{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001964519,0.0006990322,0.002002727,0.0006461444,0.0009011363,0.00008199507,0.0004877677,0.0002773238,0.0005094251],"category_scores_gemma":[0.0003713295,0.0006330688,0.001722882,0.001239269,0.00009150858,0.0001911992,0.0001167352,0.0007164911,0.00003728195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006153941,"about_ca_system_score_gemma":0.0009098185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001130264,"about_ca_topic_score_gemma":0.000004478177,"domain_scores_codex":[0.9943506,0.0006063145,0.001088751,0.001033099,0.001804121,0.001117129],"domain_scores_gemma":[0.9952598,0.00250788,0.0004884184,0.0008624935,0.0003172423,0.0005642308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001124292,0.0002366954,0.9819059,0.0006580893,0.0001035118,0.002559234,0.001689531,0.00009969601,0.000004342483,0.003764665,0.006204122,0.001649963],"study_design_scores_gemma":[0.005721516,0.001093667,0.5077476,0.000009296419,0.002345769,0.002801698,0.004750744,0.00005204094,0.00001302571,0.000141749,0.4741264,0.001196509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677273,0.005350655,0.0002868518,0.02142442,0.0002394268,0.00241839,0.0000680235,0.0005497207,0.001935224],"genre_scores_gemma":[0.9845285,0.0008927835,0.003411524,0.003730116,0.001894532,0.0005095857,0.0003366712,0.0002132804,0.004483002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4741583,"threshold_uncertainty_score":0.999612,"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."}}