{"id":"W4406066886","doi":"10.1016/j.bja.2024.10.039","title":"Preoperative estimated glomerular filtration rate to predict cardiac events in major noncardiac surgery: a secondary analysis of two large international studies","year":2025,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Libin Cardiovascular Institute of Alberta; University of Manitoba; Population Health Research Institute; University of Alberta; University of Calgary; Queen's University; McMaster University; London Health Sciences Centre; Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Medical Research Council; Australian and New Zealand College of Anaesthetists; Ministério da Saúde; American Heart Association; Inyuvesi Yakwazulu-Natali; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Institute for Health and Care Research; Kidney Foundation of Canada; McMaster University; Department of Surgery, University of Manitoba; Stryker; Instituto de Salud Carlos III; Universidad Industrial de Santander; Universiti Malaya; Manitoba Medical Service Foundation; National Health and Medical Research Council; Hamilton Health Sciences; Manitoba Health Research Council; Heart and Stroke Foundation of Canada; University of Calgary; Canadian Institutes of Health Research; American Society of Nephrology; Academic Medical Organization of Southwestern Ontario","keywords":"Renal function; Medicine; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00228609,0.0001871766,0.002047653,0.00117558,0.0000570214,0.00003181321,0.0001365653,0.00008465914,0.0000567421],"category_scores_gemma":[0.001030049,0.0001855348,0.001238141,0.001548904,0.00005641364,0.0002312743,0.00003765445,0.000271335,0.000002528241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840142,"about_ca_system_score_gemma":0.0003680374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001399378,"about_ca_topic_score_gemma":0.000101023,"domain_scores_codex":[0.9974185,0.0004869943,0.001085859,0.0002404824,0.0005122215,0.0002559184],"domain_scores_gemma":[0.998155,0.0004901791,0.000321619,0.0001686001,0.0007179982,0.0001465884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005554758,0.0002544635,0.9722828,0.00007444421,0.008383995,0.001428157,0.0004464634,0.0005120403,0.0002073792,0.0001948294,0.001781799,0.01387821],"study_design_scores_gemma":[0.001736488,0.0001428699,0.9900594,0.00105865,0.00235645,0.0001510085,0.0004393218,0.0001840415,0.000404476,0.00002641554,0.003300604,0.0001402201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891306,0.007925224,0.000198953,0.001237993,0.0003201976,0.0003427539,0.00007573673,0.00001310407,0.0007554421],"genre_scores_gemma":[0.9944568,0.003887495,0.000565538,0.0005062657,0.00008435155,0.00001767252,0.00006713062,0.00001502561,0.0003997628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01777671,"threshold_uncertainty_score":0.7565891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555543755758283,"score_gpt":0.318502889931981,"score_spread":0.3029474523743982,"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."}}