{"id":"W3036487327","doi":"10.4103/sjg.sjg_248_20","title":"COVID-19 in gastroenterology and hepatology: Living with the realities of a historic 21<sup>st</sup> century pandemic","year":2020,"lang":"en","type":"letter","venue":"Saudi Journal of Gastroenterology","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Pandemic; Hepatology; Internal medicine; Coronavirus disease 2019 (COVID-19); Pneumonia; Gastroenterology; Disease; Intensive care medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004219984,0.0006604226,0.001149701,0.001553971,0.001771388,0.006437764,0.0008866455,0.006101578,0.005114729],"category_scores_gemma":[0.0141746,0.0004062366,0.0006328588,0.000916943,0.002411789,0.005590789,0.001637124,0.008494949,0.002346098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00222751,"about_ca_system_score_gemma":0.004280307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699536,"about_ca_topic_score_gemma":0.00609916,"domain_scores_codex":[0.9972745,0.001129626,0.0003387143,0.0003252582,0.0006671331,0.0002647765],"domain_scores_gemma":[0.9882409,0.004276213,0.000732809,0.000327649,0.003788984,0.002633458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001076304,0.00002226418,0.001142738,0.001327366,0.00006599977,0.0007741919,0.0008117061,0.000072365,0.0002812094,0.005738391,0.894066,0.09559006],"study_design_scores_gemma":[0.00002401614,0.0000515326,0.0009319197,0.002056192,0.00004664969,0.001369519,0.0008223479,0.00007204019,0.00009416319,0.003565371,0.9909224,0.00004391106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001673986,0.3188069,0.0005838539,0.3524828,0.3203291,0.00001697081,0.00006451287,0.00009023703,0.005951611],"genre_scores_gemma":[0.01069916,0.2005825,0.000623254,0.1037718,0.6773291,0.00001965518,0.00007150684,0.00009859994,0.006804405],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006437764,"threshold_uncertainty_score":0.02231765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503497155026809,"score_gpt":0.3319058528603469,"score_spread":0.2968708813100788,"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."}}