{"id":"W3034495021","doi":"10.1053/j.gastro.2020.06.015","title":"The Impact of COVID-19 on Gastrointestinal Endoscopy Training in the United Kingdom","year":2020,"lang":"en","type":"article","venue":"Gastroenterology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department of Medicine, University of Toronto; Leonard M. Miller School of Medicine; Śląski Uniwersytet Medyczny w Katowicach; Chinese University of Hong Kong; University of Jeddah; Cleveland Clinic; Case Western Reserve University; University of Toronto; Universidad Nacional Autónoma de México; Johns Hopkins University; School of Medicine, University of New Mexico; Hospital for Sick Children; Uniwersytet Śląski w Katowicach; University of Miami","keywords":"Esophagogastroduodenoscopy; Medicine; Endoscopy; Colonoscopy; Coronavirus disease 2019 (COVID-19); Endoscopic retrograde cholangiopancreatography; Pandemic; Internal medicine; General surgery; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007271593,0.0001697671,0.0003406724,0.0001566827,0.000101213,0.00001247381,0.000252892,0.00004269544,0.00005689198],"category_scores_gemma":[0.003437277,0.00009125465,0.0001497857,0.000316197,0.0002180751,0.00002146136,0.00003926093,0.0005252904,0.000008315887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737436,"about_ca_system_score_gemma":0.0006221952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001640613,"about_ca_topic_score_gemma":0.0003403171,"domain_scores_codex":[0.9980656,0.0005262748,0.0003764793,0.0002228569,0.0002164798,0.0005923195],"domain_scores_gemma":[0.9979126,0.001205605,0.000159871,0.000284451,0.00005110944,0.0003863691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02272508,0.0001825648,0.9517638,0.0001410228,0.00007738744,0.0004762653,0.01233441,0.001384435,0.004433955,0.0006232055,0.005258515,0.0005993759],"study_design_scores_gemma":[0.008816426,0.03534753,0.942585,0.0001914646,0.00006432729,0.002399594,0.004087807,0.002430875,0.00004135564,0.0002594652,0.003674127,0.0001020527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889343,0.00001084706,0.001020174,0.1094918,0.00004059656,0.0003649533,0.00001691687,0.00002921142,0.0000912964],"genre_scores_gemma":[0.9626027,0.000008638371,0.0001596641,0.03701607,0.00015898,0.00001498755,0.00002234833,0.00001392037,0.000002678962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07366847,"threshold_uncertainty_score":0.411499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1644129972418238,"score_gpt":0.4218367893748436,"score_spread":0.2574237921330198,"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."}}