{"id":"W3130529097","doi":"10.1016/j.jhepr.2021.100260","title":"Assessing the impact of COVID-19 on liver cancer management (CERO-19)","year":2021,"lang":"en","type":"article","venue":"JHEP Reports","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; Toronto General Hospital; McMaster University; University of Toronto; University Health Network","funders":"UCLH Biomedical Research Centre; Sanofi Genzyme; EMD Serono; Imperial Experimental Cancer Medicine Centre; Cancer Treatment and Research Trust; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas; Ipsen; University College London Hospitals NHS Foundation Trust; Basilea Pharmaceutica; Eisai; Daiichi-Sankyo; National Institute for Health and Care Research; Incyte; BTG; AbbVie; Worldwide Cancer Research; Societat Catalana de Digestologia; Association for International Cancer Research; Sirtex Medical; Wellcome Trust; Cancer Research UK; European Cooperation in Science and Technology; Boston Scientific Corporation; Albert Einstein Cancer Center; Exelixis; Meso Scale Diagnostics; Bayer; Gilead Sciences; Roche; Celgene; Novartis; NIHR Imperial Biomedical Research Centre; Merck; Imperial College London; GlaxoSmithKline; Agència de Gestió d'Ajuts Universitaris i de Recerca; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb; Instituto de Salud Carlos III; Amgen","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Liver cancer; Virology; Cancer; Internal medicine; Infectious disease (medical specialty)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005564194,0.0001569001,0.0003312404,0.0001018818,0.0001507817,0.000048319,0.00005498296,0.00007865954,0.001234621],"category_scores_gemma":[0.0007848149,0.00009958049,0.0002249171,0.0003280322,0.00005613686,0.00008370575,0.00007744669,0.0002199447,0.000007471062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109763,"about_ca_system_score_gemma":0.003004634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00864468,"about_ca_topic_score_gemma":0.0002498897,"domain_scores_codex":[0.9983498,0.00008149794,0.0004467741,0.0003455215,0.0004734651,0.0003029373],"domain_scores_gemma":[0.9981543,0.0001878192,0.0003187243,0.0007548456,0.000144942,0.0004393858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003234369,0.0009355547,0.6450559,0.003989745,0.001119296,0.071816,0.004151115,0.00207662,0.00271368,0.0004691209,0.1706778,0.09667178],"study_design_scores_gemma":[0.0006891862,0.0002289476,0.9007357,0.0004223901,0.0002244688,0.00136448,0.000625396,0.0001442756,0.0009266563,0.0003855117,0.0940852,0.0001677924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554515,0.002513313,0.0002168104,0.02392142,0.0005467919,0.0007245166,0.00001047725,0.00008754327,0.01652764],"genre_scores_gemma":[0.9881,0.0006726636,0.000102483,0.008568654,0.0002278155,0.00002494382,0.00001926339,0.00002359199,0.002260582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2556798,"threshold_uncertainty_score":0.9996784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496123350925475,"score_gpt":0.5073078806710404,"score_spread":0.3576955455784929,"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."}}