The Statistical Illusion of a Global HIV Endgame
Chen, S.
Show abstract
This study analyzes prevalence growth rates across regions using UNAIDS data and statistical modeling to forecast trends through 2050. Globally, the 95-95-95 targets are projected to be achieved by 2035, 2034, and 2025, respectively, largely due to the success of robust interventions in Eastern and Southern Africa. However, this masks the continued high burden and rapid accumulation of new infections in Asia and the Pacific, the Caribbean, and the Middle East and North Africa, where persistent transmission and limited treatment coverage reveal stark disparities. These regional crises challenge the frameworks global applicability, suggesting Africas progress cannot be extrapolated universally. Relying solely on the 95-95-95 framework risks creating an illusory sense of achieving an endgame without tailored strategies that address diverse epidemiological contexts. This study used a random forest model analyzing feature correlations with HIV growth. The new infection is most strongly correlated, while the first 95 target is also highly correlated, indicating that prevention and high testing significantly reduces the growth rate. The LGBT score and urban population are positive correlated, suggesting that HIV growth is primarily driven by the LGBT community in highly urbanized areas. The third 95 target displays weaker correlations, showing that HIV growth is driven by those who have not been tested. Prevention efforts should prioritize encouraging untested individuals to undergo testing in the urban LGBT populations.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Viral suppression among patients in HIV/AIDS care at healthcare facilities in Ethiopia: Same-day antiretroviral initiation 96%
- Predictors of HIV Testing among Youth 15-24 Years in urban Ethiopia, 2017-2018 Ethiopia Population-based HIV Impact Assessment 96%
- Patterns of acquired HIV-1 drug resistance mutations and predictors of virological failure in Moshi, northern Tanzania 95%
Similar papers in this journal
- Factors influencing the use of multiple HIV prevention services among Transport workers in a City in Southwestern Uganda 96%
- Cervical Cancer Screening Outcomes for HIV-positive Women in the Lubombo and Manzini regions of Eswatini – Prevalence and Predictors of a Positive Visual Inspection with Acetic Acid (VIA) Screen 95%
- Trends of attrition from HIV care and its predictors among Adolescent Girls and Young Women with inconsistent viral load suppression results in Mainland Tanzania, 2016-2024. 95%
Similar papers in this journal
- Mixed method estimation of population level HIV viral suppression rate in the Western Cape,South Africa 94%
- Effects of a multimedia campaign on HIV self-testing and PrEP outcomes among young people in South Africa: A mixed-methods impact evaluation of ‘MTV Shuga Down South’ 93%
- Postpartum continuity of care for women with HIV: Option B+ policy impact and limitations in South Africa 92%
Similar papers in this journal
- Forecasted trends of the new COVID-19 epidemic due to the Omicron variant in Thailand, 2022 93%
- Awareness, Acceptance and Associated Factors of Human Papillomavirus Vaccine Among Parents of Daughters in Hadiya Zone, Southern Ethiopia: A Cross-Sectional Study 92%
- Estimating the Global Spread of Epidemic Human Monkeypox with Bayesian Directed Acyclic Graphic Model 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.