{"id":"W3196032805","doi":"10.1097/mpg.0000000000003265","title":"Pediatric Endoscopy Quality Improvement Network Quality Standards and Indicators for Pediatric Endoscopists and Endoscopists in Training","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Gastroenterology and Nutrition","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; BC Children's Hospital; University of British Columbia; University of Alberta; William Osler Health System; McMaster University; McMaster Children's Hospital; Children's Hospital of Eastern Ontario; University of Toronto; SickKids Foundation; University of Ottawa; The Wilson Centre; Stollery Children's Hospital; Hospital for Sick Children","funders":"Ontario Ministry of Research and Innovation; Canadian Association of Gastroenterology; Canadian Child Health Clinician Scientist Program; University of Ottawa; North American Society for Pediatric Gastroenterology, Hepatology and Nutrition; American Society for Gastrointestinal Endoscopy","keywords":"Quality management; Quality (philosophy); Endoscopy; Training (meteorology); MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001949116,0.0002133452,0.0007052551,0.000525839,0.0001336057,0.00003574006,0.00004690096,0.0001895447,0.000009151938],"category_scores_gemma":[0.0004727533,0.0002089167,0.0001152829,0.0003928929,0.00006204439,0.0001604456,0.00005396743,0.0004816262,7.986571e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375844,"about_ca_system_score_gemma":0.0002503168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002032515,"about_ca_topic_score_gemma":0.00009384693,"domain_scores_codex":[0.9975876,0.000294277,0.000982717,0.0003622841,0.0003510408,0.0004220664],"domain_scores_gemma":[0.998296,0.0003696976,0.0006898005,0.000106271,0.0002719661,0.0002663308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01029256,0.0002535866,0.9846406,0.001178746,0.00004483286,0.00005116671,0.0002840082,0.000002935539,0.0002615838,0.00001986815,0.0003001804,0.002669943],"study_design_scores_gemma":[0.01707862,0.01127129,0.9691747,0.00006242925,0.0005593561,0.0004382787,0.0003756602,0.00002143289,0.0001809286,0.0005682753,0.0001264162,0.0001426032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866591,0.009638481,0.002169279,0.0005520696,0.0005013456,0.0003991361,0.00005634934,0.00001532016,0.000008916952],"genre_scores_gemma":[0.9784834,0.01487305,0.003681497,0.0002037627,0.002679601,0.00004281004,0.00001504704,0.0000156339,0.000005134103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01546588,"threshold_uncertainty_score":0.8519377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341655447924478,"score_gpt":0.3261676901027913,"score_spread":0.3027511356235466,"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."}}