{"id":"W2155863152","doi":"10.1017/s2045796015000451","title":"Global Mental Health: concepts, conflicts and controversies","year":2015,"lang":"en","type":"article","venue":"Epidemiology and Psychiatric Sciences","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Mental health; Psychological intervention; Psychosocial; Mental illness; Global mental health; Colonialism; Psychiatry; Ideology; Medicine; Psychology; Sociology; Political science; Criminology; Public relations; Law; Politics","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":[0.002579155,0.0001543995,0.0003914835,0.00006710928,0.0007397938,0.00001602091,0.0001522415,0.0001075784,0.0001155889],"category_scores_gemma":[0.0001778046,0.0001140709,0.00003021908,0.0002678678,0.001086898,0.0001271337,0.00005264791,0.00008189941,0.00004218568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003825647,"about_ca_system_score_gemma":0.00006345821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001855289,"about_ca_topic_score_gemma":0.0001538021,"domain_scores_codex":[0.9978761,0.0006191285,0.0003799648,0.000487517,0.00009864014,0.0005386516],"domain_scores_gemma":[0.9984472,0.0007943899,0.0002256326,0.0001101366,0.00001610199,0.0004065864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001084046,0.00005134136,0.7659255,0.00001015224,0.00002169307,0.000001362961,0.001175145,6.68284e-7,5.476294e-8,0.1137696,0.1020805,0.01685551],"study_design_scores_gemma":[0.005105066,0.002890265,0.7668607,0.00002295949,0.00002909866,0.0002639239,0.007951327,0.0001306862,3.8802e-7,0.04800271,0.1683946,0.0003483214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7624079,0.1241077,0.0000772966,0.06814275,0.004638564,0.0005358875,0.00006575173,0.0000628156,0.03996134],"genre_scores_gemma":[0.979258,0.0009995614,0.001158087,0.01767355,0.0002332973,0.00002152727,0.00001299085,0.000003536621,0.0006394443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2168501,"threshold_uncertainty_score":0.568997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456469924047325,"score_gpt":0.4808238425335724,"score_spread":0.3351768501288398,"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."}}