Open Access

Using Deep Learning Techniques to Study the Effects of Psychological Stress on College Students’ Performance in Physical Education Classes

  
Mar 19, 2025

Cite
Download Cover

Hurley, E. C., Williams, I. R., Tomyn, A. J., & Sanci, L. (2024). Social media use among Australian university students: Understanding links with stress and mental health. Computers in Human Behavior Reports, 14, 100398. Hurley E. C. Williams I. R. Tomyn A. J. Sanci L. ( 2024 ). Social media use among Australian university students: Understanding links with stress and mental health . Computers in Human Behavior Reports , 14 , 100398 . Search in Google Scholar

Wang, X., Hegde, S., Son, C., Keller, B., Smith, A., & Sasangohar, F. (2020). Investigating mental health of US college students during the COVID-19 pandemic: Cross-sectional survey study. Journal of medical Internet research, 22(9), e22817. Wang X. Hegde S. Son C. Keller B. Smith A. Sasangohar F. ( 2020 ). Investigating mental health of US college students during the COVID-19 pandemic: Cross-sectional survey study . Journal of medical Internet research , 22 ( 9 ), e22817 . Search in Google Scholar

Sharp, J., & Theiler, S. (2018). A review of psychological distress among university students: Pervasiveness, implications and potential points of intervention. International Journal for the advancement of counselling, 40, 193-212. Sharp J. Theiler S. ( 2018 ). A review of psychological distress among university students: Pervasiveness, implications and potential points of intervention . International Journal for the advancement of counselling , 40 , 193 - 212 . Search in Google Scholar

Xiang, Y., Shuai, C., Zhang, Y., & Li, Y. (2024). The mental health of college students and the level of academic achievement: knowledge about psychological well-being, self-control, and college learning. Československá psychologie, 68(1), 80-95. Xiang Y. Shuai C. Zhang Y. Li Y. ( 2024 ). The mental health of college students and the level of academic achievement: knowledge about psychological well-being, self-control, and college learning . Československá psychologie , 68 ( 1 ), 80 - 95 . Search in Google Scholar

Yang, Y., & Yang, P. (2022). Effect of college students’ academic stress on anxiety under the background of the normalization of COVID-19 pandemic: the mediating and moderating effects of psychological capital. Frontiers in psychology, 13, 880179. Yang Y. Yang P. ( 2022 ). Effect of college students’ academic stress on anxiety under the background of the normalization of COVID-19 pandemic: the mediating and moderating effects of psychological capital . Frontiers in psychology , 13 , 880179 . Search in Google Scholar

Zhang, J. (2022, July). Analysis of the psychological state of college students in the post-pandemic period and adjustment strategies. In 2022 3rd International Conference on Mental Health, Education and Human Development (MHEHD 2022) (pp. 800-806). Atlantis Press. Zhang J. ( 2022 , July ). Analysis of the psychological state of college students in the post-pandemic period and adjustment strategies . In 2022 3rd International Conference on Mental Health, Education and Human Development (MHEHD 2022) (pp. 800 - 806 ). Atlantis Press . Search in Google Scholar

Wu, D., Yu, L., Yang, T., Cottrell, R., Peng, S., Guo, W., & Jiang, S. (2020). The impacts of uncertainty stress on mental disorders of Chinese college students: evidence from a nationwide study. Frontiers in psychology, 11, 243. Wu D. Yu L. Yang T. Cottrell R. Peng S. Guo W. Jiang S. ( 2020 ). The impacts of uncertainty stress on mental disorders of Chinese college students: evidence from a nationwide study . Frontiers in psychology , 11 , 243 . Search in Google Scholar

Hj Ramli, N. H., Alavi, M., Mehrinezhad, S. A., & Ahmadi, A. (2018). Academic stress and self-regulation among university students in Malaysia: Mediator role of mindfulness. Behavioral Sciences, 8(1), 12. Hj Ramli N. H. Alavi M. Mehrinezhad S. A. Ahmadi A. ( 2018 ). Academic stress and self-regulation among university students in Malaysia: Mediator role of mindfulness . Behavioral Sciences , 8 ( 1 ), 12 . Search in Google Scholar

Amanvermez, Y., Karyotaki, E., Cuijpers, P., Salemink, E., Spinhoven, P., Struijs, S., & de Wit, L. M. (2021). Feasibility and acceptability of a guided internet-based stress management intervention for university students with high levels of stress: Protocol for an open trial. Internet Interventions, 24, 100369. Amanvermez Y. Karyotaki E. Cuijpers P. Salemink E. Spinhoven P. Struijs S. de Wit L. M. ( 2021 ). Feasibility and acceptability of a guided internet-based stress management intervention for university students with high levels of stress: Protocol for an open trial . Internet Interventions , 24 , 100369 . Search in Google Scholar

