{"id":"W4220742917","doi":"10.1053/j.jvca.2022.03.030","title":"Impact of Processed Electroencephalography in Cardiac Surgery: A Retrospective Analysis","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Centre Hospitalier de l’Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital Maisonneuve-Rosemont; Université Laval; Université de Montréal; Montreal Heart Institute","funders":"Fondation Institut de Cardiologie de Montréal","keywords":"Medicine; Anesthesia; Intensive care unit; Cardiopulmonary bypass; Inotrope; Odds ratio; Retrospective cohort study; Cardiac surgery; Mechanical ventilation; Burst suppression; Surgery; Electroencephalography; Cardiology; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006233479,0.0002562609,0.0003769364,0.001117419,0.0003160661,0.0008030556,0.0003275003,0.0003633169,0.001450938],"category_scores_gemma":[0.00347638,0.0002555765,0.000774127,0.001553671,0.0003517602,0.0006081655,0.0004791748,0.0005027353,0.0002043165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903737,"about_ca_system_score_gemma":0.0005260361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0017839,"about_ca_topic_score_gemma":0.002388536,"domain_scores_codex":[0.9989032,0.0002045496,0.0002909235,0.0002168142,0.0002428664,0.0001416247],"domain_scores_gemma":[0.9963174,0.0009501673,0.001762058,0.0002843218,0.0004357443,0.0002502322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001268244,0.00001767432,0.9982943,0.00001740844,0.00009338666,0.0003518257,0.00003257409,0.00002077868,0.0001334765,0.00001550514,0.00004087858,0.0008552293],"study_design_scores_gemma":[0.000005457405,0.00009527134,0.9977851,0.00001397811,0.00009727175,0.001303989,0.0002987285,0.00009123954,0.00009191937,0.00001873381,0.0001923627,0.000006064406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981731,0.0008162894,0.0001374159,0.00003271022,0.00001342517,0.000008784429,0.0003535629,0.000001810459,0.0004628894],"genre_scores_gemma":[0.9989957,0.0003262057,0.00008099971,0.00003167964,0.00002359943,0.000006274032,0.0004497999,0.000004031353,0.00008170627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0017839,"threshold_uncertainty_score":0.004853845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024422619871174,"score_gpt":0.2861689258383445,"score_spread":0.2759246996396328,"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."}}