{"id":"W4416171794","doi":"10.2196/85816","title":"Risk Factors for Non-Initiation and Dropout in Blended Therapy in Inpatient Psychiatric Patients - A Retrospective Cohort Study (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dropout (neural networks); Retrospective cohort study; Anxiety; Multivariate analysis; Anxiety disorder; Observational study; Young adult; Personality","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":[0.0006834773,0.0001857868,0.0004083891,0.0007283162,0.0004788814,0.0006860041,0.0003405959,0.0004290379,0.001665508],"category_scores_gemma":[0.001985046,0.0003019008,0.0007993927,0.001030131,0.0001823515,0.0004107504,0.0004853952,0.000640668,0.0002802743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166134,"about_ca_system_score_gemma":0.0003729309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005103526,"about_ca_topic_score_gemma":0.005259857,"domain_scores_codex":[0.9995278,0.00009838699,0.00009278565,0.00008163681,0.00008643197,0.0001129669],"domain_scores_gemma":[0.9982736,0.0002189281,0.0009575043,0.0001696579,0.000107208,0.0002731275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006412905,0.00003842028,0.9992817,0.000006531843,0.00001811147,0.00004462794,0.00005536395,0.000005861341,0.00003801518,0.000004979578,0.0000358478,0.0004063773],"study_design_scores_gemma":[0.000003764098,0.0001178104,0.999333,0.000007800283,0.0000151392,0.0001873627,0.0002092752,0.00004011685,0.00001763861,0.000007610571,0.00005804797,0.000002456632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994391,0.0001135286,0.00003274595,0.00001587619,0.000002791839,0.00001032406,0.0002472918,0.000001417794,0.0001370621],"genre_scores_gemma":[0.9991384,0.0001484729,0.00004833484,0.00001964495,0.000009545456,0.00001700628,0.0004888536,0.000001697364,0.00012808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005103526,"threshold_uncertainty_score":0.01014763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02208987474618378,"score_gpt":0.3770688403272849,"score_spread":0.3549789655811011,"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."}}