The significant prevalence of mental health problems among children and adolescents is a major concern worldwide. The current study evaluates the impact of a year-long, school-based intervention, Flourishing Students, on adolescents' salivary cortisol levels, depressive symptoms, psychological well-being, and hope. Utilizing a cluster randomized design with intervention and control classes, 72 students engaged in 32 well-being lessons during academic year 2016-2017, whereas 68 students followed their standard curriculum. Depressive symptoms and psychological well-being were assessed at three time points, while the stress hormone cortisol and hope were measured at two. The results showed a slight increase in cortisol levels from baseline to post-intervention during school hours in the control group, whereas no change occurred in the intervention group. Additionally, total cortisol levels at post-intervention were slightly lower among intervention-group students compared with control group students. Questionnaire data revealed significant interaction effects on psychological well-being and hope from baseline to post-intervention, and on depression and psychological well-being from baseline to the 5-month follow-up. The intervention group scored lower in depressive symptoms and higher in psychological well-being and hope compared with the control group. These findings underscore the essential role of comprehensive assessment methods in evaluating intervention efficacy in well-being programs.
{"title":"Increasing student well-being through a positive psychology intervention: changes in salivary cortisol, depression, psychological well-being, and hope.","authors":"Mari Laakso, Åse Fagerlund, Martin Lagerström","doi":"10.1111/aphw.12616","DOIUrl":"https://doi.org/10.1111/aphw.12616","url":null,"abstract":"<p><p>The significant prevalence of mental health problems among children and adolescents is a major concern worldwide. The current study evaluates the impact of a year-long, school-based intervention, Flourishing Students, on adolescents' salivary cortisol levels, depressive symptoms, psychological well-being, and hope. Utilizing a cluster randomized design with intervention and control classes, 72 students engaged in 32 well-being lessons during academic year 2016-2017, whereas 68 students followed their standard curriculum. Depressive symptoms and psychological well-being were assessed at three time points, while the stress hormone cortisol and hope were measured at two. The results showed a slight increase in cortisol levels from baseline to post-intervention during school hours in the control group, whereas no change occurred in the intervention group. Additionally, total cortisol levels at post-intervention were slightly lower among intervention-group students compared with control group students. Questionnaire data revealed significant interaction effects on psychological well-being and hope from baseline to post-intervention, and on depression and psychological well-being from baseline to the 5-month follow-up. The intervention group scored lower in depressive symptoms and higher in psychological well-being and hope compared with the control group. These findings underscore the essential role of comprehensive assessment methods in evaluating intervention efficacy in well-being programs.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142602852","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xyle Ku, Mina Jyung, Jennifer Hyunji Kim, Incheol Choi
The present research examines whether and how lay intuitive theory regarding the interconnectedness of the mind and body, which we term mind-body correspondence (MBC), predicts engagement in health behaviors. Specifically, we hypothesised that MBC would strengthen mind influences the body (MIB) and body influences the mind (BIM) beliefs, which would in turn increase mental and physical health behaviors, respectively. We tested associations among MBC (independent variable), MIB and BIM beliefs (proposed mediators), and mental and physical health behaviors (dependent variables) using correlational designs in Studies 1a to 1c. Results revealed positive associations between MBC and (1) MIB and BIM and (2) mental and physical health behaviors, as well as between MIB and mental health behaviors and between BIM and physical health behaviors. We then tested the full model in Study 2 with an experimental manipulation of MBC and in Study 3 with a two-wave longitudinal design. Both studies revealed significant indirect effects of MBC on mental health behaviors via MIB and on physical health behaviors via BIM. Together, our findings suggest that one can encourage mental health behaviors by emphasizing the mind-to-body connection and physical health behaviors by highlighting the body-to-mind connection.