Harrer, M., Adam, S. H., Fleischmann, R. J., Baumeister, H., Auerbach, R., Bruffaerts, R., … & Ebert, D. D. (2018). Effectiveness of an internet-and app-based intervention for college students with elevated stress: randomized controlled trial. Journal of medical Internet research, 20(4), e136. Harrer M. Adam S. H. Fleischmann R. J. Baumeister H. Auerbach R. Bruffaerts R. Ebert D. D. ( 2018 ). Effectiveness of an internet-and app-based intervention for college students with elevated stress: randomized controlled trial . Journal of medical Internet research , 20 ( 4 ), e136 . Search in Google Scholar

Galante, J., Dufour, G., Vainre, M., Wagner, A. P., Stochl, J., Benton, A., … & Jones, P. B. (2018). A mindfulness-based intervention to increase resilience to stress in university students (the Mindful Student Study): a pragmatic randomised controlled trial. The Lancet Public Health, 3(2), e72-e81. Galante J. Dufour G. Vainre M. Wagner A. P. Stochl J. Benton A. Jones P. B. ( 2018 ). A mindfulness-based intervention to increase resilience to stress in university students (the Mindful Student Study): a pragmatic randomised controlled trial . The Lancet Public Health , 3 ( 2 ), e72 - e81 . Search in Google Scholar

Amanvermez, Y., Rahmadiana, M., Karyotaki, E., de Wit, L., Ebert, D. D., Kessler, R. C., & Cuijpers, P. (2023). Stress management interventions for college students: A systematic review and meta-analysis. Clinical Psychology: Science and Practice, 30(4), 423. Amanvermez Y. Rahmadiana M. Karyotaki E. de Wit L. Ebert D. D. Kessler R. C. Cuijpers P. ( 2023 ). Stress management interventions for college students: A systematic review and meta-analysis . Clinical Psychology: Science and Practice , 30 ( 4 ), 423 . Search in Google Scholar

Ruin, S., & Stibbe, G. (2022). Physical education and physical education research. An overview of German language publications 2020-2021. International Journal of Physical Education, 59(3), 2-16. Ruin S. Stibbe G. ( 2022 ). Physical education and physical education research . An overview of German language publications 2020-2021. International Journal of Physical Education , 59 ( 3 ), 2 - 16 . Search in Google Scholar

Andres, A. S. (2017). Physical education of students, considering their physical fitness level. Physical education of students, 21(3), 103-107. Andres A. S. ( 2017 ). Physical education of students, considering their physical fitness level . Physical education of students , 21 ( 3 ), 103 - 107 . Search in Google Scholar

Singh, B., Olds, T., Curtis, R., Dumuid, D., Virgara, R., Watson, A., & Maher, C. (2023). Effectiveness of physical activity interventions for improving depression, anxiety and distress: an overview of systematic reviews. British journal of sports medicine, 57(18), 1203-1209. Singh B. Olds T. Curtis R. Dumuid D. Virgara R. Watson A. Maher C. ( 2023 ). Effectiveness of physical activity interventions for improving depression, anxiety and distress: an overview of systematic reviews . British journal of sports medicine , 57 ( 18 ), 1203 - 1209 . Search in Google Scholar

Dilshodovich, I. S. (2021). Ways To Increase the Effectiveness of Physical Education Classes in Secondary Schools. Texas Journal of Multidisciplinary Studies, 2, 142-143. Dilshodovich I. S. ( 2021 ). Ways To Increase the Effectiveness of Physical Education Classes in Secondary Schools . Texas Journal of Multidisciplinary Studies , 2 , 142 - 143 . Search in Google Scholar

Nazirjonovich, K. Z. (2021). The use of modern educational technologies in the organization of physical education is a guarantee to increase the effectiveness of education. ACADEMICIA: An International Multidisciplinary Research Journal, 11(10), 477-480. Nazirjonovich K. Z. ( 2021 ). The use of modern educational technologies in the organization of physical education is a guarantee to increase the effectiveness of education . ACADEMICIA: An International Multidisciplinary Research Journal , 11 ( 10 ), 477 - 480 . Search in Google Scholar

Boonsem, A., & Chaoensupmanee, T. (2020). Determining the Factors of Teaching Effectiveness for Physical Education. International Education Studies, 13(3), 43-50. Boonsem A. Chaoensupmanee T. ( 2020 ). Determining the Factors of Teaching Effectiveness for Physical Education . International Education Studies , 13 ( 3 ), 43 - 50 . Search in Google Scholar

