{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02135821,0.0008471803,0.00068088,0.001317614,0.0003383879,0.001033023,0.0008998758,0.0007491676,0.0012859],"category_scores_gemma":[0.04842997,0.0003019581,0.001163292,0.0008026957,0.0007865293,0.0007427333,0.001891226,0.0008181939,0.0005871592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003053551,"about_ca_system_score_gemma":0.0005096365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009192781,"about_ca_topic_score_gemma":0.0005916737,"domain_scores_codex":[0.9905031,0.006636089,0.0005654989,0.000980958,0.001037997,0.0002764339],"domain_scores_gemma":[0.9640529,0.02006987,0.006047724,0.004809686,0.004090357,0.000929427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00088142,0.00007281493,0.9901567,0.00002898553,0.000275256,0.0000396062,0.0001038335,0.001624436,0.0001908071,0.0000952622,0.0002403664,0.00629058],"study_design_scores_gemma":[0.0001942982,0.001503452,0.9619221,0.0001022343,0.0003093087,0.0005782584,0.0001402482,0.03245738,0.00104519,0.0005641954,0.001155413,0.00002792942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928498,0.0002170375,0.004888422,0.00004901808,0.00002066627,0.0001114876,0.0007946013,0.00004011379,0.001028787],"genre_scores_gemma":[0.9969789,0.00003521003,0.001229107,0.00002388467,0.00001308768,0.00005455058,0.001534578,0.00001086543,0.0001198341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02135821,"threshold_uncertainty_score":0.1129543,"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."}}