{"title":"Sound mind, sound body, or vice versa? Mind-body beliefs shape health behaviors.","authors":"Xyle Ku, Mina Jyung, Jennifer Hyunji Kim, Incheol Choi","doi":"10.1111/aphw.12617","DOIUrl":"https://doi.org/10.1111/aphw.12617","url":null,"abstract":"<p><p>The present research examines whether and how lay intuitive theory regarding the interconnectedness of the mind and body, which we term mind-body correspondence (MBC), predicts engagement in health behaviors. Specifically, we hypothesised that MBC would strengthen mind influences the body (MIB) and body influences the mind (BIM) beliefs, which would in turn increase mental and physical health behaviors, respectively. We tested associations among MBC (independent variable), MIB and BIM beliefs (proposed mediators), and mental and physical health behaviors (dependent variables) using correlational designs in Studies 1a to 1c. Results revealed positive associations between MBC and (1) MIB and BIM and (2) mental and physical health behaviors, as well as between MIB and mental health behaviors and between BIM and physical health behaviors. We then tested the full model in Study 2 with an experimental manipulation of MBC and in Study 3 with a two-wave longitudinal design. Both studies revealed significant indirect effects of MBC on mental health behaviors via MIB and on physical health behaviors via BIM. Together, our findings suggest that one can encourage mental health behaviors by emphasizing the mind-to-body connection and physical health behaviors by highlighting the body-to-mind connection.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566507","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Meilan Hu, Xavier Cheng Wee Chua, Shu Fen Diong, K T A Sandeeshwara Kasturiratna, Nadyanna M Majeed, Andree Hartanto
In recent years, artificial intelligence (AI) chatbots have made significant strides in generating human-like conversations. With AI's expanding capabilities in mimicking human interactions, its affordability and accessibility underscore the potential of AI chatbots to facilitate negative emotional disclosure or venting. The study's primary objective is to highlight the potential benefits of AI-assisted venting by comparing its effectiveness to venting through a traditional journaling platform in reducing negative affect and increasing perceived social support. We conducted a pre-registered within-subject experiment involving 150 participants who completed both traditional venting and AI-assisted venting conditions with counterbalancing and a wash-out period of 1-week between the conditions. Results from the frequentist and Bayesian dependent samples t-test revealed that AI-assisted venting effectively reduced high and medium arousal negative affect such as anger, frustration and fear. However, participants in the AI-assisted venting condition did not experience a significant increase in perceived social support and perceived loneliness, suggesting that participants did not perceive the effective assistance from AI as social support. This study demonstrates the promising role of AI in improving individuals' emotional well-being, serving as a catalyst for a broader discussion on the evolving role of AI and its potential psychological implications.
近年来,人工智能(AI)聊天机器人在模拟人类对话方面取得了长足进步。随着人工智能在模仿人类互动方面的能力不断扩大,其可负担性和可访问性凸显了人工智能聊天机器人在促进负面情绪披露或宣泄方面的潜力。本研究的主要目的是通过比较人工智能辅助发泄与通过传统日志平台发泄在减少负面情绪和增加感知社会支持方面的效果,突出人工智能辅助发泄的潜在益处。我们进行了一项预先登记的主体内实验,150 名参与者同时完成了传统发泄和人工智能辅助发泄两种条件,两种条件之间有一周的平衡和冲淡期。频繁主义和贝叶斯因果样本 t 检验的结果显示,人工智能辅助发泄有效地降低了愤怒、沮丧和恐惧等高、中唤醒负面情绪。然而,在人工智能辅助宣泄条件下,参与者感知到的社会支持和感知到的孤独感并没有显著增加,这表明参与者并没有将人工智能的有效帮助视为社会支持。这项研究表明,人工智能在改善个人情绪福祉方面大有可为,可促进人们更广泛地讨论人工智能不断发展的作用及其潜在的心理影响。
{"title":"AI as your ally: The effects of AI-assisted venting on negative affect and perceived social support.","authors":"Meilan Hu, Xavier Cheng Wee Chua, Shu Fen Diong, K T A Sandeeshwara Kasturiratna, Nadyanna M Majeed, Andree Hartanto","doi":"10.1111/aphw.12621","DOIUrl":"https://doi.org/10.1111/aphw.12621","url":null,"abstract":"<p><p>In recent years, artificial intelligence (AI) chatbots have made significant strides in generating human-like conversations. With AI's expanding capabilities in mimicking human interactions, its affordability and accessibility underscore the potential of AI chatbots to facilitate negative emotional disclosure or venting. The study's primary objective is to highlight the potential benefits of AI-assisted venting by comparing its effectiveness to venting through a traditional journaling platform in reducing negative affect and increasing perceived social support. We conducted a pre-registered within-subject experiment involving 150 participants who completed both traditional venting and AI-assisted venting conditions with counterbalancing and