{"id":"W2062694978","doi":"10.1016/j.jacc.2014.04.052","title":"Management Practices and Major Infections After Cardiac Surgery","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":182,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research","keywords":"Medicine; Intensive care medicine; Cardiac surgery; Surgery","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":[0.001106651,0.0001021921,0.0009568625,0.000197781,0.00004139379,0.000003479972,0.0000687932,0.00003477733,0.000005816692],"category_scores_gemma":[0.000271151,0.00006683253,0.0006549246,0.0002511766,0.0003369905,0.0000657879,0.00008302275,0.0001784988,7.873139e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003611428,"about_ca_system_score_gemma":0.00007068524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001329701,"about_ca_topic_score_gemma":9.438972e-7,"domain_scores_codex":[0.9986936,0.0005000444,0.0003693301,0.0001037403,0.0001959299,0.0001373962],"domain_scores_gemma":[0.997894,0.0006198004,0.0009824598,0.0002735004,0.0001575671,0.00007267998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009712336,0.00004165605,0.9400049,0.00006515612,0.001397438,0.0002311003,0.00001226217,0.000004943571,0.0005170285,0.0002492665,0.03306616,0.02343887],"study_design_scores_gemma":[0.0001363278,0.00037887,0.7686417,0.00006380273,0.0006715574,0.002033457,0.0001809301,0.000001743928,0.0002629754,0.0001751923,0.227385,0.0000685252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893053,0.0007318233,0.0003340319,0.002979516,0.0006085501,0.000163683,0.00002553168,0.00001164212,0.00583993],"genre_scores_gemma":[0.9971591,0.00134388,0.0005216504,0.0003432077,0.0003946112,0.0000117386,4.448558e-7,0.00001146982,0.0002139154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1943188,"threshold_uncertainty_score":0.2725351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00899708295442688,"score_gpt":0.2655052000603315,"score_spread":0.2565081171059046,"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."}}