{"id":"W4406151896","doi":"10.2196/57624","title":"The Trifecta of Industry, Academic, and Health System Partnership to Improve Mental Health Care Through Smartphone-Based Remote Patient Monitoring: Development and Usability Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Mood; Medicine; Usability; mHealth; Health care; General partnership; Psychiatry; Psychological intervention","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":[0.01708072,0.0004235998,0.0004357745,0.0007486074,0.001201693,0.00155116,0.0006215909,0.0006685593,0.00207572],"category_scores_gemma":[0.02370593,0.0003591842,0.0008105855,0.0004873006,0.0007445215,0.001235381,0.00243888,0.0007444949,0.0003934025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000944867,"about_ca_system_score_gemma":0.002811587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002971462,"about_ca_topic_score_gemma":0.008378683,"domain_scores_codex":[0.9906048,0.007452914,0.000336382,0.0003991402,0.0007035229,0.0005031449],"domain_scores_gemma":[0.983816,0.008568479,0.000961722,0.001275076,0.003257685,0.002121113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003728175,0.02252019,0.2258423,0.002951164,0.0003987269,0.001243059,0.1085115,0.001080632,0.01454667,0.002124365,0.02703216,0.5900211],"study_design_scores_gemma":[0.00328209,0.05472879,0.6936047,0.001845613,0.0006890504,0.002496034,0.1061186,0.01271856,0.005239965,0.001355778,0.1175336,0.0003872074],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868404,0.0002791594,0.003726721,0.0009353075,0.00005342574,0.003487431,0.0002772808,0.0001779475,0.004222406],"genre_scores_gemma":[0.9563762,0.0004488812,0.03231228,0.001124773,0.00004524904,0.007199112,0.0004261375,0.0001027277,0.001964548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01708072,"threshold_uncertainty_score":0.09033257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1713493473945332,"score_gpt":0.5433393059205479,"score_spread":0.3719899585260147,"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."}}