{"id":"W4200049819","doi":"10.1097/qai.0000000000002886","title":"Development and Validation of a Model for Prediction of End-Stage Liver Disease in People With HIV","year":2021,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McGill University Health Centre","funders":"National Center for Advancing Translational Sciences; National Institute of Allergy and Infectious Diseases; National Institute on Aging; National Eye Institute; National Institute on Drug Abuse; National Institute of Mental Health; National Heart, Lung, and Blood Institute; National Institute on Minority Health and Health Disparities; National Center for Research Resources; National Institute of General Medical Sciences; National Institute on Alcohol Abuse and Alcoholism; National Cancer Institute; National Institutes of Health","keywords":"Human immunodeficiency virus (HIV); Population; Liver disease; Disease; MEDLINE","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":[0.01284183,0.001095462,0.001191775,0.001464593,0.0008655767,0.001399237,0.001683305,0.001175233,0.001567202],"category_scores_gemma":[0.01828426,0.0006099531,0.001213891,0.000621873,0.0004156742,0.0007595877,0.001288589,0.001682099,0.0004875863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350078,"about_ca_system_score_gemma":0.002941522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01801919,"about_ca_topic_score_gemma":0.009401157,"domain_scores_codex":[0.9977146,0.00144588,0.0001434826,0.0003355879,0.0002059962,0.000154445],"domain_scores_gemma":[0.9884959,0.008576164,0.0004948303,0.0002979362,0.001788806,0.0003463207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001079406,0.00113833,0.2157747,0.0001046992,0.0007891929,0.0002845111,0.0002833914,0.6894037,0.0008605509,0.001554871,0.003867722,0.08485889],"study_design_scores_gemma":[0.00003294893,0.000122631,0.00403796,0.00001770148,0.00002873755,0.00002185392,0.00001811266,0.9950059,0.0001107892,0.000481857,0.0001144723,0.000006985057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7639029,0.0004374148,0.2286909,0.00115038,0.0001617804,0.0008461469,0.001686794,0.0009380644,0.002185508],"genre_scores_gemma":[0.9353889,0.0001247627,0.0614323,0.0001475136,0.00004304378,0.0005556413,0.001631659,0.00003289372,0.000643316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01801919,"threshold_uncertainty_score":0.0679149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246351866987773,"score_gpt":0.2506795023086629,"score_spread":0.2260443156098856,"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."}}