Análise de Comunidades de Suporte a Transtornos de Saúde Mental do Reddit
Resumo
Nos últimos anos, redes sociais online ampliaram suas funcionalidades e objetivos. Inicialmente focadas em fomentar amizades, troca de imagens ou vídeos, passaram a conectar pessoas dispostas a trocar experiências relacionadas à problemas de saúde, como por exemplo, obesidade e depressão. Neste trabalho, caracterizamos os usuários de quatro comunidades do Reddit centradas na troca de experiências relacionadas à problemas de saúde mental, intituladas: Depression, SuicideWatch, Anxiety e Bipolar. O enfoque principal deste artigo é na análise (i) da atividade destes usuários, (ii) do suporte social oferecido por estas comunidades, e (iii) das experiências compartilhadas através de posts e comentários.
Referências
Althoff, T., Clark, K., and Leskovec, J. (2016). Large-scale analysis of counseling conversations: An application of natural language processing to mental health. Transactions of the Association for Computational Linguistics, 4:463.
Choudhury, M. D. and De, S. (2014). Mental health discourse on reddit: Self-disclosure, social support, and anonymity. In International Conference on Web and Social Media.
Gkotsis, G., Oellrich, A., Hubbard, T., Dobson, R., Liakata, M., Velupillai, S., and Dutta, R. (2016). The language of mental health problems in social media. In Proceedings of the Third Workshop on Computational Lingusitics and Clinical Psychology.
Gkotsis, G., Oellrich, A., Velupillai, S., Liakata, M., Hubbard, T. J., Dobson, R. J., and Dutta, R. (2017). Characterisation of mental health conditions in social media using informed deep learning. Scientific reports, 7:45141.
Iyyer, M., Guha, A., Chaturvedi, S., Boyd-Graber, J. L., and III, H. D. (2016). Feuding families and former friends: Unsupervised learning for dynamic fictional relationships. In HLT-NAACL, pages 1534–1544.
Kavuluru, R., Ramos-Morales, M., Holaday, T., Williams, A. G., Haye, L., and Cerel, J. (2016). Classification of helpful comments on online suicide watch forums. In Proceedings of the 7th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, New York, USA.
Lopes, C. R. S., Cunha, M., Rodrigues, A., Vilela, A. B. A., Casotti, C. A., and Pereira, H. (2014). Identificando as representações sociais sobre promoção da saúde em uma rede social de trabalhadores de saúde. In Proceedings of the III Brazilian Workshop on Social Network Analysis and Mining, Brasília-DF Brazil.
Pappa, G. L., Cunha, T. O., Bicalho, P. V., Ribeiro, A., Silva, A. P. C., Meira Jr, W., and Beleigoli, A. M. R. (2017). Factors associated with weight change in online weight management communities: A case study in the loseit reddit community. Journal of medical Internet research, 19(1).
Pennington, J., Socher, R., and Manning, C. (2014). Glove: Global vectors for word representation. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1532–1543.
Souza, B. Á. S., Almeida, T. G. A., Menezes, A. A. M., Figueiredo, C. M. F., Nakamura, F. G. N., and Nakamura, E. F. N. (2017). Uma abordagem para detecção de tópicos relevantes em redes sociais online. In Proceedings of the VI Brazilian Workshop on Social Network Analysis and Mining, São Paulo, SP, Brazil.
Wang, A., Hamilton, W. L., and Leskovec, J. (2016). Learning linguistic descriptors of user roles in online communities. In Proceedings of the First Workshop on NLP and Computational Social Science, pages 76–85.
Choudhury, M. D. and De, S. (2014). Mental health discourse on reddit: Self-disclosure, social support, and anonymity. In International Conference on Web and Social Media.
Gkotsis, G., Oellrich, A., Hubbard, T., Dobson, R., Liakata, M., Velupillai, S., and Dutta, R. (2016). The language of mental health problems in social media. In Proceedings of the Third Workshop on Computational Lingusitics and Clinical Psychology.
Gkotsis, G., Oellrich, A., Velupillai, S., Liakata, M., Hubbard, T. J., Dobson, R. J., and Dutta, R. (2017). Characterisation of mental health conditions in social media using informed deep learning. Scientific reports, 7:45141.
Iyyer, M., Guha, A., Chaturvedi, S., Boyd-Graber, J. L., and III, H. D. (2016). Feuding families and former friends: Unsupervised learning for dynamic fictional relationships. In HLT-NAACL, pages 1534–1544.
Kavuluru, R., Ramos-Morales, M., Holaday, T., Williams, A. G., Haye, L., and Cerel, J. (2016). Classification of helpful comments on online suicide watch forums. In Proceedings of the 7th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, New York, USA.
Lopes, C. R. S., Cunha, M., Rodrigues, A., Vilela, A. B. A., Casotti, C. A., and Pereira, H. (2014). Identificando as representações sociais sobre promoção da saúde em uma rede social de trabalhadores de saúde. In Proceedings of the III Brazilian Workshop on Social Network Analysis and Mining, Brasília-DF Brazil.
Pappa, G. L., Cunha, T. O., Bicalho, P. V., Ribeiro, A., Silva, A. P. C., Meira Jr, W., and Beleigoli, A. M. R. (2017). Factors associated with weight change in online weight management communities: A case study in the loseit reddit community. Journal of medical Internet research, 19(1).
Pennington, J., Socher, R., and Manning, C. (2014). Glove: Global vectors for word representation. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1532–1543.
Souza, B. Á. S., Almeida, T. G. A., Menezes, A. A. M., Figueiredo, C. M. F., Nakamura, F. G. N., and Nakamura, E. F. N. (2017). Uma abordagem para detecção de tópicos relevantes em redes sociais online. In Proceedings of the VI Brazilian Workshop on Social Network Analysis and Mining, São Paulo, SP, Brazil.
Wang, A., Hamilton, W. L., and Leskovec, J. (2016). Learning linguistic descriptors of user roles in online communities. In Proceedings of the First Workshop on NLP and Computational Social Science, pages 76–85.
Publicado
26/07/2018
Como Citar
SILVEIRA, Bárbara; DA SILVA, Ana Paula Couto; MURAI, Fabricio.
Análise de Comunidades de Suporte a Transtornos de Saúde Mental do Reddit. In: BRAZILIAN WORKSHOP ON SOCIAL NETWORK ANALYSIS AND MINING (BRASNAM), 7. , 2018, Natal.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2018
.
p. 25-36.
ISSN 2595-6094.
DOI: https://doi.org/10.5753/brasnam.2018.3577.
