{"id":"W4225081586","doi":"10.1111/pan.14474","title":"Setting a universal standard: Should we benchmark quality outcomes for pediatric anesthesia care?","year":2022,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Anesthesiology; Specialty; Patient safety; Perioperative; Standardization; Quality (philosophy); MEDLINE; Intensive care medicine; Medical emergency; Family medicine; Health care; Anesthesia","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":[0.1788136,0.001636543,0.002981632,0.007034977,0.003066705,0.01382171,0.006251263,0.004759654,0.002989841],"category_scores_gemma":[0.3291578,0.0006284075,0.002258225,0.005185202,0.005691323,0.01718516,0.0140505,0.01361024,0.001041348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01439289,"about_ca_system_score_gemma":0.04083651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115504,"about_ca_topic_score_gemma":0.008892305,"domain_scores_codex":[0.873415,0.06435611,0.01857725,0.005151025,0.03405198,0.004448638],"domain_scores_gemma":[0.755185,0.067265,0.03971662,0.01916699,0.09447183,0.02419453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004188445,0.001277307,0.119174,0.004107772,0.000827417,0.0002176853,0.003602694,0.005769973,0.0008086369,0.1589771,0.1616263,0.5431923],"study_design_scores_gemma":[0.0006667304,0.005088584,0.2306549,0.03743131,0.001238398,0.0008203975,0.01938014,0.01771098,0.005968954,0.3124455,0.3677745,0.0008194966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03760599,0.04144313,0.1111704,0.7574438,0.01421267,0.001559409,0.001877994,0.001578828,0.03310784],"genre_scores_gemma":[0.5483903,0.02049101,0.3213854,0.09345657,0.006867416,0.003595755,0.002672702,0.0008881279,0.002252784],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1788136,"threshold_uncertainty_score":0.9456682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02509629301684345,"score_gpt":0.3050284234266281,"score_spread":0.2799321304097846,"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."}}