{"id":"W4366464108","doi":"10.5009/gnl220386","title":"Prediction of Hepatocellular Carcinoma Development in Korean Patients after Hepatitis C Cure with Direct-Acting Antivirals","year":2023,"lang":"en","type":"article","venue":"Gut and Liver","topic":"Hepatitis C virus research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; National Research Foundation","keywords":"Hepatocellular carcinoma; Medicine; Cirrhosis; Internal medicine; Hazard ratio; Hepatitis B virus; Bilirubin; Gastroenterology; Incidence (geometry); Hepatitis B; Albumin; Confidence interval; Immunology; Virus","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":[],"consensus_categories":[],"category_scores_codex":[0.0001761154,0.0001004132,0.0002067507,0.0002222234,0.00003728218,0.000008896677,0.00003046058,0.00005964551,0.0000770467],"category_scores_gemma":[0.00003893795,0.00008214502,0.00001981407,0.0003236621,0.00005139805,0.00009861717,0.00005452162,0.0001185532,0.00002838025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000525481,"about_ca_system_score_gemma":0.00006962124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008472043,"about_ca_topic_score_gemma":0.0003036808,"domain_scores_codex":[0.9989882,0.00004610735,0.0002064299,0.0002032452,0.0003301852,0.0002258043],"domain_scores_gemma":[0.9996406,0.00003250451,0.00004164655,0.0001149123,0.00009267492,0.00007765474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001202622,0.00005633233,0.9723465,0.0001620854,0.00002348826,0.0002951444,0.002055075,3.162577e-7,0.0002261926,0.000001377662,0.0002539914,0.02445925],"study_design_scores_gemma":[0.0009807617,0.000228018,0.9893975,0.0002518613,0.00001239838,0.000001218401,0.00004761353,0.001057569,0.003482883,0.000001258077,0.00446435,0.00007461641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965328,0.0001077714,0.000008680776,0.00003077778,0.00003055311,0.0003758577,0.00003035863,0.00003280112,0.002850404],"genre_scores_gemma":[0.9989944,0.0002256755,0.0001802317,0.0000252775,0.00002669048,0.00004752533,0.00008139956,0.0000180326,0.000400801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02438463,"threshold_uncertainty_score":0.3349777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320266296631607,"score_gpt":0.2503323636788714,"score_spread":0.2171297007125553,"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."}}