{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001765543,0.001172134,0.002418821,0.005929015,0.0004466492,0.001843485,0.001272282,0.001815532,0.007453271],"category_scores_gemma":[0.004395403,0.0004961255,0.001062757,0.006644602,0.0008352793,0.001685244,0.001421241,0.002065903,0.001190282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593943,"about_ca_system_score_gemma":0.003406369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006915857,"about_ca_topic_score_gemma":0.01450066,"domain_scores_codex":[0.9992763,0.0001682007,0.0001499745,0.0001037997,0.0002464142,0.00005520938],"domain_scores_gemma":[0.9976333,0.001483412,0.0003897092,0.0000347461,0.0003340115,0.0001246631],"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":[0.000108295,0.00007555457,0.0002921843,0.07860832,0.0002466641,0.00004110668,0.00005293739,0.0002454191,0.0001410364,0.00166293,0.02659574,0.8919298],"study_design_scores_gemma":[0.0001404379,0.0002681264,0.004411925,0.1258571,0.001455531,0.0006744997,0.0002383013,0.0001890741,0.0001494957,0.001718317,0.86485,0.00004729248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002665529,0.9994643,0.0000150943,0.0001088247,0.0001084889,0.000003246219,0.000008655867,0.000001904253,0.000262822],"genre_scores_gemma":[0.000297354,0.9992367,0.00005811311,0.0001453749,0.0001159838,0.000005008839,0.00001458717,5.601985e-7,0.0001263821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007453271,"threshold_uncertainty_score":0.02493364,"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."}}