TY - JOUR A1 - Adnan, Hassan Sami A1 - Srsic, Amanda A1 - Venticich, Pete Milos A1 - Townend, David M.R. T1 - Using AI for mental health analysis and prediction in school surveys JF - European journal of public health N2 - Background: Childhood and adolescence are critical stages of life for mental health and well-being. Schools are a key setting for mental health promotion and illness prevention. One in five children and adolescents have a mental disorder, about half of mental disorders beginning before the age of 14. Beneficial and explainable artificial intelligence can replace current paper- based and online approaches to school mental health surveys. This can enhance data acquisition, interoperability, data driven analysis, trust and compliance. This paper presents a model for using chatbots for non-obtrusive data collection and supervised machine learning models for data analysis; and discusses ethical considerations pertaining to the use of these models. Methods: For data acquisition, the proposed model uses chatbots which interact with students. The conversation log acts as the source of raw data for the machine learning. Pre-processing of the data is automated by filtering for keywords and phrases. Existing survey results, obtained through current paper-based data collection methods, are evaluated by domain experts (health professionals). These can be used to create a test dataset to validate the machine learning models. Supervised learning can then be deployed to classify specific behaviour and mental health patterns. Results: We present a model that can be used to improve upon current paper-based data collection and manual data analysis methods. An open-source GitHub repository contains necessary tools and components of this model. Privacy is respected through rigorous observance of confidentiality and data protection requirements. Critical reflection on these ethics and law aspects is included in the project. Conclusions: This model strengthens mental health surveillance in schools. The same tools and components could be applied to other public health data. Future extensions of this model could also incorporate unsupervised learning to find clusters and patterns of unknown effects. KW - ethics KW - artificial intelligence KW - adolescent KW - child KW - confidentiality KW - health personnel KW - mental disorders KW - mental health KW - personal satisfaction KW - privacy KW - school (environment) KW - statutes and laws KW - public health medicine KW - surveillance KW - medical KW - prevention KW - datasets KW - machine learning KW - supervised machine learning KW - data analysis Y1 - 2020 U6 - https://doi.org/10.1093/eurpub/ckaa165.336 SN - 1101-1262 SN - 1464-360X VL - 30 SP - V125 EP - V125 PB - Oxford Univ. Press CY - Oxford [u.a.] ER - TY - JOUR A1 - Juang, Linda P. A1 - Schachner, Maja Katharina A1 - Pevec-Zimmer, Sharleen A1 - Moffitt, Ursula Elinor T1 - The Identity Project intervention in Germany BT - creating a climate for reflection, connection, and adolescent identity development JF - New directions for child and adolescent development N2 - We examined whether German adolescents who participated in an adapted 8-week school-based intervention, the Identity Project, reported greater changes in heritage and global identities and perceptions of classroom cultural climate. We used a longitudinal, wait-list control design pooling eight classrooms across the school years of 2018-2019 and 2019-2020. The sample included 195 seventh graders (M-age = 12.35 years, SD =.79, 39% female, 83% of migration background). Findings showed moderate support for more heritage identity exploration and greater perceptions of unequal treatment and critical consciousness climate in the intervention group. There were also important differences across conditions regarding how identity and climate related to adolescent outcomes. We conclude that the Identity Project can be adapted and applied in other cultural contexts such as Germany. It provides a necessary space for adolescents to engage in discussions about diversity, cultural heritage, social inequities, and their relevance to one's identities. KW - adolescent KW - diversity climate KW - Germany KW - identity KW - intervention KW - school Y1 - 2020 U6 - https://doi.org/10.1002/cad.20379 SN - 1534-8687 VL - 173 SP - 65 EP - 82 PB - Wiley CY - San Fransisco ER - TY - JOUR A1 - Juang, Linda P. A1 - Schachner, Maja Katharina A1 - Pevec-Zimmer, Sharleen A1 - Moffitt, Ursula Elinor T1 - The Identity Project intervention in Germany BT - creating a climate for reflection, connection, and adolescent identity development JF - New directions for child and adolescent development N2 - We examined whether German adolescents who participated in an adapted 8-week school-based intervention, the Identity Project, reported greater changes in heritage and global identities and perceptions of classroom cultural climate. We used a longitudinal, wait-list control design pooling eight classrooms across the school years of 2018-2019 and 2019-2020. The sample included 195 seventh graders (M-age = 12.35 years, SD =.79, 39% female, 83% of migration background). Findings showed moderate support for more heritage identity exploration and greater perceptions of unequal treatment and critical