{"id":"W4214919874","doi":"10.1097/mpg.0000000000003263","title":"Pediatric Endoscopy Quality Improvement Network Quality Standards and Indicators for Pediatric Endoscopy Facilities","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Gastroenterology and Nutrition","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; McMaster University; William Osler Health System; McMaster Children's Hospital; University of Alberta; Children's Hospital of Eastern Ontario; BC Children's Hospital; University of Toronto; SickKids Foundation; University of Ottawa; The Wilson Centre; Stollery Children's Hospital; University of British Columbia; Hospital for Sick Children","funders":"","keywords":"Medicine; Delphi method; Grading (engineering); Quality management; Pediatric gastroenterology; Quality (philosophy); Endoscopy; Benchmarking; MEDLINE; Medical physics; Family medicine; Medical education; Hepatology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001773756,0.0002337702,0.0006132005,0.000350253,0.0002774824,0.00003655062,0.00009629242,0.0003302799,0.0001934327],"category_scores_gemma":[0.0006492833,0.0002143875,0.0001753157,0.0002730238,0.0001270982,0.0001742334,0.00007472268,0.0004149403,0.000002377843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006447487,"about_ca_system_score_gemma":0.000185345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009176515,"about_ca_topic_score_gemma":0.0000259772,"domain_scores_codex":[0.9971913,0.0006891385,0.001161219,0.0003346476,0.0001693329,0.0004543914],"domain_scores_gemma":[0.9979087,0.0004466272,0.0008962703,0.0001364442,0.0004752577,0.0001367044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003846814,0.0006427852,0.98142,0.001314359,0.0001517227,0.00001024847,0.0002523641,0.000003828623,0.001774778,0.000385214,0.008639556,0.001558284],"study_design_scores_gemma":[0.04436887,0.01221763,0.9109426,0.00006086442,0.002203021,0.0005771348,0.002221747,0.000007116048,0.002260494,0.004511449,0.0199375,0.000691539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747256,0.01240886,0.009896427,0.0004659666,0.001842552,0.0003099686,0.0003028834,0.0000234374,0.00002430427],"genre_scores_gemma":[0.9761317,0.0208481,0.0006438243,0.0004407839,0.001691604,0.0000351222,0.0001301419,0.00001327677,0.00006540881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07047741,"threshold_uncertainty_score":0.874247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450990360820142,"score_gpt":0.295272087630321,"score_spread":0.2807621840221196,"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."}}