{"id":"W4402682830","doi":"10.1016/j.gtc.2024.08.003","title":"Endoscopic Education, Training, and Simulation","year":2024,"lang":"en","type":"review","venue":"Gastroenterology Clinics of North America","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Training (meteorology); Simulation training; Medical education; Medical physics; General surgery; Simulation","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":[],"consensus_categories":[],"category_scores_codex":[0.0001320346,0.0003047989,0.001810656,0.0002995441,0.00003010921,0.000009746317,0.00009157783,0.0001718622,0.00008848215],"category_scores_gemma":[0.0002486758,0.0002433804,0.0003984747,0.0002393566,0.0002544436,0.0000310005,0.00006244948,0.0005181997,0.00004683619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000269447,"about_ca_system_score_gemma":0.0003986437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003010296,"about_ca_topic_score_gemma":0.000005671893,"domain_scores_codex":[0.9979962,0.0001258141,0.001022943,0.0004456977,0.0001506329,0.0002587109],"domain_scores_gemma":[0.9985066,0.0004083254,0.0005173225,0.0002792695,0.00009637594,0.0001921134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003106181,0.0001068584,0.009487224,0.003346992,0.0002809054,0.000009066614,0.00008854795,0.00003725623,1.163361e-9,0.000005140941,0.00006356565,0.9865434],"study_design_scores_gemma":[0.0006179045,0.00074295,0.002064523,0.002827258,0.002168535,0.00003561523,0.0000278147,0.000417385,1.466632e-9,0.000018324,0.9910035,0.00007625484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003695791,0.9943699,0.0001791434,0.00007734785,0.0005839447,0.0005572096,0.00004833191,0.00006888635,0.0004194873],"genre_scores_gemma":[0.01793655,0.9796726,0.000748784,0.0006824121,0.0002402057,0.0000397587,0.0004649773,0.00004748697,0.0001672386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9909399,"threshold_uncertainty_score":0.9924763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06772958848131273,"score_gpt":0.405134322623066,"score_spread":0.3374047341417533,"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."}}