{"id":"W3133692409","doi":"10.1093/jcag/gwab002.111","title":"A113 ANNUAL COLONOSCOPY VOLUME IS NOT PREDICTIVE OF COLONOSCOPY QUALITY - FINDINGS FROM THE SOUTHWEST ONTARIO COLONOSCOPY COHORT","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Lawson Health Research Institute; Cancer Care Ontario; Western University","funders":"","keywords":"Colonoscopy; Medicine; Logistic regression; Confounding; Receiver operating characteristic; Cohort; Population; Internal medicine; Colorectal cancer; Retrospective cohort study; General surgery; Cancer; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008630579,0.0002220686,0.0002906969,0.0009716469,0.0007561266,0.0007910576,0.0006332956,0.0003322633,0.001678385],"category_scores_gemma":[0.004913328,0.0002983578,0.0005978571,0.001488279,0.0004980754,0.0003665261,0.0005327528,0.0002908302,0.0001389523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003193571,"about_ca_system_score_gemma":0.003504075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5774503,"about_ca_topic_score_gemma":0.66686,"domain_scores_codex":[0.9990386,0.0001146088,0.00008357378,0.0002158044,0.0003088309,0.0002385878],"domain_scores_gemma":[0.9952158,0.0004386274,0.00228326,0.0004492702,0.0007790917,0.0008339985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003430655,0.000003289729,0.9994252,0.000003194237,0.00002232919,0.00002230978,0.0000581029,0.00001502526,0.00007369775,0.000007097749,0.00008052577,0.0002548859],"study_design_scores_gemma":[0.000001928594,0.000009632246,0.99971,0.000001997364,0.00001005564,0.00002859097,0.00006771036,0.00007550856,0.00001063802,0.000004520793,0.00007807236,0.00000125124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998489,0.0001118707,0.00004507036,0.00007548916,0.000003551979,0.000007796544,0.0008072891,0.000003873079,0.0004560598],"genre_scores_gemma":[0.9994573,0.00002455199,0.00002570164,0.00001390245,0.00000337084,0.000004130575,0.0003826492,0.000001472146,0.00008691851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4225497,"threshold_uncertainty_score":0.8500763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116348713256849,"score_gpt":0.2505123998961065,"score_spread":0.239348912763538,"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."}}