a wash-out period of 1-week between the conditions. Results from the frequentist and Bayesian dependent samples t-test revealed that AI-assisted venting effectively reduced high and medium arousal negative affect such as anger, frustration and fear. However, participants in the AI-assisted venting condition did not experience a significant increase in perceived social support and perceived loneliness, suggesting that participants did not perceive the effective assistance from AI as social support. This study demonstrates the promising role of AI in improving individuals' emotional well-being, serving as a catalyst for a broader discussion on the evolving role of AI and its potential psychological implications.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Julia Petrovic, Jessica Mettler, Bilun Naz Böke, Maria A Rogers, Chloe A Hamza, Elana Bloom, Lina Di Genova, Vera Romano, Nancy L Heath
Mindfulness instruction comprising both formal (FM) and informal (IM) mindfulness practice is increasingly offered to university students. FM involves sustaining attention on thoughts, emotions and bodily sensations through structured practices, while IM involves incorporating mindfulness into daily activities. However, recent evidence suggests that FM may pose challenges for students with recent non-suicidal self-injury (NSSI), whereas the flexibility and brevity inherent in IM may be better tolerated. This randomized controlled trial compared a FM induction, IM induction and control task among university students with (n = 103) and without (n = 123) past-year NSSI in terms of acceptability and pre-post state mindfulness, stress and well-being. Notably, results did not differ as a function of NSSI history. Two-way ANOVAs revealed that only IM was consistently preferred over the control task. Furthermore, three-way mixed ANOVAs revealed that-when assessed using brief Visual Analogue Scales-state well-being increased in all conditions, state mindfulness increased after both IM and FM, and state stress only decreased after IM. Notably, these differences by condition appeared to be of short duration as they were not found with lengthier measures. Results highlight the potential promise of IM and the importance of measurement selection when assessing the transient effects of mindfulness inductions in research.
越来越多的大学生接受正念指导,其中包括正式(FM)和非正式(IM)正念练习。正式正念是指通过有组织的练习持续关注思想、情绪和身体感觉,而非正式正念则是指将正念融入日常活动中。然而,最近有证据表明,正念练习可能会给近期有非自杀性自伤(NSSI)行为的学生带来挑战,而正念练习所固有的灵活性和简短性可能更容易被接受。这项随机对照试验比较了 FM 诱导、IM 诱导和对照任务,分别针对有(103 人)和没有(123 人)前一年 NSSI 的大学生的可接受性以及事后状态下的正念、压力和幸福感。值得注意的是,结果与 NSSI 历史没有关系。双向方差分析显示,与对照任务相比,只有即时信息任务一直受到青睐。此外,三向混合方差分析显示--当使用简短的视觉模拟量表进行评估时--在所有条件下,状态幸福感都有所提高,状态正念在 IM 和 FM 后都有所提高,而状态压力仅在 IM 后有所降低。值得注意的是,这些条件差异似乎持续时间较短,因为在更长的测量中没有发现这些差异。研究结果凸显了正念诱导的潜在前景,以及在研究中评估正念诱导的短暂效果时选择测量方法的重要性。
{"title":"The effectiveness and acceptability of formal versus informal mindfulness among university students with and without recent self-injury: A randomized controlled trial.","authors":"Julia Petrovic, Jessica Mettler, Bilun Naz Böke, Maria A Rogers, Chloe A Hamza, Elana Bloom, Lina Di Genova, Vera Romano, Nancy L Heath","doi":"10.1111/aphw.12613","DOIUrl":"https://doi.org/10.1111/aphw.12613","url":null,"abstract":"<p><p>Mindfulness instruction comprising both formal (FM) and informal (IM) mindfulness practice is increasingly offered to university students. FM involves sustaining attention on thoughts, emotions and bodily sensations through structured practices, while IM involves incorporating mindfulness into daily activities. However, recent evidence suggests that FM may pose challenges for students with recent non-suicidal self-injury (NSSI), whereas the flexibility and brevity inherent in IM may be better tolerated. This randomized controlled trial compared a FM induction, IM induction and control task among university students with (n = 103) and without (n = 123) past-year NSSI in terms of acceptability and pre-post state mindfulness, stress and well-being. Notably, results did not differ as a function of NSSI history. Two-way ANOVAs revealed that only IM was consistently preferred over the control task. Furthermore, three-way mixed ANOVAs revealed that-when assessed using brief Visual Analogue Scales-state well-being increased in all conditions, state mindfulness increased after both IM and FM, and state stress only decreased after IM. Notably, these differences by condition appeared to be of short duration as they were not found with lengthier measures. Results highlight the potential promise of IM and the importance of measurement selection when assessing the transient effects of mindfulness inductions in research.