{"id":"W4408853145","doi":"10.1016/j.psychres.2025.116459","title":"Treatment and long-term outcome of mental disorders: The grim picture from a quasi-epidemiological investigation in 54,826 subjects from 40 countries","year":2025,"lang":"en","type":"article","venue":"Psychiatry Research","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Providence Health Care; Child, Adolescent and Family Mental Health","funders":"","keywords":"Epidemiology; Term (time); Outcome (game theory); Psychiatry; Medicine; Psychology; Pathology; Physics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001626947,0.0002478295,0.0004573551,0.001178105,0.0007341683,0.0006747124,0.0003302701,0.0007681447,0.001238803],"category_scores_gemma":[0.003104712,0.0005819025,0.0007929308,0.001568115,0.0006502604,0.0009187969,0.0009332533,0.0006915063,0.0003599142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004961035,"about_ca_system_score_gemma":0.0003443097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0117663,"about_ca_topic_score_gemma":0.01243921,"domain_scores_codex":[0.9990411,0.0004635547,0.00008901701,0.0001345766,0.0001184064,0.0001533247],"domain_scores_gemma":[0.9979028,0.0004291352,0.001019931,0.0001879433,0.0001691823,0.0002910857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001481107,0.0001083398,0.9967873,0.00003320075,0.00005799676,0.0001869575,0.00132855,0.00002323294,0.000104456,0.00001643038,0.0001304224,0.001074908],"study_design_scores_gemma":[0.000009507796,0.0001694347,0.9980392,0.00001359991,0.00001926031,0.0002112546,0.0013215,0.00003903624,0.00002110274,0.000009377698,0.0001414065,0.000005412916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990816,0.0002480802,0.00003170304,0.00004593371,0.000003934908,0.00001369434,0.0003837029,9.491046e-7,0.0001903173],"genre_scores_gemma":[0.9991181,0.0001711213,0.00004395174,0.00004930804,0.000005884127,0.00001765598,0.0004264235,0.000001445706,0.0001661695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9995427,"threshold_uncertainty_score":0.02339566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07064338921435188,"score_gpt":0.4086521279198579,"score_spread":0.338008738705506,"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."}}