{"id":"W2166034644","doi":"10.1002/hep.27765","title":"Risk scores for hepatocellular carcinoma in chronic hepatitis B","year":2015,"lang":"en","type":"letter","venue":"Hepatology","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Cirrhosis; Internal medicine; Population; Hepatitis B; HBeAg; Incidence (geometry); Gastroenterology; Hepatology; Hepatitis C; Hepatitis B virus; Oncology; Immunology; Environmental health; HBsAg; Virus","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00048089,0.0007711605,0.002309451,0.0007210428,0.0001320769,0.00002123896,0.0003407524,0.001979662,0.0002103086],"category_scores_gemma":[0.0009620956,0.0007535415,0.0004136466,0.0003246764,0.0004256041,0.00006840783,0.0002131841,0.002515634,0.0003893824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002154276,"about_ca_system_score_gemma":0.002096745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04415733,"about_ca_topic_score_gemma":0.03919008,"domain_scores_codex":[0.99551,0.0003771847,0.001018701,0.001157153,0.000526131,0.001410804],"domain_scores_gemma":[0.9973321,0.0005206886,0.0004519146,0.00104437,0.0004681815,0.0001827763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005446283,0.00002400538,0.5109969,0.0005759758,0.0001225949,0.003180443,0.0001041631,4.128695e-7,0.000007979794,0.00002128989,0.4844499,0.0004618538],"study_design_scores_gemma":[0.002887256,0.00114388,0.03383584,0.0002737461,0.000513755,0.0003893957,0.000004038615,0.006478586,0.0001620533,0.001045024,0.9525781,0.0006883346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6406081,0.02271208,0.000256231,0.3247129,0.002572114,0.005107131,0.00138836,0.0003377082,0.002305415],"genre_scores_gemma":[0.7151776,0.004533451,0.0009496286,0.2654219,0.00681524,0.00206973,0.002130213,0.0003602451,0.002541953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.477161,"threshold_uncertainty_score":0.9997856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04093094008930448,"score_gpt":0.2877439788764344,"score_spread":0.24681303878713,"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."}}