{"id":"W4306251385","doi":"10.1093/eurheartj/ehac544.1026","title":"Predictors of early renal dysfunction after heart transplantation: a report from the International Consortium on Primary Graft Dysfunction","year":2022,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Heart Institute; University of Calgary; University of Toronto","funders":"","keywords":"Medicine; Transplantation; Renal replacement therapy; Internal medicine; Incidence (geometry); Renal function; Cardiology; Inotrope; Creatinine; Univariate analysis; Organ dysfunction; Multivariate analysis; Sepsis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002379721,0.0003340932,0.0004020046,0.001583506,0.0005739513,0.001058373,0.0004641878,0.0003955241,0.0006906465],"category_scores_gemma":[0.004887887,0.0001772812,0.0003795081,0.00294615,0.000447185,0.0003549637,0.0007184799,0.0005155088,0.0001273792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005423793,"about_ca_system_score_gemma":0.001061474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02375813,"about_ca_topic_score_gemma":0.01512872,"domain_scores_codex":[0.9983599,0.000550323,0.0001615184,0.0002506991,0.0004219944,0.0002556178],"domain_scores_gemma":[0.9934883,0.001450613,0.0019638,0.00041725,0.00141067,0.001269302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001291757,0.000009905284,0.9992162,0.000003698921,0.00001410522,0.000040671,0.00003481713,0.00001394331,0.00001642691,0.000005334173,0.000108776,0.0005232744],"study_design_scores_gemma":[0.000003337906,0.00001503186,0.9993744,0.000008803761,0.00001775902,0.0001604831,0.0001810589,0.00007431771,0.00002527067,0.000007374186,0.0001291335,0.000003004243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973273,0.0007039295,0.0001037675,0.0001934752,0.00001579244,0.00001529259,0.0006919097,0.00000476686,0.0009436638],"genre_scores_gemma":[0.9991224,0.0002173061,0.0000394749,0.00004038274,0.00002875464,0.000008295294,0.0004881403,0.000001976082,0.000053279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02375813,"threshold_uncertainty_score":0.04723966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02991875280669917,"score_gpt":0.2819303088145493,"score_spread":0.2520115560078502,"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."}}