{"id":"W4409158455","doi":"10.1055/a-2569-7736","title":"Simulators and training models for diagnostic and therapeutic gastrointestinal endoscopy: European Society of Gastrointestinal Endoscopy (ESGE) Technical and Technology Review","year":2025,"lang":"en","type":"review","venue":"Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Endoscopy; Medical physics; Therapeutic endoscopy; Radiology","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":[0.001094666,0.0009313729,0.001194394,0.003282621,0.0002284219,0.001152762,0.0009721771,0.001263242,0.005530491],"category_scores_gemma":[0.002431179,0.0003515463,0.0009109023,0.002565146,0.0004549501,0.001504327,0.000741702,0.00111655,0.002004544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005088748,"about_ca_system_score_gemma":0.001529343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348502,"about_ca_topic_score_gemma":0.00165791,"domain_scores_codex":[0.9994674,0.0001170125,0.0001089578,0.00007109901,0.0002055379,0.00003006941],"domain_scores_gemma":[0.998509,0.000964833,0.0001780994,0.00003333866,0.0002659589,0.00004881012],"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":[0.00005255908,0.00006126027,0.0002107345,0.03545607,0.0001029131,0.00007812706,0.00006838392,0.0004926696,0.0008939916,0.002414532,0.01405815,0.9461107],"study_design_scores_gemma":[0.00001629793,0.0001930512,0.001692681,0.02052851,0.0003531095,0.001499663,0.0001001786,0.0002019212,0.0007112636,0.001056034,0.9736153,0.00003203803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002001619,0.998152,0.00024553,0.0001648909,0.0001555079,0.00001278673,0.00002840796,0.00001031006,0.001030467],"genre_scores_gemma":[0.001034798,0.9980589,0.000339344,0.00009299257,0.00007807286,0.00001248602,0.00004859272,0.000002948836,0.0003318712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005530491,"threshold_uncertainty_score":0.0185014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07460509169853605,"score_gpt":0.3930917612865021,"score_spread":0.3184866695879661,"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."}}