{"id":"W2948437670","doi":"10.1016/j.gie.2019.04.009","title":"124 IMPACT OF A GAME-BASED LEARNING INTERVENTION IN SIMULATION-BASED ENDOSCOPY TRAINING ON COLONOSCOPY PERFORMANCE IN NOVICE ENDOSCOPISTS - A RANDOMIZED TRIAL","year":2019,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; SickKids Foundation; The Wilson Centre; Hospital for Sick Children; St. Michael's Hospital","funders":"","keywords":"Medicine; Colonoscopy; Curriculum; Randomized controlled trial; Endoscopy; Intervention (counseling); Dreyfus model of skill acquisition; Medical education; Medical physics; Physical therapy; Radiology; Surgery; Nursing; Internal medicine; Pedagogy; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001943358,0.0005943674,0.001737063,0.001282093,0.00004979028,0.00004619174,0.0002299778,0.00009703056,0.0004954619],"category_scores_gemma":[0.005519844,0.0005068298,0.0005536546,0.0008728575,0.0002374905,0.0001704523,0.0000426962,0.001314916,0.00009432274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009607845,"about_ca_system_score_gemma":0.001128101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009337032,"about_ca_topic_score_gemma":0.00006450364,"domain_scores_codex":[0.9950891,0.000845484,0.001408387,0.0007514691,0.0008460875,0.001059455],"domain_scores_gemma":[0.9938309,0.00449788,0.000630098,0.0004571807,0.0002463738,0.0003376273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5652484,0.001411889,0.2283054,0.0002948014,0.00003517576,0.0001860179,0.00009960911,0.1931633,0.01099836,0.00001321229,9.497986e-7,0.0002428673],"study_design_scores_gemma":[0.6080181,0.03969366,0.03623411,0.006672718,0.00005571662,0.0001188899,0.00007871002,0.3070413,0.001867914,0.00001301354,0.000002901219,0.0002030057],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906537,0.00004006947,0.003879122,0.0001264911,0.00008787277,0.00443765,0.000017213,0.00009160274,0.0006662571],"genre_scores_gemma":[0.9772485,0.000003336395,0.02194069,0.00004934253,0.00005996947,0.000410085,0.0001394782,0.0000715998,0.00007703741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1920713,"threshold_uncertainty_score":0.9997383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281648241293188,"score_gpt":0.3466636948833544,"score_spread":0.3184988707540356,"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."}}