{"id":"W2234128666","doi":"10.5489/cuaj.3256","title":"Changing of the guard? A glance at the surgical representation in the Canadian renal transplantation community","year":2016,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Nephrectomy; Transplantation; Renal transplant; Kidney transplantation; Urology; Surgery; Gold standard (test); General surgery; Kidney; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004470041,0.0002600592,0.000339704,0.002192853,0.01644703,0.004857705,0.002741157,0.00182585,0.009823658],"category_scores_gemma":[0.01159639,0.0002759016,0.0004524445,0.005303605,0.005814905,0.002468806,0.003440467,0.002743236,0.0004413754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06076083,"about_ca_system_score_gemma":0.1528755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9888572,"about_ca_topic_score_gemma":0.9932283,"domain_scores_codex":[0.9924521,0.0007186336,0.000208384,0.0004219037,0.002900119,0.003298941],"domain_scores_gemma":[0.9774401,0.0009109239,0.001574346,0.0002048045,0.006064572,0.01380528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001208048,0.0001340576,0.5289115,0.0006843911,0.00007307488,0.00133028,0.06449328,0.0003028364,0.0007300157,0.009501128,0.2685142,0.1252044],"study_design_scores_gemma":[0.0000274183,0.00007542834,0.6821992,0.001533653,0.00005031429,0.00089606,0.1862795,0.0004890295,0.0001750608,0.001267144,0.1268371,0.0001700284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3874729,0.01806528,0.0004546585,0.5578507,0.001916822,0.00008091544,0.001418591,0.00007721299,0.032663],"genre_scores_gemma":[0.9511221,0.01157909,0.0006037278,0.03254477,0.0004683239,0.00003204917,0.0005493456,0.00004218791,0.003058435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06076083,"threshold_uncertainty_score":0.4408527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975637618902162,"score_gpt":0.2487288441756016,"score_spread":0.22897246798658,"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."}}