{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1736765,0.001048066,0.001590891,0.01044733,0.001363212,0.004299161,0.005156555,0.001740378,0.004570431],"category_scores_gemma":[0.2179749,0.000569661,0.002230807,0.01122788,0.001838166,0.004278891,0.006948443,0.004003443,0.001338368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01791265,"about_ca_system_score_gemma":0.05727299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01654441,"about_ca_topic_score_gemma":0.01069945,"domain_scores_codex":[0.8249831,0.0905252,0.03063322,0.006532557,0.04343866,0.003887248],"domain_scores_gemma":[0.6562076,0.06903928,0.08915535,0.01576455,0.1565268,0.01330638],"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":[0.0008866367,0.0007043954,0.1377839,0.01903936,0.0007295208,0.0001363892,0.002882395,0.004163763,0.001005063,0.01938619,0.2059153,0.6073671],"study_design_scores_gemma":[0.0008807419,0.001803286,0.3838663,0.0453873,0.0007951898,0.0004764318,0.002657566,0.01233447,0.004021184,0.01202537,0.5354086,0.0003435698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06740716,0.0935103,0.3333748,0.1794417,0.0075577,0.07438965,0.06133782,0.005867437,0.1771136],"genre_scores_gemma":[0.2500501,0.02764002,0.5958337,0.008395704,0.001005756,0.06755587,0.04366291,0.000420404,0.005435456],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1736765,"threshold_uncertainty_score":0.9185002,"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."}}