{"id":"W2054247863","doi":"10.1097/mlr.0b013e31823688ee","title":"Patient-provider Sex and Race/Ethnicity Concordance","year":2011,"lang":"en","type":"article","venue":"Medical Care","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"","keywords":"Concordance; Medicine; Ethnic group; Health care; Demography; Medical Expenditure Panel Survey; Family medicine; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002479144,0.0001936788,0.0003421169,0.00006003,0.000741877,0.000004500437,0.000412693,0.0004122415,0.002465746],"category_scores_gemma":[0.001833463,0.0001662003,0.00005054639,0.0001708589,0.0002953664,0.0001324143,0.0006174344,0.001339987,0.0002495798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001864553,"about_ca_system_score_gemma":0.0006606822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002157658,"about_ca_topic_score_gemma":0.001120594,"domain_scores_codex":[0.9964491,0.001172559,0.0007271968,0.0004034029,0.0006790883,0.0005686943],"domain_scores_gemma":[0.9970484,0.0007185604,0.0002617628,0.0008765879,0.0004324818,0.0006622112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001057937,0.00006559042,0.6288796,0.001157973,0.00002111942,0.00003080324,0.278285,1.053617e-7,0.00001085739,0.001451719,0.009024498,0.08096692],"study_design_scores_gemma":[0.004618734,0.000918852,0.3018701,0.001953705,0.00006267395,0.00002122921,0.4069728,0.0004908827,0.0003017547,0.002478812,0.279283,0.001027485],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052571,0.02570683,0.0002274436,0.006328401,0.002592727,0.002512134,0.00009537624,0.0005531205,0.05672685],"genre_scores_gemma":[0.989488,0.000253386,0.001274101,0.008041449,0.0001527175,0.0003678221,0.00003963936,0.0000343193,0.000348578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3270096,"threshold_uncertainty_score":0.9984461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1797252735563253,"score_gpt":0.4075074338445234,"score_spread":0.227782160288198,"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."}}