{"id":"W2181084306","doi":"10.1093/bmb/57.1.33","title":"Cultural factors and international epidemiology","year":2001,"lang":"en","type":"review","venue":"British Medical Bulletin","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":176,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beit Trust; International Development Research Centre; Wellcome Trust","keywords":"Epidemiology; Depression (economics); Terminology; Public health; Psychiatry; Medicine; Psychiatric epidemiology; Anxiety; Mental health; Psychology; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005745114,0.0003212054,0.001454739,0.00006746039,0.0001145947,0.0000358012,0.0004465546,0.0008055643,0.08903879],"category_scores_gemma":[0.000698244,0.0002586326,0.0002561916,0.00008738007,0.0002624229,0.00002002277,0.000168984,0.0006585607,0.001493182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008244943,"about_ca_system_score_gemma":0.00003390733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725668,"about_ca_topic_score_gemma":0.00006832234,"domain_scores_codex":[0.9972031,0.0005740008,0.000866047,0.0006213591,0.0002348867,0.0005005692],"domain_scores_gemma":[0.9979346,0.001118649,0.0002744327,0.0001632166,0.00002254557,0.0004865792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002718143,0.0000829429,0.000436656,0.000655164,0.0001113621,0.0004308934,0.00001459976,2.610833e-10,9.118206e-11,0.0003114343,0.1394625,0.8584917],"study_design_scores_gemma":[0.0003963333,0.00003999847,0.0005718445,0.00526847,0.0001048227,0.002231677,0.00003718027,9.776645e-8,1.086303e-9,0.00006331275,0.9910712,0.0002151161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001443527,0.977361,0.000005485285,0.001807308,0.002684355,0.0006213323,0.00009069871,0.00006583517,0.01721969],"genre_scores_gemma":[0.00002255616,0.9778538,0.00004696321,0.001023111,0.0009382094,0.0002905929,0.0009343232,0.00003325311,0.01885714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8582766,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669168596894736,"score_gpt":0.4858372621314036,"score_spread":0.31892040244193,"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."}}