{"id":"W2097295926","doi":"10.4021/gr2009.07.1304","title":"Hepatocellular Carcinoma: Tumorigenesis and Prediction Markers","year":2009,"lang":"en","type":"review","venue":"Gastroenterology Research","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Carcinogenesis; Oncology; Pathological; Internal medicine; Metastasis; Cancer; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001164083,0.0003947661,0.0009810877,0.0003527072,0.0001863884,0.00004153741,0.0004105585,0.0005524609,0.00002521148],"category_scores_gemma":[0.00008746996,0.0003617069,0.0003170221,0.0001708891,0.0003879317,0.000004332485,0.0003419653,0.0006420993,0.00001975207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006113189,"about_ca_system_score_gemma":0.0003007866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004634053,"about_ca_topic_score_gemma":0.00003058142,"domain_scores_codex":[0.9963658,0.0009698719,0.0004736558,0.0009546683,0.0003181527,0.000917886],"domain_scores_gemma":[0.9987401,0.00002925804,0.0001270212,0.0006791613,0.0001630208,0.0002614359],"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":[0.0008276988,0.000227473,0.04310717,0.005506383,0.0005920949,0.00001095354,0.00003633746,6.736623e-7,0.0007342535,0.00002741742,0.1938469,0.7550827],"study_design_scores_gemma":[0.0004524682,0.0007364669,0.003006201,0.0003015835,0.0001895562,0.0003041144,0.00001497037,0.000005634157,0.00000881013,0.000009455634,0.994827,0.0001437801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01313214,0.983206,0.0000538539,0.00003963322,0.002400493,0.000797199,0.0001451877,0.00001654429,0.0002089115],"genre_scores_gemma":[0.0006700156,0.9871523,0.00007912399,0.00005949357,0.01013895,0.0002341537,0.0005321794,0.0000607051,0.001073029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8009801,"threshold_uncertainty_score":0.9998835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04672584131166248,"score_gpt":0.336482556998227,"score_spread":0.2897567156865645,"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."}}