{"id":"W3211953232","doi":"10.1093/ejcts/ezab493","title":"The value of perioperative biomarker release for the assessment of myocardial injury or infarction in cardiac surgery","year":2021,"lang":"en","type":"review","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Biomarker; Medicine; Perioperative; Myocardial infarction; Cardiology; Troponin; Clinical trial; Internal medicine; Surgery; Chemistry","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":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.03517086,0.0006232602,0.008770185,0.000708422,0.0001821171,0.00008320146,0.0003101799,0.0001936047,0.00002655469],"category_scores_gemma":[0.006490338,0.0003105068,0.01561522,0.001171102,0.0003796735,0.0001409425,0.0001154257,0.0009618712,0.000002665704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003082654,"about_ca_system_score_gemma":0.003840219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009356365,"about_ca_topic_score_gemma":5.919039e-7,"domain_scores_codex":[0.979406,0.01465249,0.003718683,0.0003951112,0.001307461,0.000520287],"domain_scores_gemma":[0.9627107,0.03271562,0.002384201,0.000890409,0.001045579,0.000253425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009866585,0.00008848264,0.003390154,0.003888621,0.006670509,0.001200458,0.0001099654,0.00001891278,0.000006116531,0.00006471456,0.003142115,0.9804333],"study_design_scores_gemma":[0.0001935407,0.000135315,0.0118113,0.01162037,0.005614665,0.001116009,0.0003723383,0.000005182554,0.00001342294,4.331137e-7,0.968811,0.0003063663],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001025734,0.9919472,0.0002055529,0.0004005502,0.00310675,0.001124806,0.0001038968,0.00001103663,0.002074441],"genre_scores_gemma":[0.005298157,0.9925205,0.0001516948,0.00007226216,0.001283335,0.00004783839,0.00005214214,0.0001462269,0.0004278366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9801269,"threshold_uncertainty_score":0.9999347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07590508381264681,"score_gpt":0.3913914814684769,"score_spread":0.31548639765583,"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."}}