{"id":"W2765453965","doi":"10.1016/j.gie.2017.06.005","title":"Will you be my first colonoscopy patient? Planning simulator training for novice endoscopists","year":2017,"lang":"en","type":"letter","venue":"Gastrointestinal Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Colonoscopy; Curriculum; Randomized controlled trial; Context (archaeology); Apprenticeship; Learning curve; Medical physics; Medical education; Educational measurement; Simulation training; Simulation; Surgery; Computer science; Internal medicine; Psychology; Pedagogy","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":[0.001588724,0.0005035208,0.0005329154,0.000449099,0.005936483,0.002458128,0.001290672,0.04104991,0.008617816],"category_scores_gemma":[0.02204951,0.0006640991,0.0007162351,0.000351537,0.001778243,0.002735612,0.002051208,0.02955335,0.003561817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004155981,"about_ca_system_score_gemma":0.005770655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005566062,"about_ca_topic_score_gemma":0.01536871,"domain_scores_codex":[0.9983112,0.0005421755,0.0001585139,0.0001540774,0.0003330684,0.0005009644],"domain_scores_gemma":[0.9912463,0.002748811,0.0007131413,0.0001622207,0.0009137323,0.004215738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000109594,0.0002493027,0.008443222,0.0001182308,0.00002335475,0.04820485,0.0009594694,0.0004093868,0.0004944099,0.002768707,0.9201702,0.01804926],"study_design_scores_gemma":[0.0002472099,0.0006906257,0.01057087,0.001600369,0.00007333775,0.1015445,0.01273953,0.002628091,0.0005866921,0.01726972,0.8518808,0.0001681231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002474242,0.0007683706,0.0001016602,0.9853866,0.006472857,0.00001426768,0.00001770943,0.00001658352,0.004747699],"genre_scores_gemma":[0.05438956,0.003542514,0.0007920158,0.8936867,0.03392516,0.00007498515,0.00005632488,0.00004853313,0.01348412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04104991,"threshold_uncertainty_score":0.03015387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06469293721551844,"score_gpt":0.3318981125358706,"score_spread":0.2672051753203522,"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."}}