{"id":"W3216323116","doi":"10.2196/32138","title":"Text Messaging Intervention for Mental Wellness in American Indian and Alaska Native Teens and Young Adults (BRAVE Study): Analysis of User Engagement Patterns","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Substance Abuse and Mental Health Services Administration; Centers for Medicare and Medicaid Services; University of Wisconsin-Madison; U.S. Department of Health and Human Services","keywords":"Mental health; Psychological intervention; Psychosocial; Social media; Psychology; Intervention (counseling); mHealth; Internet privacy; Computer science; World Wide Web; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001821645,0.0003363252,0.0005067146,0.0009278225,0.0004278282,0.0006608999,0.0003603191,0.0003047489,0.002100167],"category_scores_gemma":[0.005090522,0.0002692842,0.0006395862,0.0006017984,0.0001810763,0.0005108263,0.0009107461,0.0004989395,0.0003089271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027753,"about_ca_system_score_gemma":0.0008562706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006031829,"about_ca_topic_score_gemma":0.01074757,"domain_scores_codex":[0.9991079,0.0004436108,0.00008522154,0.00008717123,0.0001619378,0.0001140795],"domain_scores_gemma":[0.9982876,0.0007392415,0.000359177,0.00008494037,0.0002256315,0.0003033801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009040263,0.01743163,0.5379351,0.002149558,0.0007137349,0.0002933318,0.03339539,0.000147142,0.005601433,0.0002361169,0.004712428,0.3883438],"study_design_scores_gemma":[0.001240156,0.00978665,0.9663911,0.0005368913,0.0005004024,0.0001833297,0.01339833,0.0004152523,0.001184753,0.0001022688,0.006210731,0.00005017818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977544,0.0002497426,0.0001300213,0.00006948614,0.00001452823,0.0005756252,0.0004971205,0.00001981018,0.0006892374],"genre_scores_gemma":[0.9911266,0.0007864281,0.001815306,0.0002706427,0.00003781422,0.003693485,0.0009814341,0.00001438683,0.001273964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006031829,"threshold_uncertainty_score":0.01199347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05556546390059464,"score_gpt":0.4771243382585623,"score_spread":0.4215588743579677,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}