{"id":"W4399992351","doi":"10.1016/j.xjon.2024.06.009","title":"Preoperative medication management turnkey order set for nonemergent adult cardiac surgery","year":2024,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Turnkey; Perioperative; Cardiac surgery; Intensive care medicine; Blood management; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0007621452,0.0001699519,0.0006672743,0.0001050041,0.00007630625,0.0001218663,0.0001357944,0.00008026078,0.0004587803],"category_scores_gemma":[0.0001570627,0.0001226272,0.0004304968,0.000277731,0.00003324854,0.0001508429,0.00009901531,0.000100992,0.0002183563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008221113,"about_ca_system_score_gemma":0.0001346749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069031,"about_ca_topic_score_gemma":0.000009808778,"domain_scores_codex":[0.9986141,0.0000811218,0.000328898,0.0003891236,0.0003370861,0.0002496179],"domain_scores_gemma":[0.9988311,0.0004911764,0.00003449483,0.0003224606,0.0001572542,0.0001634959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008314581,0.0002520718,0.02651241,0.001842941,0.00350566,0.0005035666,0.002558325,0.00001439827,0.0001323786,0.06526404,0.8265514,0.07203129],"study_design_scores_gemma":[0.0004705063,0.00006318328,0.02176645,0.0002548231,0.0004987533,0.00001680453,0.0004775287,0.0003119011,0.0002838504,0.00007014412,0.9755898,0.0001962204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.179404,0.009521586,0.00602557,0.1524549,0.01063425,0.0267071,0.0005263308,0.0008836967,0.6138426],"genre_scores_gemma":[0.6733562,0.005761922,0.008773435,0.009491744,0.00214659,0.00571878,0.002710533,0.0002229059,0.2918179],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4939522,"threshold_uncertainty_score":0.5023323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249560631540794,"score_gpt":0.3421122515915533,"score_spread":0.3096166452761454,"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."}}