{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003591427,0.0001144796,0.0002327215,0.0002348472,0.00003816453,0.000009380336,0.00005105853,0.00003399347,0.00006190133],"category_scores_gemma":[0.001112808,0.0000968514,0.00003514936,0.000250534,0.0002196319,0.000128493,0.00002464669,0.0001226801,0.000005773369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004178635,"about_ca_system_score_gemma":0.00007340002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001266927,"about_ca_topic_score_gemma":0.000006166166,"domain_scores_codex":[0.9989829,0.00003701083,0.0003505374,0.0002191813,0.0002067681,0.0002035783],"domain_scores_gemma":[0.998876,0.0005662299,0.0001694502,0.0001320813,0.0001446296,0.000111649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004087226,0.0001212007,0.992819,0.00006344733,0.00001211389,0.000005825611,0.0002514085,0.000007036851,0.001467658,0.00009167974,0.00000473819,0.001068671],"study_design_scores_gemma":[0.003951313,0.001823628,0.9891989,0.000300761,0.00004161061,0.0001566714,0.0002079079,0.002468412,0.001312954,0.00001372156,0.0004553055,0.00006886814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966533,0.00001743324,0.001124109,0.0003360117,0.00007519225,0.0004317155,0.000007507567,0.00002779647,0.001326887],"genre_scores_gemma":[0.9655586,0.000004947466,0.03409811,0.0001716736,0.00005134994,0.00005584767,0.00001008388,0.00001148908,0.00003791031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03297401,"threshold_uncertainty_score":0.3949485,"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."}}