{"id":"W4385335259","doi":"10.1097/tp.0000000000004735","title":"Patient and Provider Gender and Kidney Transplant Referral in Canada: A Survey of Canadian Healthcare Providers","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Dalhousie University; Nova Scotia Health Authority","funders":"","keywords":"Referral; Medicine; Health care; Kidney transplant; Family medicine; Kidney transplantation; Kidney; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001882585,0.00020228,0.0003488353,0.001181843,0.003039622,0.00116399,0.0008894671,0.0004854417,0.00186176],"category_scores_gemma":[0.00571472,0.0003096283,0.0004145399,0.004202803,0.0009241271,0.0004370581,0.001183274,0.0007479488,0.0001602902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02651392,"about_ca_system_score_gemma":0.03866189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9903868,"about_ca_topic_score_gemma":0.9931404,"domain_scores_codex":[0.9976775,0.0002768117,0.0001794592,0.0002211026,0.001031846,0.0006132725],"domain_scores_gemma":[0.9946671,0.0006004481,0.001382204,0.00009395392,0.001827131,0.001429241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002935197,0.00002485618,0.9902062,0.00006378695,0.00001749288,0.00008200239,0.004129171,0.00004237278,0.00009599749,0.00005929872,0.001139487,0.004109998],"study_design_scores_gemma":[0.000005400881,0.00003091329,0.9888785,0.00008751014,0.00001231896,0.0001054201,0.009175004,0.0002201392,0.00004382262,0.00001991182,0.001408488,0.0000125711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943,0.0006175158,0.0001158078,0.001202627,0.00000958606,0.00005602412,0.001955526,0.000008318527,0.001734521],"genre_scores_gemma":[0.9980845,0.000506383,0.0001957525,0.000408339,0.000004919837,0.0000203935,0.0004557447,0.000003411786,0.0003204915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02651392,"threshold_uncertainty_score":0.1923729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04998685475960685,"score_gpt":0.2408744954047476,"score_spread":0.1908876406451407,"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."}}