{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000255947,0.0001002626,0.0001732755,0.0006665747,0.00006195528,0.00001800276,0.00003996328,0.00007400624,0.000005449624],"category_scores_gemma":[0.00002310915,0.00009682437,0.000007926134,0.0007049585,0.00002191112,0.0001934605,0.000004753719,0.00009861538,0.000001573126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008043968,"about_ca_system_score_gemma":0.0008250638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997985,"about_ca_topic_score_gemma":0.9999078,"domain_scores_codex":[0.9990629,0.00003161522,0.0002973662,0.0002002692,0.0001291945,0.0002786456],"domain_scores_gemma":[0.9997104,0.00002860087,0.00007233576,0.00007276658,0.0000654629,0.00005042772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006810374,0.000005188127,0.9843304,0.003202884,0.00001169826,0.0000936548,0.001212313,0.0000119986,0.00005949677,0.002213655,0.0005246652,0.008265985],"study_design_scores_gemma":[0.0004459442,0.00001192352,0.9963974,0.0001297886,0.000009261158,0.000008720993,0.0005659314,0.0006945475,0.00001613143,0.00009318179,0.00151627,0.0001108488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958331,0.00009636593,0.000007659981,0.003050467,0.0001215649,0.0004427171,0.0001808262,0.00003272823,0.0002345706],"genre_scores_gemma":[0.9985243,0.0002084148,0.00001227147,0.0008578296,0.00001529479,0.0000266924,0.0003392279,0.0000124197,0.000003548651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01206709,"threshold_uncertainty_score":0.3948383,"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."}}