{"id":"W2948617548","doi":"10.1016/j.gie.2019.04.035","title":"289 VARIATION IN QUALITY METRIC TRACKING ACROSS PEDIATRIC ENDOSCOPY PROGRAMS: IS IT TIME FOR NATIONAL CONSENSUS AND NATIONAL REGISTRIES?","year":2019,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Metric (unit); Quality (philosophy); Endoscopy; MEDLINE; Patient safety; Health care; Medical physics; Surgery; Operations management","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":[0.00150485,0.0002776857,0.0004380466,0.0003300729,0.0001042609,0.000087653,0.0001160672,0.00008692234,0.0002427624],"category_scores_gemma":[0.003486812,0.0002767941,0.0001250528,0.0007481028,0.0001083974,0.0001522994,0.00004503954,0.0002818283,0.00007201066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002337215,"about_ca_system_score_gemma":0.0005973224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009593556,"about_ca_topic_score_gemma":0.0000348123,"domain_scores_codex":[0.9972398,0.0000996353,0.0006603908,0.0005992491,0.0008518774,0.0005490783],"domain_scores_gemma":[0.9974328,0.001060949,0.0003090825,0.0001679588,0.0008768895,0.0001522799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002873644,0.0008922497,0.9465467,0.0009219484,0.00007522741,0.00001851612,0.0008911307,0.00005606377,0.03879228,0.0008410256,0.007310867,0.0007803086],"study_design_scores_gemma":[0.0217922,0.003090254,0.9573931,0.0005133369,0.0001614669,0.002295787,0.001383518,0.006071668,0.0009354435,0.002949219,0.002611954,0.0008021346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899213,0.0001897227,0.002021995,0.003032397,0.0001368344,0.001941437,0.0002790969,0.0000983542,0.002378901],"genre_scores_gemma":[0.9395308,0.00001387931,0.05818739,0.0006403793,0.0002228583,0.0001236283,0.0002360568,0.00003581349,0.001009202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05616539,"threshold_uncertainty_score":0.9999684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04373818364040569,"score_gpt":0.3495991947517532,"score_spread":0.3058610111113474,"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."}}