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Stress is a known contributor to psychosocial pathological conditions and reduction of well-being. The literature has highlighted the role of emotional schemas and psychological flexibility as psychological processes underlying this relationship in the short term. This two-wave longitudinal study analyses the mediating role of psychological flexibility and emotional schemas in the relationship between stress responses to COVID-19-related events and mental health 6 months later. Two hundred and seventy-six individuals were included in this study, completing measures of stress responses, emotional schemas, psychological flexibility and positive and negative mental health. Negative evaluation of emotions was a significant mediator in the longitudinal relationship between stress responses and negative mental health. Valued action and openness to experience mediate the longitudinal relationship between stress responses and positive mental health. This study underscores the importance of the different dimensions of psychological processes, suggesting that over time, more maladaptive psychological processes play a significant role in elucidating the relationship between stress responses and negative mental health. Similarly, it suggests that more adaptive processes may help explain the relationship between stress responses and positive mental health. This contributes to a better understanding of the stability of these processes, which is important for determining which intervention targets should be prioritised.
{"title":"Longitudinal association of stress with mental health in the context of COVID-19: The mediating role of psychological flexibility and emotional schemas.","authors":"Rita Sebastião, David Dias Neto","doi":"10.1111/aphw.12614","DOIUrl":"https://doi.org/10.1111/aphw.12614","url":null,"abstract":"<p><p>Stress is a known contributor to psychosocial pathological conditions and reduction of well-being. The literature has highlighted the role of emotional schemas and psychological flexibility as psychological processes underlying this relationship in the short term. This two-wave longitudinal study analyses the mediating role of psychological flexibility and emotional schemas in the relationship between stress responses to COVID-19-related events and mental health 6 months later. Two hundred and seventy-six individuals were included in this study, completing measures of stress responses, emotional schemas, psychological flexibility and positive and negative mental health. Negative evaluation of emotions was a significant mediator in the longitudinal relationship between stress responses and negative mental health. Valued action and openness to experience mediate the longitudinal relationship between stress responses and positive mental health. This study underscores the importance of the different dimensions of psychological processes, suggesting that over time, more maladaptive psychological processes play a significant role in elucidating the relationship between stress responses and negative mental health. Similarly, it suggests that more adaptive processes may help explain the relationship between stress responses and positive mental health. This contributes to a better understanding of the stability of these processes, which is important for determining which intervention targets should be prioritised.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sleep problems positively predict loneliness to a large extent, which would harm adolescent health. However, little is known about the underlying mechanism. This research investigates the potential mediating roles of rumination and resilience in the relation among adolescents and further examines the changing relationships. In Study 1, 1056 adolescents from two schools completed self-reported measures of sleep problems, loneliness, rumination, and resilience. We found that sleep problems were positively associated with loneliness, and that rumination and resilience mediated this relationship, both individually and sequentially. To examine the varying relationship between rumination, resilience, and loneliness, Study 2 adopted the cross-lagged design in a long-term longitudinal study of 131 students and found that rumination and resilience at T1 significantly predict loneliness at T2. To further directly explore the changing relationship between sleep problems and loneliness, we performed a short-term longitudinal study across 7 weeks of 242 adolescents in Study 3. The results replicated the findings of Study 2 and found sleep problems at T1 positively predicted loneliness at T2. These results underscore the significance of sleep problems in contributing to loneliness through mediating mechanisms and unveil the possible causal relationships, offering robust insights to alleviate adolescent loneliness.
