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English Information

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Authors
# Name
1 Tiago Rocha(tiagocbr@usp.br)
2 Leonardo Dallagnol(dallagnol leonardo@usp.br)
3 Maicon Marques(maiconchavesmarques@usp.br)
4 Camila Silva(caamilaoliv@usp.br)
5 Júlia Vilaça(julia_vilaca@cienciasmedicasmg.edu.br)
6 Jean Ponciano(jeanponciano@icmc.usp.br)
7 Jean Ponciano(jeanponciano@icmc.usp.br)

(*) To change the order drag the item to the new position.

Reference
# Reference
1 Barrett, L. F. (2017). How emotions are made: The secret life of the brain. Pan Macmillan.
2 Aggarwal, V., Thukral, S., Patel, K., and Chatterjee, A. (2024). Leveraging llms for mental health: Detection and recommendations from social discussions. In 2024 IEEE/WIC Int. Conf. on Web Intel. and Intellig. Agent Tech. (WI-IAT), pages 350–354. IEEE.
3 Fan, Y., Fan, A., Yang, Z., and Fan, D. (2025). Global burden of mental disorders in 204 countries and territories, 1990–2021: results from the global burden of disease study 2021. BMC Psychiatry, 25(1):486.
4 Almeida, R. J. A. (2018). Leia - léxico para inferência adaptada. https://github.com/rafjaa/LeIA.
5 Guo, X., Sun, Y., and Vosoughi, S. (2021). Emotion-based modeling of mental disorders on social media. In Int. Conf. on Web Intel. and Intellig. Agent Tech., pages 8–16.
6 Atapattu, T., Herath, M., Elvitigala, C., de Zoysa, P., Gunawardana, K., Thilakaratne, M., De Zoysa, K., and Falkner, K. (2022). Emoment: An emotion annotated mental health corpus from two south asian countries. In Proceedings of the 29th International Conference on Computational Linguistics, pages 6991–7001.
7 Herculano, A., de Paula, T.-H., Fernandes, D., and Rego, A. (2024). DepreRedditBR: Um conjunto de dados textuais com postagens depressivas no idioma português brasileiro. In VI Dataset Showcase Workshop, pages 77–90, Porto Alegre, RS, Brasil. SBC.
8 Barbieri, F., Espinosa Anke, L., and Camacho-Collados, J. (2022). XLM-T: Multilingual language models in Twitter for sentiment analysis and beyond. In Proceedings of the Thirteenth Language Resources and Evaluation Conference, pages 258–266, Marseille, France. European Language Resources Association.
9 House, J. (1981). Work Stress and Social Support. Addison-Wesley Series in Health Education. Addison-Wesley Publishing Company.
10 Barrett, L. F. (2017). How emotions are made: The secret life of the brain. Pan Macmillan.
11 Hutto, C. J. and Gilbert, E. (2014). VADER: A parsimonious rule-based model for sentiment analysis of social media text. In Int. AAAI Conf. on Web and Social Media, volume 8, pages 216–225.
12 Inamdar, S., Chapekar, R., Gite, S., and Pradhan, B. (2023). Machine learning driven mental stress detection on reddit posts using natural language processing. Human-Centric Intelligent Systems, 3(2):80–91.
13 Fan, Y., Fan, A., Yang, Z., and Fan, D. (2025). Global burden of mental disorders in 204 countries and territories, 1990–2021: results from the global burden of disease study 2021. BMC Psychiatry, 25(1):486.
14 Li, Q., Li, J., and Fan, Y. (2025). Addressing mental health in university students: a call for action. Frontiers in Public Health, 13:1614999.
15 Guo, X., Sun, Y., and Vosoughi, S. (2021). Emotion-based modeling of mental disorders on social media. In Int. Conf. on Web Intel. and Intellig. Agent Tech., pages 8–16.
16 Low, D. M., Rumker, L., Talkar, T., Torous, J., Cecchi, G., and Ghosh, S. S. (2020). Natural language processing reveals vulnerable mental health support groups and heightened health anxiety on reddit during covid-19: Observational study. Journal of medical Internet research, 22(10):e22635.
17 Herculano, A., de Paula, T.-H., Fernandes, D., and Rego, A. (2024). DepreRedditBR: Um conjunto de dados textuais com postagens depressivas no idioma português brasileiro. In VI Dataset Showcase Workshop, pages 77–90, Porto Alegre, RS, Brasil. SBC.
18 Marques, M. C., Silva, C. O., Dallagnol, L. P., Rocha, T. C. B., and Ponciano, J. R. (2026). BrStudentMH: A Reddit dataset for mental health analysis in the Brazilian university context. In VIII Dataset Showcase Workshop. accepted.
19 House, J. (1981). Work Stress and Social Support. Addison-Wesley Series in Health Education. Addison-Wesley Publishing Company.
20 Montejo-Ráez, A., Molina-González, M. D., Jiménez-Zafra, S. M., Ángel García-Cumbreras, M., and García-López, L. J. (2024). A survey on detecting mental disorders with natural language processing: Literature review, trends and challenges. Computer Science Review, 53:100654.
21 Hutto, C. J. and Gilbert, E. (2014). VADER: A parsimonious rule-based model for sentiment analysis of social media text. In Int. AAAI Conf. on Web and Social Media, volume 8, pages 216–225.
22 Nandwani, P. and Verma, R. (2021). A review on sentiment analysis and emotion detection from text. Social Network Analysis and Mining, 11(1):81.
