{"id":"W4390632586","doi":"10.1097/qai.0000000000003340","title":"New HIV Infections Among Key Populations and Their Partners in 2010 and 2022, by World Region: A Multisources Estimation","year":2024,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"Sex work and related issues","field":"Social Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European and Developing Countries Clinical Trials Partnership; Universiteit Stellenbosch; University of Toronto; University of Pretoria; University of Bristol; Imperial College London; National Institute of Allergy and Infectious Diseases; Medical Research Council; London School of Hygiene and Tropical Medicine; National Institutes of Health; United States Agency for International Development; Department of Medicine, University of Toronto; McGill University; Centers for Disease Control and Prevention; University of Pennsylvania; U.S. President’s Emergency Plan for AIDS Relief; Johns Hopkins University; Pennsylvania State University; Stichting HIV Monitoring; Foreign, Commonwealth and Development Office; European Commission; Wellcome Trust","keywords":"Men who have sex with men; Estimation; Demography; Transmission (telecommunications); Human immunodeficiency virus (HIV); Developing country; Medicine; Environmental health; Virology; Biology; Syphilis; Sociology; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008366603,0.0001536643,0.0002899588,0.0008065114,0.0004703167,0.0003232977,0.0001504709,0.0001300098,0.00004725634],"category_scores_gemma":[0.0002888087,0.0001198376,0.00009270553,0.001626239,0.0003495869,0.0008510067,0.00003833134,0.0002080649,0.000008081323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007256485,"about_ca_system_score_gemma":0.0001173451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296241,"about_ca_topic_score_gemma":0.000328279,"domain_scores_codex":[0.9985542,0.0001821817,0.0005419395,0.0001914166,0.0002545228,0.0002757525],"domain_scores_gemma":[0.9991851,0.0003128933,0.0002007063,0.0001055945,0.00006259224,0.0001331126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007433419,0.0004887176,0.3372494,0.0001730901,0.0003808916,0.0002941036,0.3922982,0.003802544,0.001580276,0.009748703,0.05532547,0.1985843],"study_design_scores_gemma":[0.003778398,0.001264319,0.660582,0.005937641,0.0006029296,0.001729734,0.1659513,0.02884325,0.0003677634,0.03839975,0.09048409,0.002058856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438944,0.04894764,0.001906202,0.00319172,0.001063574,0.0001603236,0.000001698789,0.00007914611,0.0007553146],"genre_scores_gemma":[0.9892937,0.003301086,0.000650878,0.000009934921,0.00006359879,0.000003710669,0.000003890981,0.00001725997,0.006655974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3233326,"threshold_uncertainty_score":0.4886836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200834874113412,"score_gpt":0.3041567241992787,"score_spread":0.2821483754581446,"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."}}