{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008857503,0.0001799046,0.0002124236,0.0001235042,0.0001705674,0.0000532271,0.00006883466,0.0001075805,0.00006199006],"category_scores_gemma":[0.000004157593,0.0001528564,0.00005382713,0.0001522174,0.00006223733,0.0001705919,0.00001110978,0.0000675792,0.00001482563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169801,"about_ca_system_score_gemma":0.0000238884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008512345,"about_ca_topic_score_gemma":0.01137241,"domain_scores_codex":[0.9990127,0.00006463171,0.0002102161,0.0003571682,0.00005760384,0.000297681],"domain_scores_gemma":[0.9994634,0.0002398284,0.00005880921,0.0001793021,0.00001080841,0.00004785547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001859463,0.0006849828,0.8962161,0.0001009022,0.0001146066,0.000001277114,0.001556318,3.613609e-7,0.00000234372,0.02511711,0.006307161,0.06803937],"study_design_scores_gemma":[0.0135162,0.0006099638,0.9459039,0.0001553286,0.00005079687,0.000001784147,0.001332851,0.00002352312,0.00004335085,0.005781741,0.03239506,0.0001854991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809453,0.00459223,0.00004714872,0.005443747,0.002543126,0.002357488,0.0001145815,0.00003511183,0.003921276],"genre_scores_gemma":[0.9934512,0.000318206,0.0003823014,0.0009585464,0.00008660112,0.001360162,0.00005273687,0.00001541587,0.003374838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06785388,"threshold_uncertainty_score":0.634607,"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."}}