{"id":"W2895459144","doi":"10.4414/cvm.2016.00399","title":"Prevention, epidemiology, and prognosis of perioperative myocardial injury","year":2016,"lang":"en","type":"article","venue":"Cardiovascular Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; McMaster University; Hamilton Health Sciences; University of British Columbia","funders":"","keywords":"Perioperative; Epidemiology; Medicine; Intensive care medicine; Internal medicine; Cardiology; Emergency medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002636591,0.0002040403,0.002145171,0.0001237508,0.00004822103,0.000001611898,0.00005921501,0.0001505612,0.0001163139],"category_scores_gemma":[0.002916519,0.0001058821,0.001274111,0.0001763889,0.0008002907,0.00006015874,0.00004100646,0.0001070141,0.00001090588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000375733,"about_ca_system_score_gemma":0.00006989825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002885812,"about_ca_topic_score_gemma":4.487823e-7,"domain_scores_codex":[0.9979286,0.0005196066,0.0005211123,0.0003854261,0.0003754266,0.0002697944],"domain_scores_gemma":[0.9982396,0.0007206998,0.00008274669,0.0004864913,0.0002188302,0.0002515858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006644679,0.0001090797,0.5673697,0.000347662,0.008986243,0.0002012122,0.0007196495,0.00000170831,0.005422086,0.01414912,0.001445572,0.4005835],"study_design_scores_gemma":[0.005966954,0.001179502,0.5777841,0.0007779014,0.002809628,0.0006209837,0.0002683869,0.000003388366,0.001588939,0.0001376106,0.4086265,0.0002361765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8121088,0.1098259,0.008542849,0.0293614,0.0008314735,0.002514426,0.00002075004,0.000187014,0.03660746],"genre_scores_gemma":[0.9914573,0.004310248,0.0006403247,0.0006427527,0.0007209555,0.000075896,0.00001009163,0.0000274062,0.002115063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4071809,"threshold_uncertainty_score":0.4317748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367814557973269,"score_gpt":0.3107653962513612,"score_spread":0.2770872506716285,"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."}}