A Study on the Construction of Mental Health Indicators for College Students Based on Social Media Data Mining and the Evaluation of Their Intervention Effects

[1] Moeller, R. W., Seehuus, M., & Peisch, V. (2020). Emotional intelligence, belongingness, and mental health in college students. Frontiers in psychology, 11, 499794. Search in Google Scholar

[2] Karatekin, C. (2018). Adverse childhood experiences (ACEs), stress and mental health in college students. Stress and Health, 34(1), 36-45. Search in Google Scholar

[3] Oswalt, S. B., Lederer, A. M., Chestnut-Steich, K., Day, C., Halbritter, A., & Ortiz, D. (2020). Trends in college students’ mental health diagnoses and utilization of services, 2009–2015. Journal of American college health, 68(1), 41-51. Search in Google Scholar

[4] Lattie, E. G., Lipson, S. K., & Eisenberg, D. (2019). Technology and college student mental health: challenges and opportunities. Frontiers in psychiatry, 10, 246. Search in Google Scholar

[5] Selvaraj, P. R., & Bhat, C. S. (2018). Predicting the mental health of college students with psychological capital. Journal of Mental Health, 27(3), 279-287. Search in Google Scholar

[6] Wyatt, T. J., Oswalt, S. B., & Ochoa, Y. (2017). Mental Health and Academic Performance of First-Year College Students. International Journal of Higher Education, 6(3), 178-187. Search in Google Scholar

[7] Lei, X., Liu, C., & Jiang, H. (2021). Mental health of college students and associated factors in Hubei of China. PLoS One, 16(7), e0254183. Search in Google Scholar

[8] Gaiotto, E. M. G., Trapé, C. A., Campos, C. M. S., Fujimori, E., Carrer, F. C. D. A., Nichiata, L. Y. I., ... & Soares, C. B. (2022). Response to college students’ mental health needs: a rapid review. Revista de Saude Publica, 55, 114. Search in Google Scholar

[9] Son, C., Hegde, S., Smith, A., Wang, X., & Sasangohar, F. (2020). Effects of COVID-19 on college students’ mental health in the United States: Interview survey study. Journal of medical internet research, 22(9), e21279. Search in Google Scholar

[10] Campbell, F., Blank, L., Cantrell, A., Baxter, S., Blackmore, C., Dixon, J., & Goyder, E. (2022). Factors that influence mental health of university and college students in the UK: a systematic review. BMC public health, 22(1), 1778. Search in Google Scholar

[11] Griggs, S. (2017). Hope and mental health in young adult college students: An integrative review. Journal of psychosocial nursing and mental health services, 55(2), 28-35. Search in Google Scholar

[12] Ekornes, S. (2017). Teacher stress related to student mental health promotion: The match between perceived demands and competence to help students with mental health problems. Scandinavian journal of educational research, 61(3), 333-353. Search in Google Scholar

[13] Moltrecht, B., Deighton, J., Patalay, P., & Edbrooke-Childs, J. (2021). Effectiveness of current psychological interventions to improve emotion regulation in youth: a meta-analysis. European child & adolescent psychiatry, 30(6), 829-848. Search in Google Scholar

[14] Marksteiner, T., Janke, S., & Dickhäuser, O. (2019). Effects of a brief psychological intervention on students’ sense of belonging and educational outcomes: The role of students’ migration and educational background. Journal of school psychology, 75, 41-57. Search in Google Scholar

[15] Šouláková, B., Kasal, A., Butzer, B., & Winkler, P. (2019). Meta-review on the effectiveness of classroom-based psychological interventions aimed at improving student mental health and well-being, and preventing mental illness. The Journal of Primary Prevention, 40, 255-278. Search in Google Scholar

[16] Luo, M. (2021). Research on students’ mental health based on data mining algorithms. Journal of Healthcare Engineering, 2021(1), 1382559. Search in Google Scholar

[17] Jia, Z. (2023). Psychological crisis prediction of students based on network behavior by big data mining. International Journal of Emerging Technologies in Learning (Online), 18(12), 208. Search in Google Scholar

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

[19] Corona, R., Rodríguez, V. M., McDonald, S. E., Velazquez, E., Rodríguez, A., & Fuentes, V. E. (2017). Associations between cultural stressors, cultural values, and Latina/o college students’ mental health. Journal of youth and adolescence, 46, 63-77. Search in Google Scholar

[20] Seehuus, M., Moeller, R. W., & Peisch, V. (2021). Gender effects on mental health symptoms and treatment in college students. Journal of American college health, 69(1), 95-102. Search in Google Scholar

[21] Lattie, E. G., Adkins, E. C., Winquist, N., Stiles-Shields, C., Wafford, Q. E., & Graham, A. K. (2019). Digital mental health interventions for depression, anxiety, and enhancement of psychological well-being among college students: systematic review. Journal of medical Internet research, 21(7), e12869. Search in Google Scholar

[22] 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

[23] Qingqing Xu & Yun Chen. (2024). Educational mismatch and mental health: Evidence from China. Social Science & Medicine117140-117140. Search in Google Scholar

[24] Hainan Wang. (2024). Automatic question-answering modeling in English by integrating TF-IDF and segmentation algorithms. Systems and Soft Computing200087-. Search in Google Scholar

[25] Laureate Caitlin Doogan Poet,Buntine Wray & Linger Henry. (2023). A systematic review of the use of topic models for short text social media analysis. Artificial intelligence review(12),31-33. Search in Google Scholar

[26] Dahai Liao,Kun Hu,Fuping Huang,Xiang Wang,Qi Zheng & Wei Wang. (2024). Semantic segmentation method for micro-cracks in silicon nitride ceramic bearing balls based on coupling of edge channel enhancement and weighted gated attention mechanism in EMU-Net+. Measurement115333-115333. Search in Google Scholar

[27] Aiyan Qu,Qiuhui Shen & Gholamreza Ahmadi. (2024). Towards intrusion detection in fog environments using generative adversarial network and long short-term memory network. Computers & Security 104004-104004. Search in Google Scholar