{"id":"W3015367833","doi":"10.14218/jcth.2020.00024","title":"What Has the COVID-19 Pandemic Taught Us so Far? Addressing the Problem from a Hepatologist’s Perspective","year":2020,"lang":"en","type":"editorial","venue":"Journal of Clinical and Translational Hepatology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Perspective (graphical); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Computer science; Artificial intelligence; Pathology; Disease; Outbreak","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002705648,0.0004168726,0.001994135,0.0001264587,0.0006119289,0.0002272883,0.0004349462,0.00156874,0.0001462034],"category_scores_gemma":[0.008325305,0.0002148919,0.0008350883,0.0002112625,0.002069946,0.0002376158,0.0000667803,0.00529755,0.00000937151],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451406,"about_ca_system_score_gemma":0.01553652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001819575,"about_ca_topic_score_gemma":0.003631223,"domain_scores_codex":[0.9940461,0.001344833,0.002445651,0.0005654708,0.001186322,0.0004116149],"domain_scores_gemma":[0.9687236,0.02732738,0.001726204,0.0003029382,0.001037137,0.0008827313],"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":[0.008640775,0.0002869487,0.3674614,0.0004030229,0.001454126,0.0009438448,0.004061444,0.00001324146,0.000002657575,0.0008694537,0.5994466,0.01641651],"study_design_scores_gemma":[0.004495822,0.0008326209,0.01857661,0.0003214535,0.00106656,0.0007042768,0.0004033037,0.0002087253,4.065618e-7,0.02288442,0.9503028,0.0002030198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00824913,0.04437529,0.001295061,0.6958461,0.2489402,0.0008195371,0.0003562759,0.00004248905,0.00007590187],"genre_scores_gemma":[0.246931,0.04742392,0.0009386092,0.05894155,0.6452902,0.00002565676,0.0002557085,0.00008157022,0.0001117164],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6369046,"threshold_uncertainty_score":0.9997274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.382257114335083,"score_gpt":0.5176811271332018,"score_spread":0.1354240127981188,"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."}}