{"id":"W4225584752","doi":"10.1097/tp.0000000000003718","title":"Risk Prediction for Delayed Allograft Function: Analysis of the Deterioration of Kidney Allograft Function (DeKAF) Study Data","year":2021,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of Allergy and Infectious Diseases; U.S. Department of Veterans Affairs","keywords":"Medicine; Population; Dialysis; Transplantation; Renal function; Kidney disease; Cohort; Prospective cohort study; Internal medicine; Surgery; Intensive care medicine; Urology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01019123,0.0005258058,0.0008769848,0.001847467,0.0002532372,0.001217332,0.001224048,0.0005022896,0.001444441],"category_scores_gemma":[0.0117522,0.0002602011,0.001564452,0.001962481,0.0002800395,0.0008317057,0.001318768,0.001066344,0.0003547345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000619613,"about_ca_system_score_gemma":0.0008213178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004821613,"about_ca_topic_score_gemma":0.004573821,"domain_scores_codex":[0.9965248,0.001569067,0.0004592694,0.000770894,0.0004612306,0.000214759],"domain_scores_gemma":[0.9859946,0.004160859,0.004656537,0.00281251,0.001280428,0.001094972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001327715,0.00002271568,0.9948922,0.00006683652,0.0005095127,0.00005257057,0.00003547708,0.000267532,0.00006083695,0.00006762843,0.0006236631,0.002073211],"study_design_scores_gemma":[0.0002324063,0.0003167442,0.9940146,0.00006740137,0.0006258513,0.0003300114,0.0001298284,0.002091389,0.0001353041,0.0001723058,0.001862152,0.00002203214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987922,0.001184918,0.0009395569,0.000173303,0.00003403503,0.00008533654,0.008508106,0.00002498992,0.001127644],"genre_scores_gemma":[0.9868575,0.0002398673,0.001009876,0.00009480907,0.00004022812,0.000107208,0.01135876,0.0000258868,0.0002659275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01019123,"threshold_uncertainty_score":0.05389702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631320336563271,"score_gpt":0.3082934447031947,"score_spread":0.271980241337562,"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."}}