{"id":"W2085453328","doi":"10.1097/01.anes.0000264794.30102.e1","title":"Perioperative Care in Cardiac Anesthesia and Surgery.","year":2007,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesiology; Cardiac surgery; Perioperative; Intensive care unit; Perioperative medicine; Cardiopulmonary bypass; General surgery; Anesthesia; Intensive care medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008505163,0.0002233276,0.001212208,0.0002526342,0.00006306874,0.00001156152,0.000049828,0.0002600405,0.00004466617],"category_scores_gemma":[0.0001551631,0.0001759952,0.0002938329,0.0002371428,0.0002215511,0.00005358803,0.00001411712,0.0002059949,0.00004044811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006147661,"about_ca_system_score_gemma":0.0001023616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000128447,"about_ca_topic_score_gemma":0.00003045766,"domain_scores_codex":[0.998417,0.0002115907,0.0003647515,0.0003810642,0.0001540877,0.000471521],"domain_scores_gemma":[0.9980325,0.001389368,0.00004763274,0.0002544707,0.00007730704,0.0001987526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004443112,0.0000329014,0.9791394,0.00004609508,0.00002567641,0.004511314,0.002058669,5.882113e-7,0.0002526111,0.001983755,0.00006024597,0.01144443],"study_design_scores_gemma":[0.0004412968,0.0002209298,0.8434365,0.00002952462,0.00003887806,0.00164923,0.002261332,0.000001108455,0.0004236273,0.000008506702,0.1513184,0.0001707065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893042,0.004976908,0.000002450006,0.001039375,0.00004384681,0.0003184901,3.689267e-7,0.00005320344,0.004261117],"genre_scores_gemma":[0.9960436,0.0004918642,0.0002094194,0.00250589,0.0001262663,0.00001833914,0.00002360249,0.00002631362,0.0005547374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1512581,"threshold_uncertainty_score":0.7176875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102819691154491,"score_gpt":0.2662595456109976,"score_spread":0.2552313486994527,"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."}}