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Record W4416729024 · doi:10.1002/jia2.70058

Evolving landscape of economic evaluations of HIV pre‐exposure prophylaxis and pre‐exposure prophylaxis implementation strategies: a systematic review

2025· article· en· W4416729024 on OpenAlexaff
Min Xi, Darrell H. S. Tan, Stefan Baral, Howsikan Kugathasan, Lisa Masucci, Becky Skidmore, Derek R. MacFadden, Kednapa Thavorn, Sharmistha Mishra

Bibliographic record

VenueJournal of the International AIDS Society · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsUniversity of OttawaSt. Michael's HospitalUniversity Health NetworkUniversity of TorontoToronto General HospitalPublic Health OntarioInstitute for Work & HealthOttawa Hospital
Fundersnot available
KeywordsHuman immunodeficiency virus (HIV)PacePre-exposure prophylaxisModalitiesMEDLINEAIDS VaccinesResource (disambiguation)

Abstract

fetched live from OpenAlex

INTRODUCTION: Economic evaluations of HIV pre-exposure prophylaxis (PrEP) and associated implementation strategies guide evidence-based policies, programmes and resource allocation. Since 2015, there has been an evolution in PrEP modalities, implementation strategies and prioritization of key populations with unmet HIV prevention needs, alongside the scale-up of other HIV prevention interventions. Our systematic review describes the evolving landscape of economic evaluations of PrEP to help identify evidence gaps relevant to the current HIV epidemic and response (PROSPERO: CRD42016038440). METHODS: We searched five databases, without language restrictions, for peer-reviewed economic evaluations from inception to 21 August 2025. We describe the evolution of study characteristics over time, including the perspective of analysis, region, population, PrEP modality/implementation strategy and comparators. RESULTS: Of 5400 studies identified, 128 met inclusion criteria, of which 94 examined HIV epidemics in 2015 or later and 17 adopted a societal perspective. HIV epidemics studied primarily spanned countries in sub-Saharan Africa (N = 51) and in North America (N = 34). Modelled populations for receipt of PrEP primarily comprised: gay, bisexual and other men who have sex with men (N = 73), female sex workers (N = 26), serodifferent partnerships (N = 17) and persons who inject drugs (N = 12). Most evaluated oral, daily PrEP (N = 76), followed by long-acting injectable PrEP (N = 17), on-demand PrEP (N = 16) and others (e.g. vaginal ring, topical gel; N = 7). Twelve studies compared different PrEP modalities with each other. Five studies evaluated different implementation strategies to increase PrEP uptake, adherence and persistence. Of the 123 studies that compared PrEP to a combination of other HIV prevention interventions, only 31 scaled up at least part of the comparator over time. DISCUSSION: To support decision-making, future economic evaluations should consider costs and benefits beyond the health system (society) and consider comparators that better reflect the current HIV response across regions and populations. The increasing availability of novel PrEP modalities allows future studies to evaluate a mix of PrEP modalities and person-centred implementation strategies. CONCLUSIONS: The growing number of PrEP economic evaluations have not kept pace with emerging PrEP modalities or the current HIV epidemic/response, resulting in challenges in making evidence-based policies, programmes and resource allocation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.148
metaresearch head score (Gemma)0.482
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.852
Threshold uncertainty score0.784

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1480.482
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0130.010
Bibliometrics0.0170.018
Science and technology studies0.0010.002
Scholarly communication0.0080.007
Open science0.0040.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.359
Teacher spread0.345 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designSystematic review
DomainMethods
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2025
Admission routes1
Has abstractyes

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