{"id":"W2131083792","doi":"10.1192/apt.bp.107.004366","title":"Improving mental healthcare for ethnic minorities","year":2008,"lang":"en","type":"article","venue":"Advances in Psychiatric Treatment","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"University of Cambridge; University of Central Lancashire","keywords":"Ethnic group; Statutory law; Multiculturalism; Government (linguistics); Mental health; Service (business); Face (sociological concept); Public relations; Mental illness; Set (abstract data type); Health care; Race (biology); Nursing; Medicine; Political science; Business; Sociology; Psychiatry; Computer science; Law; Marketing; Gender studies","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008203765,0.0003141035,0.0003585121,0.0002221623,0.0004000599,0.000007914561,0.0001651051,0.0001096566,0.0001464582],"category_scores_gemma":[0.000003526016,0.0002628176,0.0001508298,0.0003420035,0.00007324553,0.0002636266,0.00001935572,0.0000922004,0.00007185798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005422236,"about_ca_system_score_gemma":0.0000513254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499932,"about_ca_topic_score_gemma":0.001736059,"domain_scores_codex":[0.998022,0.00007367936,0.0004963503,0.0005792927,0.0001567581,0.0006719336],"domain_scores_gemma":[0.999171,0.0001477861,0.0001819609,0.0003393892,0.00002265227,0.0001372502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007950095,0.001971626,0.1737179,0.0001795788,0.00006632146,0.00006093836,0.004920413,0.00000524716,0.000004214346,0.004830542,0.0008058211,0.8126424],"study_design_scores_gemma":[0.0961285,0.03234753,0.5057083,0.0003091377,0.0005128696,0.0009716877,0.02472874,0.0003101805,0.0009154729,0.01706067,0.3169115,0.004095328],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7422223,0.2391089,0.0001909326,0.001157431,0.006768335,0.003324376,0.0001933272,0.0001540468,0.006880291],"genre_scores_gemma":[0.9791055,0.009154236,0.004455377,0.0003167303,0.0004478366,0.002328698,0.0001292592,0.00004198536,0.004020398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8085471,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0499283193686553,"score_gpt":0.4127996794132918,"score_spread":0.3628713600446365,"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."}}