{"id":"W2765900038","doi":"10.5489/cuaj.4990","title":"Renal transplant complications: Moving toward comparison of relevant parameters and further improvement in outcomes","year":2017,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Renal transplant; Medicine; Intensive care medicine; Internal medicine; Kidney","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.04560165,0.0008923248,0.003376457,0.004484543,0.001240922,0.005640552,0.003243097,0.001705945,0.002789282],"category_scores_gemma":[0.0708404,0.0002468602,0.001719631,0.007272806,0.001288204,0.006697125,0.003321381,0.003206113,0.0005897481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005079654,"about_ca_system_score_gemma":0.009698116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01989001,"about_ca_topic_score_gemma":0.01988584,"domain_scores_codex":[0.9741931,0.01099972,0.005526721,0.00191234,0.006231621,0.001136509],"domain_scores_gemma":[0.927864,0.0211707,0.01229698,0.00568857,0.02974005,0.003239661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001121348,0.000628089,0.7438965,0.001225949,0.0007475187,0.00006318336,0.0005074309,0.0004982771,0.0005247822,0.002957359,0.008898224,0.2389313],"study_design_scores_gemma":[0.0001219386,0.0007846652,0.9718071,0.001510989,0.0005113369,0.0002666162,0.001848546,0.00171099,0.0009646954,0.005523721,0.01481572,0.0001335775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7325731,0.09212809,0.04651242,0.07746175,0.004804161,0.001470345,0.0133543,0.0005636915,0.03113212],"genre_scores_gemma":[0.9230505,0.01366257,0.04329558,0.006584764,0.002287629,0.0007495448,0.009231194,0.0001670077,0.0009711281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04560165,"threshold_uncertainty_score":0.2411675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060712466185382,"score_gpt":0.3045679717093616,"score_spread":0.2639608470475078,"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."}}