{"id":"W4385742369","doi":"10.2196/46473","title":"Engagement, Satisfaction, and Mental Health Outcomes Across Different Residential Subgroup Users of a Digital Mental Health Relational Agent: Exploratory Single-Arm Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychological intervention; Metropolitan area; Psychology; Life satisfaction; Clinical psychology; Gerontology; Medicine; Psychiatry; Social psychology","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":[0.004570515,0.001480568,0.002298059,0.0007907531,0.001474271,0.001064471,0.0007876153,0.00149549,0.003414985],"category_scores_gemma":[0.004999715,0.0007700531,0.002295573,0.0007238242,0.00120332,0.001604421,0.001404303,0.001849105,0.0005999097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008744514,"about_ca_system_score_gemma":0.001302873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693801,"about_ca_topic_score_gemma":0.00306707,"domain_scores_codex":[0.997376,0.001281398,0.0002376298,0.0004327577,0.0002945066,0.000377684],"domain_scores_gemma":[0.9972264,0.0007246359,0.0007127749,0.0003428143,0.0003011457,0.0006921911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5210213,0.2470833,0.1626791,0.001336927,0.008024062,0.0002086797,0.003140445,0.000802029,0.006426937,0.000236434,0.001522091,0.0475187],"study_design_scores_gemma":[0.08713641,0.6475989,0.2548972,0.0001633047,0.003194428,0.0001049753,0.001564025,0.001372566,0.0018279,0.0004395464,0.001615678,0.00008502026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953206,0.0001920985,0.0002955369,0.00004051554,0.00002433459,0.003430399,0.0003021218,0.00001683526,0.0003775397],"genre_scores_gemma":[0.9869556,0.000133497,0.001404785,0.0001922439,0.00006545937,0.01039888,0.0003519044,0.000004991656,0.0004927195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004570515,"threshold_uncertainty_score":0.02417147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2161710458305396,"score_gpt":0.5142799838828879,"score_spread":0.2981089380523483,"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."}}