{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001015089,0.001068537,0.001449769,0.002545604,0.0002797649,0.001142628,0.0007380153,0.001393902,0.006691663],"category_scores_gemma":[0.002255896,0.000209207,0.0009924155,0.002045044,0.0005233106,0.001085649,0.0008576486,0.002115625,0.004197922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006847235,"about_ca_system_score_gemma":0.001144984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202883,"about_ca_topic_score_gemma":0.001242568,"domain_scores_codex":[0.9993938,0.0001923133,0.00008342192,0.00007521463,0.0002020034,0.00005318638],"domain_scores_gemma":[0.9991794,0.0003727976,0.0001322511,0.00003695564,0.0002325934,0.00004595442],"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":[0.0001423474,0.00005642039,0.0008560023,0.01672953,0.0002450554,0.0003469624,0.00007652908,0.0003116289,0.002214821,0.006688654,0.07031851,0.9020135],"study_design_scores_gemma":[0.00001794378,0.00008743635,0.001443371,0.004449562,0.0001660702,0.001885909,0.00004547178,0.00008858107,0.0007302972,0.003247177,0.9878138,0.00002441548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001454288,0.9964771,0.0003295524,0.0007475337,0.0006969505,0.00001091424,0.00007664833,0.00001535483,0.001500538],"genre_scores_gemma":[0.002427355,0.9930624,0.000755909,0.0008218643,0.0007393126,0.00003030717,0.0002840623,0.000005585914,0.001873108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006691663,"threshold_uncertainty_score":0.02238584,"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."}}