{"id":"W4413115454","doi":"10.1002/jia2.70024","title":"Socio‐demographic and geographic disparities in HIV prevalence, HIV testing and treatment coverage: An analysis of 108 national household surveys in 33 African countries","year":2025,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"European and Developing Countries Clinical Trials Partnership; Division of Microbiology and Infectious Diseases, National Institute of Allergy and Infectious Diseases; National Institutes of Health; Joint United Nations Programme on HIV/AIDS; Medical Research Council; Fonds de Recherche du Québec - Santé; National Institute of Allergy and Infectious Diseases; Bill and Melinda Gates Foundation","keywords":"Medicine; Human immunodeficiency virus (HIV); Environmental health; Demography; Virology","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":[0.003543465,0.0004122704,0.000712775,0.001720289,0.0005382787,0.0006171701,0.000583112,0.0004149005,0.0007008036],"category_scores_gemma":[0.006406203,0.000578854,0.0008665287,0.004510711,0.0005079028,0.0005911156,0.001446776,0.0003884251,0.000133737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006107978,"about_ca_system_score_gemma":0.0007544861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04050584,"about_ca_topic_score_gemma":0.03032246,"domain_scores_codex":[0.9979876,0.001179364,0.0001966032,0.0001799783,0.0001907375,0.0002656342],"domain_scores_gemma":[0.9969845,0.0009527909,0.001411035,0.0002121855,0.0002706329,0.0001688506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004353878,0.00001550932,0.9967917,0.00007927811,0.000155749,0.00003997147,0.0005545174,0.0001677866,0.00006452676,0.00003177926,0.0002080244,0.001847599],"study_design_scores_gemma":[0.000004383183,0.00002003735,0.9984475,0.00005054247,0.00004275385,0.00004840088,0.0007895096,0.0002974341,0.00002653754,0.00001610019,0.0002531195,0.000003766538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970767,0.0004349771,0.0002241446,0.00005848913,0.00000294852,0.00003268002,0.002033861,0.000003524884,0.0001326833],"genre_scores_gemma":[0.9975777,0.0003961712,0.0003849741,0.00003814964,0.000003387375,0.00007805159,0.001473495,0.000002613432,0.00004542075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04050584,"threshold_uncertainty_score":0.08054012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718966131000691,"score_gpt":0.3123187496877534,"score_spread":0.2851290883777465,"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."}}