{"title":"Exploring the association between sleep problems and loneliness in adolescents: Potential mediating effects of rumination and resilience.","authors":"Ting Shen, Lisha Wan, Shuting Lin, Yuxiao Liu, Hanshu Zhang, Gengfeng Niu, Xin Hao","doi":"10.1111/aphw.12620","DOIUrl":"https://doi.org/10.1111/aphw.12620","url":null,"abstract":"<p><p>Sleep problems positively predict loneliness to a large extent, which would harm adolescent health. However, little is known about the underlying mechanism. This research investigates the potential mediating roles of rumination and resilience in the relation among adolescents and further examines the changing relationships. In Study 1, 1056 adolescents from two schools completed self-reported measures of sleep problems, loneliness, rumination, and resilience. We found that sleep problems were positively associated with loneliness, and that rumination and resilience mediated this relationship, both individually and sequentially. To examine the varying relationship between rumination, resilience, and loneliness, Study 2 adopted the cross-lagged design in a long-term longitudinal study of 131 students and found that rumination and resilience at T1 significantly predict loneliness at T2. To further directly explore the changing relationship between sleep problems and loneliness, we performed a short-term longitudinal study across 7 weeks of 242 adolescents in Study 3. The results replicated the findings of Study 2 and found sleep problems at T1 positively predicted loneliness at T2. These results underscore the significance of sleep problems in contributing to loneliness through mediating mechanisms and unveil the possible causal relationships, offering robust insights to alleviate adolescent loneliness.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142557049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The promotion of health and provision of care services for new recruits are issues of constant concern for military leaders and healthcare providers, as they are crucial to maintaining and operating military forces. The enhancement of military personnel's empowerment has been recognized as a core value in promoting health perception. However, the pathways between military personnel's sense of empowerment and health perception have not been thoroughly explored. The primary aim of this study is to examine the predictive power of different dimensions of empowerment (personal, interpersonal, and socio-political) on new recruits' health perception, and to further observe differences among subgroups, which will help us grasp the nuances of future health intervention measures. The research data were extracted from the "Military Career Development Study," analyzing personal empowerment data from Wave 1 (W1) and perceived health data from Wave 2 (W2) (N = 2,232). In terms of analytical methods, five ML classifiers, including Decision Tree, Random Forest, Support Vector Machine, AdaBoost, and k-Nearest Neighbors (KNN) algorithms, were used for prediction in both the full sample and subsamples (gender and socioeconomic status). Results show that among the five ML classifiers, the Decision Tree performed best overall, achieving a prediction accuracy of 95.4%. The results by gender show that the ML models perform best for both males and females with the Decision Tree and Random Forest methods. For the Decision Tree, the accuracy rates were 94.9% for males and 95.1% for females; the F1 scores were 92.9% for males and 93.2% for females. For the Random Forest, the accuracy rates were 94.9% for males and 95.4% for females; the F1 scores were 92.7% for males and 93.2% for females. Regarding SES, the Decision Tree and Random Forest methods performed best. In the SES Low group, both methods achieved a prediction accuracy of 95.6% and an F1 score of 93.7%; in the SES high group, they achieved a prediction accuracy of 95.4% and an F1 score of 93.3%. However, the contribution of different dimensions of empowerment features varied significantly among subgroups. These findings can provide important information on the differences in health perception among military personnel.
