{"id":"W3033337702","doi":"10.1016/s2468-1253(20)30182-5","title":"Management of primary hepatic malignancies during the COVID-19 pandemic: recommendations for risk mitigation from a multidisciplinary perspective","year":2020,"lang":"en","type":"review","venue":"˜The œLancet. Gastroenterology & hepatology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Toronto General Hospital","funders":"Bayer Canada; Roche","keywords":"Multidisciplinary approach; Medicine; Pandemic; Hepatocellular carcinoma; Coronavirus disease 2019 (COVID-19); Multidisciplinary team; Intensive care medicine; Liver cancer; Intrahepatic Cholangiocarcinoma; Oncology; Internal medicine; Disease; Nursing; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004505567,0.0005472321,0.003047993,0.0001501026,0.0004801629,0.00001366212,0.0005692006,0.0002549713,0.00003396945],"category_scores_gemma":[0.00009491316,0.0003473382,0.000797826,0.0002182665,0.0006731492,0.00004153018,0.0005469908,0.0008037844,0.00001127632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008956515,"about_ca_system_score_gemma":0.0002589377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003730516,"about_ca_topic_score_gemma":0.001073485,"domain_scores_codex":[0.9964811,0.0008543248,0.0009883825,0.0008376018,0.0001928022,0.0006458497],"domain_scores_gemma":[0.9969009,0.0009090473,0.001065088,0.0008400139,0.0001410687,0.0001438718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003548603,0.0003432368,0.8865655,0.0229098,0.01283119,0.0003380901,0.00592625,0.000004122631,0.00001168542,0.0002816572,0.01201041,0.05522947],"study_design_scores_gemma":[0.009075283,0.001545937,0.1037597,0.003382889,0.01804128,0.001688848,0.003963876,0.0001220029,0.000001543772,0.00143901,0.8564599,0.0005197611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01652394,0.9553875,0.001869982,0.01979673,0.0006391111,0.003847873,0.001702374,0.000122889,0.0001096291],"genre_scores_gemma":[0.01616483,0.9764832,0.001451132,0.002263634,0.0006349852,0.002219286,0.0006363269,0.00006652897,0.00008003374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8444495,"threshold_uncertainty_score":0.9998978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08117991493415037,"score_gpt":0.3570068234653427,"score_spread":0.2758269085311923,"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."}}