Evidence map›Paper›PMID 41605946›Full record

ArticleNature communications2026

Cost-effectiveness of a smart pillbox intervention for adherence to oral HIV pre-exposure prophylaxis.

Zhen-Hao Wu, Zhen-Xing Chu, Yi-Ling Meng, Yong-Jun Jiang, Hong Shang, Qing-Hai Hu

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Zhen-Hao WuState Key Laboratory for Diagnosis and Treatment of Infectious Diseases, NHC Key Laboratory of AIDS Prevention and Treatment, National Clinical Research Center for Laboratory Medicine, The First Hospital of China Medical University, China Medical University, Shenyang, China.ORCID 0009-0007-7169-7721
Zhen-Xing ChuState Key Laboratory for Diagnosis and Treatment of Infectious Diseases, NHC Key Laboratory of AIDS Prevention and Treatment, National Clinical Research Center for Laboratory Medicine, The First Hospital of China Medical University, China Medical University, Shenyang, China.ORCID 0000-0002-6398-2107
Yi-Ling MengState Key Laboratory for Diagnosis and Treatment of Infectious Diseases, NHC Key Laboratory of AIDS Prevention and Treatment, National Clinical Research Center for Laboratory Medicine, The First Hospital of China Medical University, China Medical University, Shenyang, China.ORCID 0009-0007-8676-7323
Yong-Jun JiangState Key Laboratory for Diagnosis and Treatment of Infectious Diseases, NHC Key Laboratory of AIDS Prevention and Treatment, National Clinical Research Center for Laboratory Medicine, The First Hospital of China Medical University, China Medical University, Shenyang, China.ORCID 0000-0002-8606-3971
Hong ShangState Key Laboratory for Diagnosis and Treatment of Infectious Diseases, NHC Key Laboratory of AIDS Prevention and Treatment, National Clinical Research Center for Laboratory Medicine, The First Hospital of China Medical University, China Medical University, Shenyang, China. hongshang100@hotmail.com.ORCID 0000-0001-5333-8943
Qing-Hai HuState Key Laboratory for Diagnosis and Treatment of Infectious Diseases, NHC Key Laboratory of AIDS Prevention and Treatment, National Clinical Research Center for Laboratory Medicine, The First Hospital of China Medical University, China Medical University, Shenyang, China. qhhu@cmu.edu.cn.ORCID 0000-0003-3654-8628

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite proven oral pre-exposure prophylaxis (PrEP) efficacy, adherence barriers among men who have sex with men (MSM) persist. Economic viability of digital adherence tools in low- and middle-income countries (LMICs) requires validation. We assessed the 6-month within-trial cost-effectiveness of a digital intervention for real-time enhancement of oral PrEP adherence (DIRECT-PrEP) in China, from health system, multipayer, and societal perspectives. Costs were derived from hospital records, and effectiveness was evaluated using quality-adjusted life-years (QALYs) and PrEP-adherence days (PADs). Among 442 participants (247 intervention, 195 standard care), incremental costs per QALY gained for the smart pillbox intervention were $19,575.93 (health system), $19,656.66 (multipayer), and $19,844.42 (societal)-all below the cost-effectiveness threshold of three times per capita gross domestic product ($31,200). Costs per PAD gained were $30.46-$30.86, achieving >95% probability of cost-effectiveness at willingness-to-pay thresholds of $47.50-$48.50 per PAD. Notably, the intervention demonstrated greater cost-effectiveness per QALY among participants stratified as more socially vulnerable ($16,259.77-$16,490.41) compared with those classified as less socially vulnerable ($23,514.83-$23,834.38). These results establish the smart-pillbox digital intervention as a cost-effective strategy for oral PrEP adherence within primary healthcare settings in LMICs, particularly when prioritizing more socially vulnerable populations, though long-term scalability requires further validation.

Indexed as

Anti-HIV AgentsCost-Benefit AnalysisHIV InfectionsMedication AdherencePre-Exposure ProphylaxisAdherence InterventionsAdministration, OralAdultChinaCost-Effectiveness AnalysisDigital HealthHomosexuality, MaleHumansMaleMiddle AgedQuality-Adjusted Life YearsAnti-HIV Agents

Identifiers

PMID41605946
PMCPMC12953872

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.