{"id":"W4407799935","doi":"10.1097/qai.0000000000003646","title":"Liver Fibrosis Regression in People Living With HIV After Successful Treatment for Hepatitis C","year":2025,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; HIV Legal Network; McGill University; McGill University Health Centre","funders":"National Health and Medical Research Council; Medical Research Council; National Science Foundation; Canadian Institutes of Health Research; Instituto de Salud Carlos III; ViiV Healthcare; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Australian Government; Gilead Sciences; Ministerie van Volksgezondheid, Welzijn en Sport; Bristol-Myers Squibb; AstraZeneca; Ministerio de Ciencia e Innovación; Burnet Institute","keywords":"Medicine; Transient elastography; Cirrhosis; Fibrosis; Hepatitis C; Internal medicine; Regression; Chronic hepatitis; Regression analysis; Liver disease; Liver fibrosis; Hepatitis C virus; Hepatic fibrosis; Gastroenterology; Statistics; Immunology; Virus; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008932205,0.0001550437,0.0002250004,0.0003671687,0.0003168511,0.0003932558,0.0003207805,0.0003960085,0.001401923],"category_scores_gemma":[0.004387704,0.0001533651,0.0005016011,0.0003821888,0.0001760619,0.0002911118,0.0003520924,0.0004398719,0.0001274563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059521,"about_ca_system_score_gemma":0.0003702156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039851,"about_ca_topic_score_gemma":0.01118868,"domain_scores_codex":[0.9997284,0.0001020541,0.00001580568,0.00006946518,0.00003348635,0.0000507753],"domain_scores_gemma":[0.9987552,0.0004226856,0.000541143,0.00008017848,0.00008663079,0.0001140506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002334238,0.00004973389,0.9936516,0.00002413864,0.00007414958,0.0001000731,0.0001664277,0.0007093749,0.0001834928,0.0000663442,0.0001372365,0.004603824],"study_design_scores_gemma":[0.00001695938,0.0002832244,0.9921352,0.00003225441,0.00007322113,0.0002182669,0.0002765092,0.006159684,0.0001216573,0.0002662033,0.0004090532,0.000007791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988111,0.0002197766,0.0003457842,0.0001019465,0.000006564629,0.000010065,0.0002495255,0.000007374606,0.0002479287],"genre_scores_gemma":[0.9993716,0.00007130187,0.0001808768,0.00003226482,0.000007268477,0.00001120958,0.0001974531,0.000001572629,0.0001264152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039851,"threshold_uncertainty_score":0.02067596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009834605760246265,"score_gpt":0.2630345732888247,"score_spread":0.2531999675285784,"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."}}