{"id":"W2805385970","doi":"10.1016/j.gie.2018.04.017","title":"73 A PROSPECTIVE MULTICENTER STUDY EVALUATING EUS AND ERCP COMPETENCE DURING ADVANCED ENDOSCOPY TRAINING AND SUBSEQUENT INDEPENDENT PRACTICE: THE RAPID ASSESSMENT OF TRAINEE ENDOSCOPY SKILLS (RATES2) STUDY","year":2018,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; CUSUM; Competence (human resources); Endoscopy; Learning curve; Medical physics; Surgery; General surgery; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00326692,0.0009355725,0.0005784779,0.0007469214,0.0006818024,0.001044631,0.0006698131,0.001339869,0.001330158],"category_scores_gemma":[0.006934486,0.0009505117,0.001513172,0.00102021,0.0004623849,0.001540712,0.0009639004,0.001199548,0.0006744569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000451053,"about_ca_system_score_gemma":0.0007052795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004717039,"about_ca_topic_score_gemma":0.005113654,"domain_scores_codex":[0.9976701,0.001127177,0.0002047257,0.0004259935,0.0002844207,0.0002876814],"domain_scores_gemma":[0.9937481,0.001412464,0.002393925,0.0005790083,0.0006450559,0.001221513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002005347,0.0006978713,0.9947101,0.00002512638,0.0003463675,0.00008396212,0.0003121839,0.0000406108,0.0003734423,0.00001610616,0.00009250977,0.001296394],"study_design_scores_gemma":[0.0002163409,0.002238144,0.9965003,0.00000732077,0.0001524639,0.0001005142,0.0003935364,0.00009271366,0.0001044747,0.000007870625,0.0001729095,0.0000133884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992914,0.00009280229,0.00007075407,0.00001467086,0.000007759642,0.00004215883,0.0001476002,0.000002807554,0.0003299588],"genre_scores_gemma":[0.9987432,0.00008567129,0.0001560704,0.00006343749,0.00003128617,0.00006683575,0.0004419987,0.000005848163,0.0004056011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004717039,"threshold_uncertainty_score":0.0172773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550419362938603,"score_gpt":0.3585138548115916,"score_spread":0.3330096611822056,"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."}}