{"id":"W3006792866","doi":"10.1093/jcag/gwz047.271","title":"A272 THE CANADIAN DIRECT OBSERVATION OF PROCEDURAL SKILLS (CANDOPS) TOOL FOR ENDOSCOPIC RETROGRADE CHOLANGIOPANCREATOGRAPHY: A MULTI-CENTRE PROSPECTIVE STUDY","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; St. Michael's Hospital; University of Alberta; St. Paul's Hospital; Montreal General Hospital; University of British Columbia; University of Calgary; Children's Hospital of Eastern Ontario; McGill University; University of Toronto; University Health Network","funders":"","keywords":"Endoscopic retrograde cholangiopancreatography; Medicine; CUSUM; Teamwork; Endoscopy; Learning curve; Medical physics; Curriculum; Medical education; General surgery; Surgery; Pancreatitis; Psychology; Operations management","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":[0.003363264,0.0008360437,0.0005053195,0.001247136,0.001839667,0.001005988,0.0009444107,0.0006488217,0.001945598],"category_scores_gemma":[0.005146384,0.00076826,0.0007537564,0.001807913,0.001099679,0.0006979107,0.001061614,0.0007227696,0.0004893811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004707973,"about_ca_system_score_gemma":0.006861201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4278736,"about_ca_topic_score_gemma":0.4390908,"domain_scores_codex":[0.9966274,0.0008465443,0.0002183408,0.0006148527,0.0009952276,0.0006975661],"domain_scores_gemma":[0.9930521,0.001021116,0.001640749,0.0003912292,0.002335291,0.001559539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003157456,0.0002974472,0.9968635,0.00003948068,0.00004222551,0.0001035859,0.000547524,0.00003070149,0.0001782451,0.00001257047,0.0001503725,0.001418745],"study_design_scores_gemma":[0.00005662066,0.001316563,0.996569,0.00001765911,0.00003561851,0.0001604873,0.001276624,0.0001694852,0.00008674317,0.000005536538,0.0002873379,0.00001819194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991148,0.00008808768,0.00007885781,0.00001917601,0.000005305375,0.0001975907,0.0002162121,0.000002632163,0.0002772655],"genre_scores_gemma":[0.9990338,0.00007326002,0.0002797235,0.00005129785,0.00000895156,0.000126027,0.0002566968,0.000002680622,0.0001676125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4278736,"threshold_uncertainty_score":0.8507663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267940487448321,"score_gpt":0.2405689134987225,"score_spread":0.2278895086242393,"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."}}