{"id":"W4407186088","doi":"10.1001/jamapsychiatry.2024.4378","title":"Effective Treatment for Mental and Substance Use Disorders in 21 Countries","year":2025,"lang":"en","type":"article","venue":"JAMA Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Medicine; Marital status; Psychiatry; Anxiety; Mood; Mood disorders; Cross-sectional study; Guideline; Clinical psychology; Population; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.002202849,0.000181785,0.0003300863,0.0009497043,0.0003913887,0.0007269474,0.0004061964,0.000365467,0.002461644],"category_scores_gemma":[0.008067438,0.0002383476,0.0003895608,0.002122666,0.0003200703,0.0008572339,0.001237836,0.0004295877,0.0002312966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005429485,"about_ca_system_score_gemma":0.0008147997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007261423,"about_ca_topic_score_gemma":0.009934345,"domain_scores_codex":[0.9978124,0.001240588,0.0002669991,0.0002111937,0.0003003255,0.0001684279],"domain_scores_gemma":[0.9952027,0.001059014,0.002837892,0.0002012184,0.0003341071,0.0003650667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003723928,0.00004767765,0.9755738,0.0002201825,0.0001446192,0.00005229973,0.0004309888,0.0001768622,0.00009674814,0.00009272095,0.001298011,0.02182876],"study_design_scores_gemma":[0.00001567984,0.00006416228,0.9973245,0.000126396,0.00004274105,0.0001050992,0.0008237701,0.000214988,0.00004573505,0.0000602804,0.001171815,0.000004873903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913219,0.001824641,0.0002876821,0.001149264,0.00002253844,0.0001157171,0.003559739,0.0000157392,0.001702739],"genre_scores_gemma":[0.995294,0.001619756,0.0006895215,0.0003176098,0.00003060146,0.0001613152,0.001620434,0.000003435236,0.0002633178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007261423,"threshold_uncertainty_score":0.01443833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297074202874853,"score_gpt":0.3487727793680468,"score_spread":0.3358020373392983,"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."}}