Zhu, J. (2021, May). Factors affecting the physical education practice teaching effect of university students. In 2021 2nd International Conference on Computers, Information Processing and Advanced Education (pp. 202-208). Zhu J. ( 2021 , May ). Factors affecting the physical education practice teaching effect of university students . In 2021 2nd International Conference on Computers, Information Processing and Advanced Education (pp. 202 - 208 ). Search in Google Scholar

Eratlı Şirin, Y., & Şahin, M. (2020). Investigation of factors affecting the achievement of university students with logistic regression analysis: School of physical education and sport example. Sage Open, 10(1), 2158244020902082. Eratlı Şirin Y. Şahin M. ( 2020 ). Investigation of factors affecting the achievement of university students with logistic regression analysis: School of physical education and sport example . Sage Open , 10 ( 1 ), 2158244020902082 . Search in Google Scholar

Narzary, D., & Sharma, U. (2024, February). Analysis of Mental Stress with Machine Learning Methods. In International Conference On Innovative Computing And Communication (pp. 577-585). Singapore: Springer Nature Singapore. Narzary D. Sharma U. ( 2024 , February ). Analysis of Mental Stress with Machine Learning Methods . In International Conference On Innovative Computing And Communication (pp. 577 - 585 ). Singapore : Springer Nature Singapore . Search in Google Scholar

Beharu, W. T. (2018). Psychological factors affecting students academic performance among freshman psychology students in Dire Dawa University. Journal of Education and Practice, 9(4), 59-65. Beharu W. T. ( 2018 ). Psychological factors affecting students academic performance among freshman psychology students in Dire Dawa University . Journal of Education and Practice , 9 ( 4 ), 59 - 65 . Search in Google Scholar

Han, H. (2023). Fuzzy clustering algorithm for university students’ psychological fitness and performance detection. Heliyon, 9(8). Han H. ( 2023 ). Fuzzy clustering algorithm for university students’ psychological fitness and performance detection . Heliyon , 9 ( 8 ). Search in Google Scholar

Abutabanjah, A. M. I., Akour, A. A. A. W., Al-Omar, O. M. N., Aaqolah, K. K. A., Khataybeh, A. S. A., Olim, W. R. S. A., & Zriqat, S. Z. (2024). Psychological Stress and Its Relationship with Academic Achievement among Students Enrolled in Sports Psychology Courses at the Faculty of Physical Education and Sport Sciences at the Hashemite University. International Journal of Religion, 5(5), 533-541. Abutabanjah A. M. I. Akour A. A. A. W. Al-Omar O. M. N. Aaqolah K. K. A. Khataybeh A. S. A. Olim W. R. S. A. Zriqat S. Z. ( 2024 ). Psychological Stress and Its Relationship with Academic Achievement among Students Enrolled in Sports Psychology Courses at the Faculty of Physical Education and Sport Sciences at the Hashemite University . International Journal of Religion , 5 ( 5 ), 533 - 541 . Search in Google Scholar

Avishek Paul, Abhishek Chakraborty, Deboleena Sadhukhan, Saurabh Pal & Madhuchhanda Mitra. (2024). Automated Detection of Mental Stress Using Multimodal Characterization of PPG Signal for AI Based Healthcare Applications. SN Computer Science(6), 736-736. Paul Avishek Chakraborty Abhishek Sadhukhan Deboleena Pal Saurabh Mitra Madhuchhanda ( 2024 ). Automated Detection of Mental Stress Using Multimodal Characterization of PPG Signal for AI Based Healthcare Applications . SN Computer Science ( 6 ), 736 - 736 . Search in Google Scholar

Wang Meijiao, Ji Xiaoqiang & Kan Xiaoting. (2022). Mental stress assessing in humans using PPG signal.(eds.)Changchun College Of Electronic Technology (China). Meijiao Wang Xiaoqiang Ji Xiaoting Kan ( 2022 ). Mental stress assessing in humans using PPG signal .(eds.) Changchun College Of Electronic Technology ( China ). Search in Google Scholar

Wenrong Hu, Juan Wang, Feng Li, Daohui Ge, Yuxia Wang, Qingwei Jia & Shasha Yuan. (2024). A Modified Transformer Network for Seizure Detection Using EEG Signals. International Journal of Neural Systems(prepublish), 2550003. Hu Wenrong Wang Juan Li Feng Ge Daohui Wang Yuxia Jia Qingwei Yuan Shasha ( 2024 ). A Modified Transformer Network for Seizure Detection Using EEG Signals . International Journal of Neural Systems(prepublish) , 2550003 . Search in Google Scholar

Language:
English