{"id":"W2970662687","doi":"10.21037/hbsn.2019.08.02","title":"Hepatocellular carcinoma surveillance: the often-neglected practice","year":2020,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Sinai Health System; University of Toronto; Women's College Hospital","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Liver transplantation; Intensive care medicine; Disease; Curative treatment; Psychological intervention; Transplantation; Pathology; Surgery; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004555431,0.0007452241,0.001319646,0.0002731858,0.0004473551,0.0001325513,0.0001517631,0.0009730597,0.0001610159],"category_scores_gemma":[0.0006084016,0.0005641163,0.0007002965,0.0007063317,0.0002972129,0.0002648139,0.00009172907,0.002185939,0.0001266295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136094,"about_ca_system_score_gemma":0.0003304506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002267865,"about_ca_topic_score_gemma":0.000002591775,"domain_scores_codex":[0.995553,0.00111994,0.0008129561,0.001041898,0.0007707981,0.0007014505],"domain_scores_gemma":[0.9952458,0.002932395,0.0003943768,0.0007829739,0.0003829141,0.0002615081],"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":[0.0005019641,0.0001977367,0.3564636,0.001359182,0.0002432965,0.01047417,0.00007582023,3.220769e-9,0.0001185739,0.00000286337,0.6296536,0.0009091119],"study_design_scores_gemma":[0.0009804372,0.0003948522,0.006606741,0.000464907,0.0009095505,0.001754714,0.00006927392,0.001014333,0.0008548312,0.0001247244,0.9862003,0.0006252849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2174111,0.01715334,0.00001347709,0.7619581,0.0005019667,0.002174693,0.0001848556,0.0002654072,0.0003370592],"genre_scores_gemma":[0.5516306,0.007344078,0.0001081733,0.4315782,0.003574169,0.0005151585,0.004887544,0.0001224086,0.000239721],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3565467,"threshold_uncertainty_score":0.9996811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04926733252101091,"score_gpt":0.2345305761816587,"score_spread":0.1852632436606478,"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."}}