{"id":"W3092280908","doi":"10.4254/wjh.v12.i9.558","title":"Biomarkers for hepatocellular cancer","year":2020,"lang":"en","type":"review","venue":"World Journal of Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Liver transplantation; Cancer; Disease; Curative treatment; Stage (stratigraphy); Milan criteria; Internal medicine; Liver cancer; Intensive care medicine; Quality of life (healthcare); Hepatocellular cancer; Transplantation; Oncology","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":[0.0003715498,0.0005793537,0.004573768,0.0008684337,0.00007423435,0.00002147093,0.0003017272,0.000377576,0.0004008577],"category_scores_gemma":[0.0001275276,0.0004157057,0.00264206,0.0006682191,0.0001143836,0.00005691248,0.00005514974,0.0006642687,0.00004675802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003715071,"about_ca_system_score_gemma":0.001908416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001852737,"about_ca_topic_score_gemma":0.0000199793,"domain_scores_codex":[0.9970374,0.0002343587,0.001577819,0.0003858327,0.0002930018,0.0004716304],"domain_scores_gemma":[0.9971165,0.0004110182,0.001429327,0.0002904572,0.0002943194,0.0004583787],"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":[0.0002837229,0.0001367817,0.03220906,0.01283309,0.004462662,0.00382936,0.0000291251,1.295872e-8,0.000002517684,0.0001192787,0.01960362,0.9264908],"study_design_scores_gemma":[0.001334002,0.0006088771,0.000004071338,0.00613726,0.01207711,0.002670559,0.00000488715,0.0001324896,0.00002456307,0.00003924458,0.9766658,0.0003011425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007648863,0.9949839,0.0001263801,0.001938305,0.001024255,0.001464252,0.00007628622,0.0000260327,0.0002841281],"genre_scores_gemma":[0.0006594788,0.9952908,0.001801738,0.0003125924,0.0009695621,0.0001855082,0.00008516986,0.0001253428,0.0005698734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9570622,"threshold_uncertainty_score":0.9998295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.150930790536665,"score_gpt":0.3601893239533494,"score_spread":0.2092585334166844,"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."}}