{"id":"W4317632684","doi":"10.1016/j.jhep.2022.12.029","title":"External validation of the PAGE-B score for HCC risk prediction in people living with HIV/HBV coinfection","year":2023,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institutes of Health; Stichting HIV Monitoring; Centre Hospitalier Universitaire de Bordeaux; Universität Zürich; ViiV Healthcare; Ministerie van Volksgezondheid, Welzijn en Sport; Universitätsspital Zürich; Université de Bordeaux; Universiteit van Amsterdam; University College London; Danmarks Grundforskningsfond; Institut Bergonié; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Institut National de la Santé et de la Recherche Médicale; National Research Foundation; National Science Foundation; GlaxoSmithKline; Imperial College London; Gilead Sciences; Amsterdam University Medical Centers; European Commission; Inselspital, Universitätsspital Bern; Janssen Scientific Affairs; Rigshospitalet; University of Bern; Bristol-Myers Squibb; Pfizer","keywords":"Medicine; Coinfection; Internal medicine; Cumulative incidence; Hepatocellular carcinoma; Proportional hazards model; Hepatitis B virus; Hepatitis B; HBsAg; Incidence (geometry); Human immunodeficiency virus (HIV); Tenofovir; Oncology; Gastroenterology; Virology; Cohort; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006851801,0.00008104178,0.0003546624,0.0002522866,0.00007760121,0.000004627457,0.00005690491,0.00007018345,0.0000244573],"category_scores_gemma":[0.000927093,0.00005169714,0.0001001478,0.0003354851,0.00005622185,0.0000974196,0.0000296495,0.0002300531,0.000004853899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160413,"about_ca_system_score_gemma":0.0001371208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003087005,"about_ca_topic_score_gemma":0.001936435,"domain_scores_codex":[0.9989197,0.0001462234,0.0004721047,0.00009223329,0.0002154066,0.0001543233],"domain_scores_gemma":[0.998714,0.0003524613,0.0005392138,0.0001073641,0.0002547742,0.00003223261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001859398,0.00006302939,0.9945704,0.00008470605,0.00006427913,0.00001063124,0.0008268866,0.0002252872,0.002013354,0.00001630381,0.001223653,0.0007155467],"study_design_scores_gemma":[0.001208488,0.0007253981,0.991713,0.0004709175,0.0001610579,0.0004443594,0.000122367,0.001780991,0.003027393,0.0001535824,0.0001522284,0.00004020104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957027,0.00007877788,0.002702336,0.0006768095,0.000459566,0.000263304,0.00001176488,0.00001400507,0.00009072805],"genre_scores_gemma":[0.9990491,0.0002649312,0.0003506794,0.00004252159,0.0001661317,0.000015359,0.000002027942,0.00001314242,0.00009609864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003346399,"threshold_uncertainty_score":0.2108148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137796335263142,"score_gpt":0.2746903581075856,"score_spread":0.2533123947549542,"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."}}