Parsing Platforms: Natural Language Processing and Public Mental Health

Le Glaz A , Haralambous Y , Kim-Dufor DH , et al. Machine Learning and Natural Language Processing in Mental Health: Systematic Review. J Med Internet Res, 2021; 23(5):e15708; doi: 10.2196/15708

Baclic O , Tunis M , Young K , et al. Challenges and opportunities for public health made possible by advances in natural language processing. Can Commun Dis Rep, 2020; 46(6):161–168; doi: 10.14745/ccdr.v46i06a02

Kim ES , James P , Zevon ES , et al. Social Media as an Emerging Data Resource for Epidemiologic Research: Characteristics of Regular and Nonregular Social Media Users in Nurses’ Health Study II. Am J Epidemiol, 2020; 189(2):156–161; doi: 10.1093/aje/kwz224

Calvo RA , Milne DN , Hussain MS , et al. Natural Language Processing in Mental Health Applications using Non-Clinical Texts. Nat Lang Eng, 2017; 23(5):649–685; doi: 10.1017/S1351324916000383

Golder SA , Macy MW . Diurnal and Seasonal Mood Vary with Work, Sleep, and Daylength Across Diverse Cultures. Science, 2011; 333(6051):1878–1881; doi: 10.1126/science.1202775

Meta. How Facebook AI Helps Suicide Prevention. September 10, 2018. Available from: https://about.fb.com/news/2018/09/inside-feed-suicide-prevention-and-ai/ [Last accessed: June 25, 2024].

Singer N . In Screening for Suicide Risk, Facebook Takes On Tricky Public Health Role. The New York Times. December 31, 2018. Available from: https://www.nytimes.com/2018/12/31/technology/facebook-suicide-screening-algorithm.html [Last accessed: June 25, 2024].

Kim J , Lee D , Park E . Machine Learning for Mental Health in Social Media: Bibliometric Study. J Med Internet Res, 2021; 23(3):e24870; doi: 10.2196/24870

Marks M . Facebook is Predicting if You’ll Kill Yourself. That’s Wrong. The Guardian. January 30, 2019. Available from: https://www.theguardian.com/commentisfree/2019/jan/30/facebook-is-predicting-if-youll-kill-yourself-thats-wrong [Last accessed: June 25, 2024].