23 Inamdar, S., Chapekar, R., Gite, S., and Pradhan, B. (2023). Machine learning driven mental stress detection on reddit posts using natural language processing. Human-Centric Intelligent Systems, 3(2):80–91.
24 Oliveira, R. A., Véras, R. M., and Araújo, T. M. d. (2025). Assistência estudantil e promoção da saúde mental nas universidades federais brasileiras: uma revisão integrativa. Avaliação: Revista da Avaliação da Educação Superior (Campinas), 30:e025030.
25 Li, Q., Li, J., and Fan, Y. (2025). Addressing mental health in university students: a call for action. Frontiers in Public Health, 13:1614999.
26 Pang, B. and Lee, L. (2008). Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval, 2(1–2):1–135.
27 Low, D. M., Rumker, L., Talkar, T., Torous, J., Cecchi, G., and Ghosh, S. S. (2020). Natural language processing reveals vulnerable mental health support groups and heightened health anxiety on reddit during covid-19: Observational study. Journal of medical Internet research, 22(10):e22635.
28 Ren, L., Lin, H., Xu, B., Zhang, S., Yang, L., and Sun, S. (2021). Depression detection on reddit with an emotion-based attention network: algorithm development and validation. JMIR medical informatics, 9(7):e28754.
29 Marques, M. C., Silva, C. O., Dallagnol, L. P., Rocha, T. C. B., and Ponciano, J. R. (2026). BrStudentMH: A Reddit dataset for mental health analysis in the Brazilian university context. In VIII Dataset Showcase Workshop. accepted.
30 Ruihua, L., Hassan, N. C., Qiuxia, Z., Sha, O., and Jingyi, D. (2025). A systematic review on the impact of social support on college students’ wellbeing and mental health. Plos one, 20(7):e0325212.
31 Montejo-Ráez, A., Molina-González, M. D., Jiménez-Zafra, S. M., Ángel García-Cumbreras, M., and García-López, L. J. (2024). A survey on detecting mental disorders with natural language processing: Literature review, trends and challenges. Computer Science Review, 53:100654.
32 Russell, J. A. (1980). A circumplex model of affect. Journal of Personality and Social Psychology, 39(6):1161–1178.
33 Nandwani, P. and Verma, R. (2021). A review on sentiment analysis and emotion detection from text. Social Network Analysis and Mining, 11(1):81.
34 Sampath, K. and Durairaj, T. (2022). Data set creation and empirical analysis for detecting signs of depression from social media postings. In International Conference on Computational Intelligence in Data Science, pages 136–151. Springer.
35 Oliveira, R. A., Véras, R. M., and Araújo, T. M. d. (2025). Assistência estudantil e promoção da saúde mental nas universidades federais brasileiras: uma revisão integrativa. Avaliação: Revista da Avaliação da Educação Superior (Campinas), 30:e025030.
36 Sweetlin, J. D., Vaisshnavi, S., Keshavan, A., and Palanisamy, R. (2025). Detection of mental illness from reddit data using deep learning and mitigation using generative ai. In 2025 Int. Conf. on Computing, Intelligence, and Application (CIACON), pages 1–8.
37 Pang, B. and Lee, L. (2008). Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval, 2(1–2):1–135.
38 Times Higher Education (2025). Latin america university rankings 2026. https://www.timeshighereducation.com/world-university-rankings/2026 /latin-america-university-rankings. Acesso em: 11 dez. 2025.
39 Ren, L., Lin, H., Xu, B., Zhang, S., Yang, L., and Sun, S. (2021). Depression detection on reddit with an emotion-based attention network: algorithm development and validation. JMIR medical informatics, 9(7):e28754.
40 World Health Organization (2017). Depression and Other Common Mental Disorders: Global Health Estimates. World Health Organization, Geneva.
41 Ruihua, L., Hassan, N. C., Qiuxia, Z., Sha, O., and Jingyi, D. (2025). A systematic review on the impact of social support on college students’ wellbeing and mental health. Plos one, 20(7):e0325212.
42 Russell, J. A. (1980). A circumplex model of affect. Journal of Personality and Social Psychology, 39(6):1161–1178.
43 Sampath, K. and Durairaj, T. (2022). Data set creation and empirical analysis for detecting signs of depression from social media postings. In International Conference on Computational Intelligence in Data Science, pages 136–151. Springer.
44 Sweetlin, J. D., Vaisshnavi, S., Keshavan, A., and Palanisamy, R. (2025). Detection of mental illness from reddit data using deep learning and mitigation using generative ai. In 2025 Int. Conf. on Computing, Intelligence, and Application (CIACON), pages 1–8.
45 Times Higher Education (2025). Latin america university rankings 2026. https://www.timeshighereducation.com/world-university-rankings/2026 /latin-america-university-rankings. Acesso em: 11 dez. 2025.
46 World Health Organization (2017). Depression and Other Common Mental Disorders: Global Health Estimates. World Health Organization, Geneva.