{"id":"W3119383469","doi":"10.1176/appi.ps.202000211","title":"Structural Disadvantage and Culture, Race, and Ethnicity in Early Psychosis Services: International Provider Survey","year":2021,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Disadvantage; Ethnic group; Service provider; Cultural diversity; Psychology; Population; Cultural competence; Intervention (counseling); Immigration; Medicine; Service (business); Sociology; Political science; Business; Environmental health; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000171743,0.0001943434,0.0002786389,0.0001463104,0.00007810644,0.0001143112,0.0001171166,0.00009337786,0.00007708938],"category_scores_gemma":[0.00001625534,0.0001472947,0.00004399197,0.0004620426,0.00003518439,0.0002463678,0.0001105119,0.000230484,0.00001045728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003711104,"about_ca_system_score_gemma":0.0000534769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003718525,"about_ca_topic_score_gemma":0.02817933,"domain_scores_codex":[0.9985372,0.0001088906,0.0002501482,0.000487835,0.0003523143,0.000263542],"domain_scores_gemma":[0.9992518,0.00008057179,0.00007308862,0.0002372373,0.0001426741,0.000214634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001413148,0.0001305981,0.993894,0.000360908,0.0001265958,0.00004775588,0.0009930023,5.401901e-7,0.0000524218,0.00006789397,0.00004495329,0.002868191],"study_design_scores_gemma":[0.00428563,0.0001304022,0.9929538,0.00004920974,0.00005018739,0.00007923121,0.000497146,0.0004170445,0.00005685506,0.00100137,0.0003404346,0.0001386525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884769,0.008231235,0.000002158544,0.002214675,0.0002815676,0.0002989199,0.0000781399,0.00003060194,0.0003857902],"genre_scores_gemma":[0.993607,0.002357212,0.002789272,0.0005522834,0.000148752,0.00002598947,0.0002285802,0.00001764659,0.0002732834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02446081,"threshold_uncertainty_score":0.9895539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645175862887129,"score_gpt":0.3214874793501921,"score_spread":0.3050357207213208,"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."}}