consciousness climate in the intervention group. There were also important differences across conditions regarding how identity and climate related to adolescent outcomes. We conclude that the Identity Project can be adapted and applied in other cultural contexts such as Germany. It provides a necessary space for adolescents to engage in discussions about diversity, cultural heritage, social inequities, and their relevance to one's identities. KW - adolescent KW - diversity climate KW - Germany KW - identity KW - intervention KW - school Y1 - 2020 U6 - https://doi.org/10.1002/cad.20379 SN - 1534-8687 VL - 173 SP - 65 EP - 82 PB - Wiley CY - San Fransisco ER - TY - JOUR A1 - Gäbler, Martijn A1 - Prieske, Olaf A1 - Hortobagyi, Tibor A1 - Granacher, Urs T1 - The Effects of Concurrent Strength and Endurance Training on Physical Fitness and Athletic Performance in Youth BT - A Systematic Review and Meta-Analysis JF - Frontiers in Physiology N2 - Combining training of muscle strength and cardiorespiratory fitness within a training cycle could increase athletic performance more than single-mode training. However, the physiological effects produced by each training modality could also interfere with each other, improving athletic performance less than single-mode training. Because anthropometric, physiological, and biomechanical differences between young and adult athletes can affect the responses to exercise training, young athletes might respond differently to concurrent training (CT) compared with adults. Thus, the aim of the present systematic review with meta-analysis was to determine the effects of concurrent strength and endurance training on selected physical fitness components and athletic performance in youth. A systematic literature search of PubMed and Web of Science identified 886 records. The studies included in the analyses examined children (girls age 6–11 years, boys age 6–13 years) or adolescents (girls age 12–18 years, boys age 14–18 years), compared CT with single-mode endurance (ET) or strength training (ST), and reported at least one strength/power—(e.g., jump height), endurance—(e.g., peak V°O2, exercise economy), or performance-related (e.g., time trial) outcome. We calculated weighted standardized mean differences (SMDs). CT compared to ET produced small effects in favor of CT on athletic performance (n = 11 studies, SMD = 0.41, p = 0.04) and trivial effects on cardiorespiratory endurance (n = 4 studies, SMD = 0.04, p = 0.86) and exercise economy (n = 5 studies, SMD = 0.16, p = 0.49) in young athletes. A sub-analysis of chronological age revealed a trend toward larger effects of CT vs. ET on athletic performance in adolescents (SMD = 0.52) compared with children (SMD = 0.17). CT compared with ST had small effects in favor of CT on muscle power (n = 4 studies, SMD = 0.23, p = 0.04). In conclusion, CT is more effective than single-mode ET or ST in improving selected measures of physical fitness and athletic performance in youth. Specifically, CT compared with ET improved athletic performance in children and particularly adolescents. Finally, CT was more effective than ST in improving muscle power in youth. KW - child KW - adolescent KW - muscle strength KW - cardiorespiratory fitness KW - physical conditioning human KW - resistance training KW - youth sports Y1 - 2018 U6 - https://doi.org/10.3389/fphys.2018.01057 SN - 1664-042X VL - 9 SP - 1 EP - 13 PB - Frontiers Research Foundation CY - Lausanne ER - TY - JOUR A1 - Krentz, Eva Maria A1 - Warschburger, Petra T1 - A longitudinal investigation of sports-related risk factors for disordered eating in aesthetic sports JF - Scandinavian journal of medicine & science in sports N2 - Previous studies have indicated a higher risk of disordered eating in certain types of elite sports such as aesthetic sports (e.g., rhythmical gymnastics, figure skating). But even though some studies on risk factors for disordered eating in sports exist, most research on this topic is based on cross-sectional data with limitations on causal inferences. We examined sports-related risk factors for disordered eating in a 1-year longitudinal study with two assessment points. The participants were 65 adolescent athletes from aesthetic sports (mean age 14.0 +/- 2.2years) who completed measures of disordered eating, social pressure from the sports environment, sports-related body dissatisfaction, desire to be leaner to improve sports performance, and emotional distress resulting from missed exercise sessions. All variables were relatively stable in the mean. Individual changes in the desire to be leaner to improve sports performance were associated with individual changes in disordered eating. Furthermore, a cross-lagged partial correlation analysis showed that the desire to be leaner to improve sports performance was predictive of disordered eating and not vice versa. The results of our study indicate that athletes are more at risk for disordered eating if they believe it is possible to enhance their sports performance through weight regulation. KW - adolescent KW - eating disorder KW - elite athlete KW - prospective KW - two-wave panel Y1 - 2013 U6 - https://doi.org/10.1111/j.1600-0838.2011.01380.x SN - 0905-7188 VL - 23 IS - 3 SP - 303 EP - 310 PB - Wiley-Blackwell CY - Hoboken ER -