{"id":"W2170054023","doi":"10.1016/j.cld.2004.02.002","title":"Pathogenesis and screening for hepatocellular carcinoma","year":2004,"lang":"en","type":"review","venue":"Clinics in Liver Disease","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Pathogenesis; Liver cancer; Cancer; Carcinoma; Pathology; Cancer research; 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":[0.0004247224,0.000597657,0.001922729,0.0003426796,0.00009627124,0.00003961513,0.0001555916,0.0004295981,0.00003980066],"category_scores_gemma":[0.0002277481,0.0005215897,0.001167696,0.0002790088,0.0001471165,0.00006516377,0.0001196235,0.0003287863,0.00002994979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819868,"about_ca_system_score_gemma":0.0009339844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001955885,"about_ca_topic_score_gemma":0.000001580185,"domain_scores_codex":[0.9973901,0.0001436302,0.0008830928,0.0008944792,0.0002336307,0.0004550839],"domain_scores_gemma":[0.9978778,0.0004596093,0.0002661927,0.0006218844,0.00008496039,0.0006894996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001306155,0.0002918522,0.2988119,0.04752253,0.0001792209,0.002140994,0.00003405217,7.325862e-8,3.445875e-8,0.0001544265,0.00002873295,0.6507056],"study_design_scores_gemma":[0.004805276,0.0005853099,0.0109131,0.04124237,0.01919902,0.00007754992,0.00001995857,0.002091825,9.461489e-7,0.0003863049,0.9194657,0.001212675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004116106,0.9909888,0.0002318326,0.00003131737,0.0001520713,0.003951783,0.0004427863,0.00005239067,0.00003292682],"genre_scores_gemma":[0.009211611,0.985403,0.00243178,0.00008033792,0.0003021064,0.000977212,0.001212179,0.0001421501,0.0002396059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9194369,"threshold_uncertainty_score":0.9997236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1967132708149215,"score_gpt":0.3537685854472248,"score_spread":0.1570553146323033,"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."}}