{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007229669,0.0002146668,0.0008337626,0.0002321157,0.00007522241,0.0000159527,0.0001971227,0.0002931437,0.0008796908],"category_scores_gemma":[0.0003969745,0.0001593803,0.0004086957,0.0001740806,0.00008091,0.00005902501,0.00004483474,0.0004097362,0.0002671002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004950019,"about_ca_system_score_gemma":0.0002361536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001200048,"about_ca_topic_score_gemma":0.00001234013,"domain_scores_codex":[0.9983934,0.00009026736,0.0006145795,0.0002424186,0.0002346708,0.0004246936],"domain_scores_gemma":[0.998316,0.0002737353,0.0002534109,0.0002798401,0.0004592562,0.0004177009],"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":[0.0008518492,0.0002168859,0.9453229,0.00003344399,0.0001074973,0.0007065927,0.00005302828,1.988123e-7,0.04363402,0.00007663833,0.007393686,0.001603315],"study_design_scores_gemma":[0.01405261,0.01640508,0.3658708,0.00006324424,0.001010236,0.02090705,0.00004445222,0.01037949,0.08730872,0.001038946,0.4819438,0.0009755534],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895287,0.0003357674,0.0003418337,0.008088968,0.0004716436,0.000545464,0.00001177974,0.00002544912,0.0006504325],"genre_scores_gemma":[0.9908875,0.00000928548,0.006883017,0.0009853848,0.000527995,0.00002797441,0.0000147102,0.00003022413,0.0006339245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.579452,"threshold_uncertainty_score":0.9631997,"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."}}