促进新兵健康和为新兵提供护理服务是军队领导和医疗服务提供者一直关注的问题,因为这对军队的维持和运作至关重要。提高军事人员的能力已被视为促进健康观念的核心价值。然而,军事人员的赋权意识与健康感知之间的途径尚未得到深入探讨。本研究的主要目的是考察不同维度的赋权(个人、人际和社会政治)对新兵健康感知的预测力,并进一步观察不同亚群体之间的差异,这将有助于我们掌握未来健康干预措施的细微差别。研究数据提取自 "军人职业发展研究",分析了第一波(W1)的个人赋权数据和第二波(W2)的健康感知数据(N = 2,232)。在分析方法上,使用了五种 ML 分类器,包括决策树、随机森林、支持向量机、AdaBoost 和 k-Nearest Neighbors (KNN) 算法,对全样本和子样本(性别和社会经济地位)进行预测。结果显示,在五种 ML 分类器中,决策树的总体表现最好,预测准确率达到 95.4%。按性别分类的结果显示,决策树和随机森林方法的 ML 模型对男性和女性的表现都最好。决策树的准确率男性为 94.9%,女性为 95.1%;F1 分数男性为 92.9%,女性为 93.2%。随机森林法的准确率男性为 94.9%,女性为 95.4%;F1 分数男性为 92.7%,女性为 93.2%。在社会经济地位方面,决策树和随机森林方法表现最佳。在 SES 低组,这两种方法的预测准确率都达到了 95.6%,F1 得分为 93.7%;在 SES 高组,这两种方法的预测准确率都达到了 95.4%,F1 得分为 93.3%。然而,在不同的分组中,不同维度的赋权特征所起的作用有很大差异。这些发现为了解军人在健康认知方面的差异提供了重要信息。
{"title":"Application of machine learning in predicting health perception through military personnel's sense of empowerment.","authors":"Kun-Huang Chen, Pao-Lung Chiu, Ming-Hsuan Chen","doi":"10.1111/aphw.12619","DOIUrl":"10.1111/aphw.12619","url":null,"abstract":"<p><p>The promotion of health and provision of care services for new recruits are issues of constant concern for military leaders and healthcare providers, as they are crucial to maintaining and operating military forces. The enhancement of military personnel's empowerment has been recognized as a core value in promoting health perception. However, the pathways between military personnel's sense of empowerment and health perception have not been thoroughly explored. The primary aim of this study is to examine the predictive power of different dimensions of empowerment (personal, interpersonal, and socio-political) on new recruits' health perception, and to further observe differences among subgroups, which will help us grasp the nuances of future health intervention measures. The research data were extracted from the \"Military Career Development Study,\" analyzing personal empowerment data from Wave 1 (W1) and perceived health data from Wave 2 (W2) (N = 2,232). In terms of analytical methods, five ML classifiers, including Decision Tree, Random Forest, Support Vector Machine, AdaBoost, and k-Nearest Neighbors (KNN) algorithms, were used for prediction in both the full sample and subsamples (gender and socioeconomic status). Results show that among the five ML classifiers, the Decision Tree performed best overall, achieving a prediction accuracy of 95.4%. The results by gender show that the ML models perform best for both males and females with the Decision Tree and Random Forest methods. For the Decision Tree, the accuracy rates were 94.9% for males and 95.1% for females; the F1 scores were 92.9% for males and 93.2% for females. For the Random Forest, the accuracy rates were 94.9% for males and 95.4% for females; the F1 scores were 92.7% for males and 93.2% for females. Regarding SES, the Decision Tree and Random Forest methods performed best. In the SES Low group, both methods achieved a prediction accuracy of 95.6% and an F1 score of 93.7%; in the SES high group, they achieved a prediction accuracy of 95.4% and an F1 score of 93.3%. However, the contribution of different dimensions of empowerment features varied significantly among subgroups. These findings can provide important information on the differences in health perception among military personnel.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142543303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Habits are cue-behavior associations learned through repetition that are assumed to be relatively stable. Thereby, unhealthy habits can pose a health risk due to facilitating relapse. In the absence of research on habit decay in daily life, we aimed to investigate how habit decreases over time when trying to degrade a habit and whether this differs by four health-risk behaviors (sedentary behavior, unhealthy snacking, alcohol consumption, and smoking). This 91-day intensive longitudinal study included four parallel non-randomized groups (one per behavior; N = 194). Habit strength was measured daily with the Self-Report