{"id":"W2883024764","doi":"10.1177/2054358118760833","title":"Validation of Living Donor Nephrectomy Codes","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University; Institute for Clinical Evaluative Sciences; University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Academic Medical Organization of Southwestern Ontario; Schulich School of Medicine and Dentistry; Lawson Health Research Institute; Canadian Institutes of Health Research; Schulich School of Medicine and Dentistry, Western University","keywords":"Medicine; Nephrectomy; Nephrology; Intensive care medicine; Internal medicine; Kidney","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01492797,0.0003456496,0.0003294211,0.003250941,0.0005737069,0.001223664,0.001381619,0.000259162,0.0008239038],"category_scores_gemma":[0.06834936,0.000233173,0.0004718389,0.002402331,0.0007556349,0.0004967263,0.001165363,0.0003492403,0.0002027079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003040334,"about_ca_system_score_gemma":0.005269371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0652096,"about_ca_topic_score_gemma":0.07085659,"domain_scores_codex":[0.9814186,0.004946062,0.002873155,0.002015923,0.007788769,0.0009574993],"domain_scores_gemma":[0.9127202,0.02536299,0.03276455,0.006115558,0.02164744,0.001389173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005010913,0.00001425276,0.9939538,0.00005426662,0.00003144682,0.00003657151,0.000179496,0.0002138364,0.0001393147,0.00008510367,0.0003834694,0.004858362],"study_design_scores_gemma":[0.00001917316,0.00004331771,0.9924077,0.0001731519,0.00003885945,0.0002480835,0.0002580751,0.002934924,0.001718122,0.00015387,0.001994136,0.00001067024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793047,0.0008214158,0.007123689,0.0003281475,0.00006145051,0.0006767675,0.005911859,0.00009109182,0.005680903],"genre_scores_gemma":[0.9931353,0.0001325041,0.003501378,0.00006582151,0.00001419047,0.000127049,0.002833825,0.000009008903,0.0001809252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0652096,"threshold_uncertainty_score":0.1296601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521565622408003,"score_gpt":0.281905705213726,"score_spread":0.266690048989646,"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."}}