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Record W4410832356 · doi:10.1111/hiv.70051

Free antiretrovirals as a key tool against the <scp>HIV</scp> pandemic: A systematic review

2025· review· en· W4410832356 on OpenAlexaff
Marie‐Pier Godin, Iliya Dmitriev, Ana Paula Bruno Pena-Gralle, Amy Bergeron, Lucie Blais, Benoît Lemire

Bibliographic record

VenueHIV Medicine · 2025
Typereview
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsUniversité de MontréalMcGill University Health Centre
Fundersnot available
KeywordsMedicineCINAHLMEDLINEFamily medicineFree accessHuman immunodeficiency virus (HIV)PandemicAlternative medicineSystematic reviewPre-exposure prophylaxisGrey literatureAntiretroviral therapyViral loadCoronavirus disease 2019 (COVID-19)Internal medicinePsychological interventionNursingWorld Wide WebPathology

Abstract

fetched live from OpenAlex

BACKGROUND/OBJECTIVES: Access to antiretroviral (ARV) drugs remains a critical challenge in achieving the WHO/UNAIDS 95-95-95 targets, with medication costs representing a substantial barrier. This systematic review evaluates the effect of free ARVs, without out-of-pocket cost to the patient, on the HIV cascade of care: the use of ARV therapy, viral suppression and the use of prophylaxis (PrEP). METHODS: The following databases were searched for publications between 1 January 1996 and 10 July 2024: MEDLINE, Embase, CINAHL, CNKI, Global Index Medicus, the Web of Science, the SciELO Citation Index and grey literature. Publications were eligible if they included people living with or at risk of HIV and compared free access to ARVs with out-of-pocket fees. Reviewers screened publications that focused on the outcomes: being on therapy, being virally suppressed and being on PrEP. The National Heart, Lung and Blood Institute (NHLBI) and Joanna Briggs Institute (JBI) Quality Assessment Tools were used to assess publication quality. RESULTS: A total of 34164 documents were identified, and 407 full-text manuscripts were reviewed. A total of 22 publications met the inclusion criteria. In six of the seven publications reporting on being on therapy, providing free ARVs increased the number of people who received treatment. All four publications reporting on viral suppression showed improvement with free access. Additionally, both publications reporting on PrEP use showed increased utilization with free access. CONCLUSIONS: The review offers valuable insights for countries considering implementing free ARV programmes. It suggests that expanding access to free ARVs helps achieve the global HIV targets and improve health outcomes.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.057
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.182
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.057
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0080.002
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.002

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 head0.053
GPT teacher head0.391
Teacher spread0.338 · 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 teacher head, not a consensus.

Study designSystematic review
Domainnot available
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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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