 students from various educational institutions in China, the research conducted a three-wave longitudinal analysis across 2022-2023. The final number of participants included 1120 adolescents (53.5% female; age in 2022: M = 14.57 years, SD = 1.57). Results reveal that loneliness significantly predicts problematic smartphone use, but not vice versa, highlighting a unidirectional influence. The study uncovers crucial differences across educational levels and gender, emphasizing the stronger effect of loneliness on problematic smartphone use among junior high students and female adolescents. These findings underscore the complexity of adolescent loneliness and its relationship with digital behavior, suggesting a need for tailored interventions considering both gender and developmental stages.
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  • 文章类型: Journal Article
    目的:本研究旨在探讨老年人虚弱与社会关系之间的双向关联,同时区分人际关系和人际关系。
    方法:在日本进行了一项针对社区居住老年人的前瞻性队列研究,共进行了6年的三波研究,每三年进行一次随访。随机截距交叉滞后面板模型用于探索脆弱与社会关系之间的时间关联。
    结果:520名参与者的数据(平均年龄73.02[SD6.38]岁,56.7%的女性)进行了分析。在个人中,虚弱与社会关系相关(β=-0.514,p<0.001)。在人际关系层面,在T1时,虚弱与社会关系分别相关(β=-0.389,p<0.01),T2(β=-0.343,p<0.001)和T3(β=-0.273,p<0.05)。此外,社会关系与所有测量波中虚弱症状的随后增加相关(β=-0.332,p<0.001;β=-0.169,p<0.01),反之亦然(β=-0.149,p<0.05;β=-0.292,p<0.001).
    结论:结果表明,虚弱与较低水平的社会关系有关。脆弱的改善计划可以与干预措施相结合,以增强社会关系,这将有利于防止虚弱。结果强调了将虚弱的临床治疗与干预措施相结合以改善社会关系的重要性。
    OBJECTIVE: This study aimed to explore the bidirectional association between frailty and social relationships in older adults while distinguishing between interpersonal and intrapersonal effects.
    METHODS: A prospective cohort study of community-dwelling older adults was conducted in Japan in three waves spanning six years with follow-ups in every three years. Random intercept cross-lagged panel model was used to explore temporal associations between frailty and social relationships.
    RESULTS: Data for 520 participants (mean age 73.02 [SD 6.38] years, 56.7% women) were analyzed. Across individuals, frailty was associated with social relationships (β = -0.514, p < 0.001). At the interpersonal level, frailty was cross-sectionally associated with social relationships separately at T1(β = -0.389, p < 0.01), T2 (β = -0.343, p < 0.001) and T3 (β = -0.273, p < 0.05). Moreover, social relationships were associated with subsequent increases in symptoms of frailty in all measurement waves (β = -0.332, p < 0.001; β = -0.169, p < 0.01) and vice versa (β = -0.149, p < 0.05; β = -0.292, p < 0.001).
    CONCLUSIONS: The results suggest that frailty was associated with lower levels of social relationships. Frailty improvement programs can be combined with interventions to enhance social relationships, which will be beneficial in preventing frailty. The results emphasize the importance of combining clinical treatments of frailty with interventions to improve social relationships.
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  • 文章类型: Journal Article
    尽管人们越来越担心青少年游戏障碍症状的发展,学校因素与游戏障碍症状之间的纵向关系仍未得到充分理解。这项为期两年的纵向研究考察了学校氛围感知之间的关系,学术成就,和游戏障碍症状在三个不同的人口队列中:青春期前(n=1513;46.9%的女孩,法师=10.64岁,SD=0.56),早期青少年(n=1771;48.3%的女孩,法师=13.54岁,SD=0.70),和晚期青少年(n=2385;50.1%的女孩,法师=16.41岁,SD=0.59)。使用随机截距交叉滞后面板模型(RI-CLPM)进行了四波研究(相隔六个月),以将人内(州水平)与人之间(特征水平)的影响分开。从RI-CLPM获得的结果表明,学校气候观念的波动负面地预测了青春期前在人内水平上游戏障碍症状的后续变化,但不是早期和晚期青少年。与游戏障碍症状有关的波动也负面地预测了青少年后期学业成绩的后续变化,但不是在青春期前和早期的青少年。学校相关因素对游戏障碍症状的影响在不同的发育阶段有所不同。尽管从学校环境的预测来看,青春期前可能是游戏障碍的一个特别易感的亚组,晚期青少年似乎更容易受到游戏障碍症状的预测因素的影响。本研究还讨论了旨在改善学校氛围和防止游戏障碍症状在关键发展时期发展的全校计划的意义。
    Despite growing concerns regarding the development of gaming disorder symptoms among adolescents, the longitudinal relationship between school factors and gaming disorder symptoms remains far from being fully understood. This two-year longitudinal study examined the relationship between school climate perceptions, academic achievement, and gaming disorder symptoms among three distinct demographic cohorts: preadolescents (n = 1513; 46.9% girls, Mage = 10.64 years, SD = 0.56), early adolescents (n = 1771; 48.3% girls, Mage = 13.54 years, SD = 0.70), and late adolescents (n = 2385; 50.1% girls, Mage = 16.41 years, SD = 0.59). A four-wave study was conducted (six months apart) using random intercept cross-lagged panel models (RI-CLPMs) to separate the within-person (state level) from the between-person (trait level) effects. The results obtained from the RI-CLPMs indicated that fluctuations in school climate perceptions negatively predicted subsequent changes in gaming disorder symptoms among preadolescents at the within-person level, but not among early and late adolescents. Fluctuations relating to gaming disorder symptoms also negatively predicted subsequent changes regarding academic achievement in late adolescents, but not in preadolescents and early adolescents. The effect of school-related factors on gaming disorder symptoms varies across different developmental stages. While preadolescents may represent a particularly susceptible subgroup for gaming disorder in terms of being predicted by their school environment, late adolescents appear to be more vulnerable to predictors of gaming disorder symptoms. The current study also discusses the implications of school-wide programs aimed at improving school climate and preventing the development of gaming disorder symptoms during key developmental periods.
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