{"id":"W3134082987","doi":"10.1053/j.gastro.2021.01.233","title":"International Liver Cancer Association (ILCA) White Paper on Biomarker Development for Hepatocellular Carcinoma","year":2021,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":158,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"National Cancer Institute; Agència de Gestió d'Ajuts Universitaris i de Recerca; Associazione Italiana per la Ricerca sul Cancro; U.S. Department of Defense; European Commission; Cancer Prevention and Research Institute of Texas; Samuel Waxman Cancer Research Foundation; Wellcome Trust; National Institutes of Health; Generalitat de Catalunya; Cancer Research UK; Conquer Cancer Foundation","keywords":"Hepatocellular carcinoma; Medicine; Biomarker; Liver cancer; Cancer; Oncology; Internal medicine; Carcinoma; Biology","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":[0.0165428,0.001332341,0.00213602,0.004687116,0.001730514,0.006012067,0.001970632,0.007174249,0.00685039],"category_scores_gemma":[0.03697231,0.0008540721,0.001392227,0.003884087,0.001727307,0.003147334,0.003315858,0.01040833,0.006145793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290388,"about_ca_system_score_gemma":0.01566342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005238611,"about_ca_topic_score_gemma":0.008006527,"domain_scores_codex":[0.99124,0.002023455,0.001331498,0.0007616464,0.003887953,0.0007554995],"domain_scores_gemma":[0.9424276,0.01600815,0.004610355,0.00277245,0.02594797,0.00823358],"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":[0.0001799612,0.00004807771,0.001683723,0.0003087074,0.00006358568,0.0001053363,0.00002474696,0.00005289053,0.0002280507,0.0009677581,0.9484439,0.04789322],"study_design_scores_gemma":[0.0001571984,0.0001343002,0.007045072,0.001622134,0.0002066097,0.000403494,0.00008216783,0.0002006767,0.0009890113,0.003401043,0.9857077,0.00005060649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001708323,0.05418993,0.002711799,0.4541201,0.4510645,0.0002958969,0.00313996,0.0002589787,0.0325106],"genre_scores_gemma":[0.02189579,0.1020915,0.008877079,0.2442293,0.5432879,0.0007650703,0.008897623,0.000555032,0.06940068],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0165428,"threshold_uncertainty_score":0.08748776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05261581227610032,"score_gpt":0.2608872757554931,"score_spread":0.2082714634793928,"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."}}