{"id":"W2040795049","doi":"10.1016/j.jhep.2009.11.026","title":"Serological Surveillance for hepatocellular carcinoma: Time to quit","year":2010,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Cirrhosis; Gastroenterology; Internal medicine; Cutoff; Serology; Alpha-fetoprotein; Prothrombin time; Nuclear medicine; Immunology; Antibody","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003937131,0.0005397221,0.0015204,0.001099619,0.001351014,0.002782609,0.001784631,0.01178761,0.02681527],"category_scores_gemma":[0.03604596,0.0003776759,0.001654335,0.0008789758,0.000863266,0.005285318,0.001281843,0.01157719,0.005681512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001862499,"about_ca_system_score_gemma":0.003130455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005703911,"about_ca_topic_score_gemma":0.007838949,"domain_scores_codex":[0.9977559,0.0006515101,0.0003249444,0.0003052547,0.0006984285,0.000263948],"domain_scores_gemma":[0.9768736,0.01275956,0.001614956,0.0006099644,0.00445357,0.00368829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003245147,0.00006695737,0.001353831,0.000506448,0.0000743038,0.000328317,0.00008498695,0.00005217227,0.0001206575,0.002428451,0.9345518,0.06010749],"study_design_scores_gemma":[0.001144098,0.0004253192,0.01187458,0.005752962,0.0004226675,0.001703408,0.001301962,0.0006684405,0.0003343065,0.01875098,0.9574308,0.0001904852],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0007454549,0.01807611,0.0001988923,0.9092897,0.06818888,0.00002742897,0.0004235644,0.00006846646,0.002981538],"genre_scores_gemma":[0.01170533,0.0191589,0.0002972851,0.8511894,0.1077986,0.0001045763,0.0004892621,0.00008334705,0.00917328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02681527,"threshold_uncertainty_score":0.089706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369296437395358,"score_gpt":0.2638784864132601,"score_spread":0.2269488426737243,"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."}}