{"id":"W2788770371","doi":"10.1053/j.gastro.2017.11.293","title":"Advances and Challenges in Endoscopic Training","year":2018,"lang":"en","type":"review","venue":"Gastroenterology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Training (meteorology); Medicine; Geography","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":[0.00181257,0.0008023944,0.001322032,0.003357778,0.0004155415,0.002364987,0.001044923,0.001838377,0.005674477],"category_scores_gemma":[0.004209665,0.000314614,0.0006461069,0.003556649,0.001105231,0.00271592,0.001672239,0.001863359,0.001222254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172434,"about_ca_system_score_gemma":0.003273197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002241341,"about_ca_topic_score_gemma":0.005041043,"domain_scores_codex":[0.9993697,0.0001384603,0.000121072,0.00009823024,0.0002055413,0.00006706736],"domain_scores_gemma":[0.9972965,0.001816552,0.0003153344,0.0000401188,0.0003844861,0.0001470741],"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":[0.00006296158,0.00004089626,0.0005538794,0.03046207,0.00008119088,0.0001450089,0.0001157272,0.0003339135,0.0001883526,0.003900224,0.02211423,0.9420016],"study_design_scores_gemma":[0.00001873662,0.00007404692,0.002000807,0.02723947,0.0002123724,0.001321923,0.0003539962,0.0001463553,0.0001307085,0.003083206,0.9653849,0.00003341815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006955877,0.9986307,0.00005387911,0.0005082859,0.0002052732,0.000001550956,0.000009482867,0.000003091438,0.0005181175],"genre_scores_gemma":[0.0008745838,0.9980074,0.0001212232,0.0003615534,0.000400217,0.000003070782,0.00001753595,0.00000122276,0.0002132205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005674477,"threshold_uncertainty_score":0.01898301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2089420671730682,"score_gpt":0.3818311067656701,"score_spread":0.172889039592602,"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."}}