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A broad search strategy was adapted from the review of machine learning applications in mental health by Shatte et al [12]. Both health and information technology research databases were selected, including Pub Med or MEDLINE, Psyc INFO, Cochrane Library, Web of Science, IEEE Xplore, and the ACM Digital Library. Search terms were relevant to 3 themes—(1) mental health, (2) social media, and (3) big data analytic techniques—and the search was adapted to suit each database (Multimedia Appendix 2).
JMIR Ment Health 2022;9(2):e33058
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Exploring the Transition to Fatherhood: Feasibility Study Using Social Media and Machine Learning
JMIR Pediatr Parent 2018;1(2):e12371
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A Mobile App–Based Intervention for Depression: End-User and Expert Usability Testing Study
JMIR Ment Health 2018;5(3):e54
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