{"id":"W4255843820","doi":"10.3410/f.732892777.793545686","title":"Faculty Opinions recommendation of HIV treatment eligibility expansion and timely antiretroviral treatment initiation following enrollment in HIV care: A metaregression analysis of programmatic data from 22 countries.","year":2018,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Child Health and Human Development; National Institute of Allergy and Infectious Diseases; National Institute on Drug Abuse; Canadian Institutes of Health Research; Health Resources and Services Administration; NIH Office of the Director; National Institute of Mental Health; Australian Government; amfAR, The Foundation for AIDS Research; National Cancer Institute; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Government of Alberta; Agency for Healthcare Research and Quality; National Institutes of Health","keywords":"Human immunodeficiency virus (HIV); Medicine; Antiretroviral therapy; Family medicine; Antiretroviral treatment; Demography; Epidemiology; Developing country; Economic growth; Viral load; Internal medicine; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008992242,0.001295302,0.003155953,0.002465783,0.000615222,0.001789331,0.003685068,0.002182256,0.04916855],"category_scores_gemma":[0.06747662,0.0008308815,0.008405772,0.005353258,0.0003488684,0.001174075,0.001721883,0.002232588,0.006753406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009122325,"about_ca_system_score_gemma":0.003351196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01601293,"about_ca_topic_score_gemma":0.03001706,"domain_scores_codex":[0.9917825,0.00394353,0.001788087,0.001247511,0.0009405126,0.0002978063],"domain_scores_gemma":[0.9820458,0.009903929,0.003718456,0.001995392,0.001839499,0.0004968805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.006547022,0.0001267836,0.057133,0.0882825,0.1070394,0.0002211349,0.0002447424,0.001982001,0.0005699418,0.002103144,0.7080771,0.02767328],"study_design_scores_gemma":[0.03302581,0.000578046,0.1611497,0.02917231,0.2108204,0.0009201526,0.0004047174,0.00394142,0.001502938,0.007074904,0.5510415,0.000368093],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.004052168,0.009267468,0.001408073,0.001981352,0.0002724762,0.0005480623,0.9800934,0.0002539745,0.00212293],"genre_scores_gemma":[0.1065334,0.006700758,0.01298045,0.003418254,0.0003991506,0.008725346,0.8540344,0.0004678008,0.006740422],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04916855,"threshold_uncertainty_score":0.1644852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05966236691679611,"score_gpt":0.4266228914550751,"score_spread":0.366960524538279,"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."}}