{"id":"W3134879643","doi":"10.1053/j.gastro.2021.02.064","title":"Changes to Pediatric Gastroenterology Practice During the COVID-19 Pandemic and Lessons Learned: An International Survey of Division and Group Heads","year":2021,"lang":"en","type":"article","venue":"Gastroenterology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; The Wilson Centre; Hospital for Sick Children; University of Toronto","funders":"Shire; Univerza v Ljubljani; Ontario Ministry of Research, Innovation and Science; National Institutes of Health; Cleveland Clinic","keywords":"Pandemic; Medicine; Pediatric gastroenterology; Family medicine; Hepatology; Coronavirus disease 2019 (COVID-19); Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002772244,0.000117142,0.0001998032,0.0007863929,0.001064507,0.001431358,0.0006154883,0.0008612444,0.003217752],"category_scores_gemma":[0.01190231,0.0002855313,0.0002976345,0.001686417,0.001009379,0.001709695,0.002507943,0.001550441,0.0002934416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002577421,"about_ca_system_score_gemma":0.004688077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03141021,"about_ca_topic_score_gemma":0.05589846,"domain_scores_codex":[0.9976496,0.0006079221,0.0002377742,0.000209098,0.000485642,0.0008100513],"domain_scores_gemma":[0.987191,0.002220851,0.004938254,0.0002461207,0.001173643,0.004230084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005422229,0.00006995285,0.9595668,0.0001372239,0.0000251618,0.0002963113,0.01802742,0.00006801803,0.0002555447,0.0003011891,0.003889493,0.01730862],"study_design_scores_gemma":[0.000004659984,0.00007060286,0.9566854,0.0001364269,0.00000581647,0.0002079482,0.03671736,0.00004141564,0.00005881738,0.00004196438,0.006019858,0.000009566775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810533,0.001658346,0.0001192541,0.01103595,0.00007656672,0.00004176037,0.0006549071,0.00001240759,0.005347398],"genre_scores_gemma":[0.9944485,0.001982365,0.0002019972,0.002263322,0.00005638193,0.00003878585,0.000315057,0.000009622116,0.0006837856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03141021,"threshold_uncertainty_score":0.06245476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1397607582809687,"score_gpt":0.4383482747945734,"score_spread":0.2985875165136047,"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."}}