{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002007155,0.0001777974,0.001707367,0.001270849,0.00007344725,0.00001535334,0.00009883442,0.00005721759,0.00004662604],"category_scores_gemma":[0.00006996633,0.0001382654,0.002564849,0.002385468,0.00007285347,0.000159053,0.00001551539,0.0003615866,2.076076e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789105,"about_ca_system_score_gemma":0.0003411898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000581753,"about_ca_topic_score_gemma":7.455244e-7,"domain_scores_codex":[0.9977323,0.0005390287,0.0005523637,0.0002011397,0.0007350998,0.0002401101],"domain_scores_gemma":[0.9988072,0.00008941935,0.0004415845,0.0002138256,0.0003047945,0.0001431973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004474537,0.000181606,0.9917647,0.00004691105,0.004703293,0.0005879317,0.0005395108,0.0001906086,0.0005217006,0.00001448337,0.00009199935,0.0009097739],"study_design_scores_gemma":[0.0004041872,0.0009658498,0.9939584,0.0000303789,0.002641687,0.0009002515,0.0004400843,0.00006961446,0.0001254474,0.00003869408,0.0003065529,0.0001189278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952596,0.004023865,0.0003518848,0.0001031115,0.00001256311,0.0001874853,0.000002630781,0.000005708019,0.00005310916],"genre_scores_gemma":[0.9989478,0.000780891,0.0001268633,0.00004465959,0.0000516441,0.000009665007,0.000009450139,0.00001735502,0.00001169609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003688133,"threshold_uncertainty_score":0.5638298,"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."}}