Behavioral Automaticity Index (11,805 observations) and modelled over time with constant, linear, quadratic, cubic, asymptotic, and logistic models. Person-specific modelling revealed asymptotic and logistic models as the most common best-fitting models (54% of the sample). The time for habit decay to stabilize ranged from 1 to 65 days. Multilevel modelling indicated substantial between-person heterogeneity and suggested initial habit strength but not the decay process to vary by behavioral group. Findings suggest that habit decay when trying to degrade a habit typically follows a decelerating negative trend but that it is a highly idiosyncratic process. Recommendations include emphasizing the role of person-specific modelling and data visualization in habit research.
{"title":"The temporal trajectories of habit decay in daily life: An intensive longitudinal study on four health-risk behaviors.","authors":"Robert Edgren, Dario Baretta, Jennifer Inauen","doi":"10.1111/aphw.12612","DOIUrl":"https://doi.org/10.1111/aphw.12612","url":null,"abstract":"<p><p>Habits are cue-behavior associations learned through repetition that are assumed to be relatively stable. Thereby, unhealthy habits can pose a health risk due to facilitating relapse. In the absence of research on habit decay in daily life, we aimed to investigate how habit decreases over time when trying to degrade a habit and whether this differs by four health-risk behaviors (sedentary behavior, unhealthy snacking, alcohol consumption, and smoking). This 91-day intensive longitudinal study included four parallel non-randomized groups (one per behavior; N = 194). Habit strength was measured daily with the Self-Report Behavioral Automaticity Index (11,805 observations) and modelled over time with constant, linear, quadratic, cubic, asymptotic, and logistic models. Person-specific modelling revealed asymptotic and logistic models as the most common best-fitting models (54% of the sample). The time for habit decay to stabilize ranged from 1 to 65 days. Multilevel modelling indicated substantial between-person heterogeneity and suggested initial habit strength but not the decay process to vary by behavioral group. Findings suggest that habit decay when trying to degrade a habit typically follows a decelerating negative trend but that it is a highly idiosyncratic process. Recommendations include emphasizing the role of person-specific modelling and data visualization in habit research.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142493532","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Existing evidence has indicated that adopting a temporally distanced perspective can enhance the search for and presence of meaning in life. However, this effect may not hold among individuals facing highly stressful situations, as meaning-search might be considered dysfunctional in such contexts. Furthermore, prior research has not distinguished between near and distant perspectives when examining the impact of temporal distancing on meaning-search and meaning-presence. To address these gaps, this study utilized a prescreening stage (N = 972) to recruit participants dealing with unresolved stressors of moderate-to-high severity. A pre-test and post-test design was employed, with participants randomly assigned to either near-future or distant-future conditions. The results (n = 129) showed that temporal distancing manipulation increased meaning-presence scores across both conditions. Meaning-search scores were significantly lower at post-test compared to pre-test within the distant-future condition but not within the near-future condition. By examining the differential effects of near-future versus distant-future perspectives and recruiting individuals experiencing moderate-to-severe unresolved stressors, this study sheds light on how temporal distancing serves as a coping strategy, enabling individuals to maintain a relatively balanced sense of meaning in life when confronted with significant stressors.
