Evidence map›Paper›PMID 41805538›Full record

Trial reportJMIR mHealth and uHealth2026

Improving Pre-Exposure Prophylaxis Adherence in People at Risk for HIV: Secondary Analysis of a Digital Health Intervention to Enhance User Engagement.

Lisa Hightow-Weidman, Seul-Ki Choi, Ibrahim Yigit, Crissi Rainer, Victoria Phillips, Kathryn Muessig

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in JMIR mHealth and uHealth, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Lisa Hightow-WeidmanInstitute on Digital Health and Innovation, College of Nursing, Florida State University, Innovation Park, Research Building B, 2010 Levy Avenue, RM B3400, Tallahassee, FL, 32310, United States, 1 9199499540.ORCID 0000-0002-2421-923X
Seul-Ki ChoiDepartment of Family and Community Health, College of Nursing, University of Pennsylvania, Philadelphia, PA, United States.ORCID 0000-0003-0405-7787
Ibrahim YigitInstitute on Digital Health and Innovation, College of Nursing, Florida State University, Innovation Park, Research Building B, 2010 Levy Avenue, RM B3400, Tallahassee, FL, 32310, United States, 1 9199499540.ORCID 0000-0003-0556-9960
Crissi RainerInstitute on Digital Health and Innovation, College of Nursing, Florida State University, Innovation Park, Research Building B, 2010 Levy Avenue, RM B3400, Tallahassee, FL, 32310, United States, 1 9199499540.ORCID 0009-0007-1312-7325
Victoria PhillipsDepartment of Health Policy and Management, Rollins School of Public Health, Emory University, Atlanta, GA, United States.ORCID 0000-0002-8095-3535
Kathryn MuessigInstitute on Digital Health and Innovation, College of Nursing, Florida State University, Innovation Park, Research Building B, 2010 Levy Avenue, RM B3400, Tallahassee, FL, 32310, United States, 1 9199499540.ORCID 0000-0002-8522-3240

Funding

The UNC/Emory Center for Innovative Technology (iTech) across the prevention and care continuumU19HD089881 · NICHD · UNIV OF NORTH CAROLINA CHAPEL HILL · PI HIGHTOW-WEIDMAN, LISA B, SULLIVAN, PATRICK SEAN · 2016 to 2022
$35.8M
NICHD NIH HHS U19 HD089881
6 · The paper itself

Abstract

Background: Although highly effective HIV pre-exposure prophylaxis (PrEP) is available, its usage and adherence among young men who have sex with men and young transgender women remain low, reducing its overall effectiveness. The study included a 3-arm randomized clinical trial of Prepared, Protected, emPowered (P3), a comprehensive PrEP adherence digital health intervention, compared to an enhanced version, P3+, which incorporates in-app adherence coaching. Objective: This study aims to analyze data from study participants in the P3/P3+ intervention arms to understand how different levels of user engagement with the app's features were associated with adherence to PrEP as well as the costs of each intervention and their relative cost-effectiveness. Methods: Descriptive statistics for study variables at baseline were calculated. To examine the differences in intervention engagement and acceptability by arm, independent samples 2-tailed t tests for continuous variables and a chi-square analysis for categorical variables were conducted. To examine the effect of arm and engagement categories on PrEP adherence at 3 months, three logistic regression analyses were conducted: (1) the effect of arm on PrEP adherence, (2) the effect of predefined engagement categories (high vs moderate and low) on PrEP adherence, and (3) the interaction effect of arm and predefined engagement categories on PrEP adherence, along with the main effects of arm and predefined engagement categories. The study team calculated the average cost per participant and the incremental cost-effectiveness for PrEP adherence and engagement measures. Results: A total of 163 participants were randomized to the P3 intervention (82 to the P3 arm and 81 to the P3+ arm). Participants in the P3+ arm earned higher incentives (US $90.6 vs $75.4; P=.04), had more app log-ins (96.6 vs 76.1; P=.01), used the app on more days (63.3 d vs 53.2 d; P=.04), and spent more time in the intervention (378.8 min vs 186.66 min; P<.001) compared to those in the P3 arm. There was no significant association between intervention arm and PrEP adherence at 3 months (P=.99). Engagement category (high vs moderate or low) was significantly associated with PrEP adherence at 3 months (P=.003). The overall average total monthly cost of P3 was US $1118 (SD $305.1). Average total monthly cost per P3 participant was $280 (SD $118.5), with an additional cost for P3+ of $72. Conclusions: This study highlights the critical role of user engagement in enhancing PrEP adherence among young individuals at high risk for HIV. While the P3+ intervention led to increased engagement, this did not translate into significantly better adherence compared to the standard P3 arm. This, coupled with the increased cost and complexity of P3+ delivery, indicates that further studies are necessary to determine whether this intensified intervention is the appropriate fit.

Indexed as

HIV InfectionsMedication AdherencePatient ParticipationPre-Exposure ProphylaxisAdherence InterventionsAdultDigital HealthFemaleHumansMaleadherenceapplicationsappschi-square analysiscoachingcostsDHIdigital health interventionengagementgamificationHIVoptimizationoptimizingpre-exposure prophylaxisPrEPprophylaxisuser engagementusersyoung adultsyoung individualsyouth

Identifiers

PMID41805538
PMCPMC12974996

What Socratic holds

Textmetadata
LicenceCC BY
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.