{"id":"W768113253","doi":"","title":"RENAL FUNCTION IN PATIENTS UNDERGOING SURGERY","year":2014,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Kidney Foundation of Canada; Canadian Institutes of Health Research; Canadian Society of Nephrology; Heart and Stroke Foundation of Canada","keywords":"Medicine; Renal function; Acute kidney injury; Cardiac surgery; Troponin; Randomized controlled trial; Kidney; Surgery; Cardiology; Internal medicine; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001332937,0.0002811622,0.0008591287,0.000425554,0.00006076237,0.00002345887,0.00008014737,0.0003765843,0.01704634],"category_scores_gemma":[0.00008934832,0.0002892574,0.0005249382,0.0004378128,0.00002199333,0.000113156,0.00001992428,0.0003226368,0.0001187588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352386,"about_ca_system_score_gemma":0.0002058886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006994222,"about_ca_topic_score_gemma":0.0009736471,"domain_scores_codex":[0.9985492,0.0001383283,0.0002682011,0.0003972825,0.0003542125,0.0002927868],"domain_scores_gemma":[0.9989144,0.0004816103,0.0001597239,0.0002116605,0.00008954873,0.000143109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004422479,0.0002014671,0.7256674,0.0007374441,0.0002763828,0.0004344802,0.0001755646,0.00001596053,0.00001302017,0.001118753,0.001367314,0.2655697],"study_design_scores_gemma":[0.002008515,0.0001364647,0.5175822,0.0005831975,0.0003136758,0.000002848552,0.0004364232,0.000005864721,0.00001877365,0.000009369002,0.4786296,0.0002730576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2298509,0.00005607387,0.00003968214,0.00005513888,0.0005519984,0.000282724,0.000002640565,0.00006379783,0.769097],"genre_scores_gemma":[0.1673926,0.00006599419,0.00003608051,0.0001834615,0.0001309912,9.842255e-7,0.0008069305,0.00004642306,0.8313365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4772623,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014659928331492,"score_gpt":0.1977873700981672,"score_spread":0.1876407708148523,"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."}}