{"title":"The role of temporal distancing on the sense of meaning in life among individuals experiencing daily stressors.","authors":"Tongping Yang, Chongzeng Bi","doi":"10.1111/aphw.12611","DOIUrl":"https://doi.org/10.1111/aphw.12611","url":null,"abstract":"<p><p>Existing evidence has indicated that adopting a temporally distanced perspective can enhance the search for and presence of meaning in life. However, this effect may not hold among individuals facing highly stressful situations, as meaning-search might be considered dysfunctional in such contexts. Furthermore, prior research has not distinguished between near and distant perspectives when examining the impact of temporal distancing on meaning-search and meaning-presence. To address these gaps, this study utilized a prescreening stage (N = 972) to recruit participants dealing with unresolved stressors of moderate-to-high severity. A pre-test and post-test design was employed, with participants randomly assigned to either near-future or distant-future conditions. The results (n = 129) showed that temporal distancing manipulation increased meaning-presence scores across both conditions. Meaning-search scores were significantly lower at post-test compared to pre-test within the distant-future condition but not within the near-future condition. By examining the differential effects of near-future versus distant-future perspectives and recruiting individuals experiencing moderate-to-severe unresolved stressors, this study sheds light on how temporal distancing serves as a coping strategy, enabling individuals to maintain a relatively balanced sense of meaning in life when confronted with significant stressors.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142493531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Siobhán M Griffin, Alžběta Lebedová, Tegan Cruwys, Grace McMahon, Aoife Marie Foran, Magdalena Skrodzka, Stephen Gallagher, Annie T Ginty, Orla T Muldoon
The social identity model of identity change (SIMIC) posits that social group memberships protect well-being during transitional periods, such as the transition to university, via two pathways - maintaining previously held social group memberships (social identity continuity) and gaining new social group memberships (social identity gain). Breaking new ground, this study investigates how these processes can influence an important biomarker of stress - cortisol awakening response (CAR). A total of 153 first year undergraduate students (69.3% female) completed measures (group memberships, depression, life satisfaction) at the beginning of the academic year (October, time 1; T1), of which 67 provided a saliva sample for CAR assessment. Seventy-nine students completed the time 2 (February, T2) measures 4 months later (41 provided saliva). Academic performance was assessed objectively through end-of-academic year university grade data (June, T3). At T1, students who maintained and gained social group memberships reported lower depressive symptoms and greater life satisfaction. Across the academic year, social identity gain was associated with a larger post-awakening cortisol response at T2, indicative of a better ability to cope with stress. Thus, gaining new social group memberships during the transition to university was associated with a better ability to cope with stress.
{"title":"Identity change and the transition to university: Implications for cortisol awakening response, psychological well-being and academic performance.","authors":"Siobhán M Griffin, Alžběta Lebedová, Tegan Cruwys, Grace McMahon, Aoife Marie Foran, Magdalena Skrodzka, Stephen Gallagher, Annie T Ginty, Orla T Muldoon","doi":"10.1111/aphw.12608","DOIUrl":"https://doi.org/10.1111/aphw.12608","url":null,"abstract":"<p><p>The social identity model of identity change (SIMIC) posits that social group memberships protect well-being during transitional periods, such as the transition to university, via two pathways - maintaining previously held social group memberships (social identity continuity) and gaining new social group memberships (social identity gain). Breaking new ground, this study investigates how these processes can influence an important biomarker of stress - cortisol awakening response (CAR). A total of 153 first year undergraduate students (69.3% female) completed measures (group memberships, depression, life satisfaction) at the beginning of the academic year (October, time 1; T1), of which 67 provided a saliva sample for CAR assessment. Seventy-nine students completed the time 2 (February, T2) measures 4 months later (41 provided saliva). Academic performance was assessed objectively through end-of-academic year university grade data (June, T3). At T1, students who maintained and gained social group memberships reported lower depressive symptoms and greater life satisfaction. Across the academic year, social identity gain was associated with a larger post-awakening cortisol response at T2, indicative of a better ability to cope with stress. Thus, gaining new social group memberships during the transition to university was associated with a better ability to cope with stress.</p>","PeriodicalId":8127,"journal":{"name":"Applied psychology. Health and well-being","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142456680","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}