{"id":"W4408266755","doi":"10.1016/j.dld.2025.01.014","title":"High burden of MASLD and metALD in People with HIV: a call for liver fibrosis screening prioritization","year":2025,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Prioritization; Liver fibrosis; Human immunodeficiency virus (HIV); Internal medicine; Family medicine; Fibrosis; Management science","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":[0.004192332,0.0004567844,0.001763714,0.001354053,0.001505025,0.003675673,0.00152528,0.003604163,0.01473648],"category_scores_gemma":[0.01397916,0.0003804969,0.001948309,0.001188344,0.0009100135,0.004418259,0.003388509,0.009415627,0.001229077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996926,"about_ca_system_score_gemma":0.01209919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02514426,"about_ca_topic_score_gemma":0.03374349,"domain_scores_codex":[0.9969055,0.001210024,0.000321933,0.0003041023,0.0006186417,0.0006396784],"domain_scores_gemma":[0.9826055,0.006870834,0.001616689,0.0003909882,0.002607284,0.005908645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005521272,0.0005891398,0.2966078,0.002543435,0.0005629509,0.002847985,0.001844543,0.0007770534,0.001858194,0.009106171,0.3158185,0.366892],"study_design_scores_gemma":[0.0004482526,0.001131764,0.6568651,0.02286351,0.001467651,0.01066056,0.02090298,0.005259873,0.001006046,0.04030791,0.238494,0.0005924309],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07357575,0.0482193,0.004609874,0.8480734,0.007637344,0.0001589787,0.002311075,0.0004396493,0.01497471],"genre_scores_gemma":[0.6073407,0.05791909,0.02090719,0.2829046,0.02185255,0.0003821373,0.003385777,0.0002396438,0.005068238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02514426,"threshold_uncertainty_score":0.04999578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009037643015257424,"score_gpt":0.2394064544721011,"score_spread":0.2303688114568437,"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."}}