{"id":"W2887579021","doi":"10.1016/j.gie.2018.07.032","title":"Performance indicators in colonoscopy after certification for independent practice: outcomes and predictors of competence","year":2018,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Prostate Cancer Canada","keywords":"Medicine; Colonoscopy; Trainer; Certification; Specialty; Competence (human resources); Observational study; Performance indicator; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001658067,0.0003440058,0.0003769874,0.001183543,0.0005665816,0.001499624,0.0004841035,0.001482793,0.001715363],"category_scores_gemma":[0.01427336,0.0002361662,0.0006920281,0.001457147,0.0004762446,0.001345531,0.001389037,0.001684649,0.0003904642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009360277,"about_ca_system_score_gemma":0.001531429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004082,"about_ca_topic_score_gemma":0.009662539,"domain_scores_codex":[0.9987355,0.0002585029,0.0001424969,0.0001408319,0.0002731663,0.000449576],"domain_scores_gemma":[0.9888537,0.001570217,0.004824309,0.0003329914,0.001352132,0.003066699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001048299,0.00009836017,0.9985561,0.00000543505,0.00002050767,0.00002533807,0.00007095991,0.00005948178,0.00002756626,0.00001611667,0.00008310799,0.0009321329],"study_design_scores_gemma":[0.000003267075,0.00009935124,0.9992633,0.000007383005,0.000008218292,0.0000328934,0.0002333949,0.0002266125,0.00002749394,0.00003074695,0.00006264319,0.00000467096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987497,0.0001748953,0.00006360019,0.0001472542,0.00001445483,0.000007217723,0.0001891899,0.000005078559,0.0006486396],"genre_scores_gemma":[0.9995366,0.00004884004,0.0000343182,0.00001316015,0.000009195572,0.000003355224,0.0002477321,0.00000151988,0.0001052801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01004082,"threshold_uncertainty_score":0.01996475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147583531211936,"score_gpt":0.3134586098799292,"score_spread":0.2919827745678098,"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."}}