{"id":"W3195777264","doi":"10.1097/mpg.0000000000003266","title":"Pediatric Endoscopy Quality Improvement Network Pediatric Endoscopy Reporting Elements","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; McMaster University; William Osler Health System; McMaster Children's Hospital; Children's Hospital of Eastern Ontario; University of Ottawa; University of Alberta; BC Children's Hospital; University of Toronto; SickKids Foundation; The Wilson Centre; University of British Columbia; Stollery Children's Hospital; Hospital for Sick Children","funders":"Canadian Child Health Clinician Scientist Program; University of Ottawa; Army Research Office; North American Society for Pediatric Gastroenterology, Hepatology and Nutrition; Ontario Ministry of Research and Innovation; Pfizer; Allergan; Eli Lilly and Company","keywords":"Endoscopy; Quality management; MEDLINE; Quality (philosophy); Pediatric Surgeon","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":[0.001613305,0.0002312934,0.0006852935,0.0003600508,0.0001803732,0.00003553023,0.00007480549,0.0001774479,0.0000631736],"category_scores_gemma":[0.0005971437,0.0002212774,0.0002856225,0.0004974999,0.00002756657,0.0001929574,0.00007607792,0.0006616405,0.000002636208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324993,"about_ca_system_score_gemma":0.000188033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001130588,"about_ca_topic_score_gemma":0.0000153248,"domain_scores_codex":[0.9962445,0.0002443329,0.002177291,0.0003576472,0.000470973,0.0005052122],"domain_scores_gemma":[0.9957867,0.0001317229,0.003055949,0.0001881608,0.0005537593,0.0002837656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006839065,0.0005020793,0.9869972,0.0004350441,0.00008153047,0.000314097,0.00003908986,0.000009764387,0.001047717,0.000003929951,0.002922679,0.0008078229],"study_design_scores_gemma":[0.01497351,0.02157876,0.9553725,0.00005945373,0.002388736,0.002940004,0.0002268842,0.00005877617,0.001339112,0.000443451,0.0003821021,0.0002366935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903784,0.005188448,0.002137933,0.0005587808,0.001400782,0.0002542552,0.000008239939,0.00003237209,0.00004072635],"genre_scores_gemma":[0.9703736,0.01130353,0.007497196,0.0004035451,0.01032795,0.00002282169,0.00002198334,0.00002039134,0.00002895676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03162467,"threshold_uncertainty_score":0.9023429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280034977657051,"score_gpt":0.307120208337566,"score_spread":0.2843198585609955,"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."}}