{"id":"W4281606944","doi":"10.1111/jvh.13717","title":"International multicenter validation of <scp>GES</scp> score for <scp>HCC</scp> risk stratification in chronic hepatitis C patients","year":2022,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Hepatitis C virus research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Texas MD Anderson Cancer Center; Agence Nationale de la Recherche","keywords":"Medicine; Hepatocellular carcinoma; Internal medicine; Hepatitis C virus; Cohort; Framingham Risk Score; Genotype; Risk stratification; Ethnic group; Oncology; Disease; Virus; Immunology; Gene; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001281894,0.0002627575,0.0006480425,0.0009360218,0.0001846024,0.00006348773,0.0004776163,0.0001372923,0.0002332011],"category_scores_gemma":[0.003166736,0.0002681765,0.0003431039,0.0004870821,0.0001095561,0.0006493257,0.0001631451,0.0008822121,0.00001752869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846835,"about_ca_system_score_gemma":0.0006341475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092347,"about_ca_topic_score_gemma":0.0007290307,"domain_scores_codex":[0.9953279,0.0004174834,0.001634621,0.0003570921,0.001775695,0.0004871432],"domain_scores_gemma":[0.9959475,0.0007123051,0.001514982,0.0003337957,0.001266266,0.0002251754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009163372,0.0008147972,0.9605037,0.0001715888,0.000198587,0.00004926817,0.001029149,0.0007104738,0.00495181,0.000086933,0.006585058,0.02480697],"study_design_scores_gemma":[0.008061226,0.004646219,0.9196373,0.0003741052,0.0001582985,0.00002816409,0.0002258005,0.01324681,0.01999054,0.000417161,0.03312814,0.00008624107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941807,0.0002544752,0.001204569,0.0001893759,0.0009649722,0.001202401,0.000812198,0.00001810692,0.001173167],"genre_scores_gemma":[0.9940656,0.002231091,0.001978114,0.0001114471,0.0004546947,0.0001491227,0.0004714232,0.00006251867,0.0004759564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04086643,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253754238937506,"score_gpt":0.3154956025338403,"score_spread":0.2901201786400897,"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."}}