{"id":"W3087256687","doi":"10.1213/ane.0000000000005157","title":"Comprehensive Risk Assessment of Morbidity in Pediatric Patients Undergoing Noncardiac Surgery: An Institutional Experience","year":2020,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Brier score; Perioperative; Quartile; Receiver operating characteristic; Logistic regression; Confidence interval; Retrospective cohort study; Intensive care unit; Cohort; Intubation; Emergency medicine; Cohort study; Risk assessment; Mechanical ventilation; Intensive care medicine; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005151289,0.0003063015,0.0003365852,0.0009565536,0.0003212818,0.0006817524,0.0006264088,0.0001780369,0.0007184942],"category_scores_gemma":[0.01212366,0.0001800163,0.0004018787,0.001214045,0.0005094869,0.0005678791,0.001366601,0.0006725653,0.0001478428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008221219,"about_ca_system_score_gemma":0.001938311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004452288,"about_ca_topic_score_gemma":0.006056844,"domain_scores_codex":[0.997874,0.0009389555,0.0002578376,0.0003197996,0.0004629103,0.0001464815],"domain_scores_gemma":[0.9918087,0.002675818,0.00296935,0.0009325326,0.0009916483,0.0006219781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003405534,0.00003656048,0.9907132,0.00001361823,0.00003039724,0.0001114103,0.0001944881,0.0003800554,0.00005977577,0.00006058556,0.0002949981,0.008070679],"study_design_scores_gemma":[0.00001050775,0.0003575401,0.990468,0.00008092964,0.00004347027,0.001197887,0.001162817,0.004625507,0.0004352385,0.0002193464,0.001381393,0.00001754841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967986,0.0002249493,0.001870743,0.0001275441,0.000005489386,0.00004544553,0.0004623096,0.00001675303,0.0004481548],"genre_scores_gemma":[0.9942685,0.0004065049,0.004252074,0.00004727332,0.00001532849,0.00003781061,0.000906748,0.000006921463,0.00005875377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005151289,"threshold_uncertainty_score":0.02724296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0342810116128133,"score_gpt":0.2983382557767539,"score_spread":0.2640572441639406,"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."}}