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Record W4207032086 · doi:10.21203/rs.3.rs-137728/v1

The Efficacy and Safety of Topical Microbicide Gels to Prevent Sexual Transmission of Human Immunodeficiency Virus (HIV) Infection: a Systematic Review and Meta-analysis

2021· review· en· W4207032086 on OpenAlexaff
Jamie Gillies-Podgorecki, Sarah van Gaalen, Tiba Abdulwahid, Marissa Becker, Mê‐Linh Lê, Rasheda Rabbani, Ryan Zarychanski, Ahmed M Abou-Setta

Bibliographic record

VenueResearch Square · 2021
Typereview
Languageen
FieldImmunology and Microbiology
TopicReproductive tract infections research
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsMicrobicideHuman immunodeficiency virus (HIV)VirologyTransmission (telecommunications)Meta-analysisMedicineSexual transmissionImmunologyComputer scienceInternal medicine

Abstract

fetched live from OpenAlex

Abstract Background: Topical microbicide gels are a potential method to reduce sexually transmitted human immunodeficiency virus (HIV) infection, especially in women. Several randomized controlled trials (RCTs) of topical microbicides to prevent HIV transmission have yielded promising results, however trial results have been inconsistent. The objective of this study was to determine the efficacy and safety of topical microbicide gels to prevent HIV transmission.Methods: We conducted meta-analyses, stratified by microbicide gel type, using a random-effects model. We included 25 RCTs that met the inclusion criteria: 13 RCTs examined gel efficacy during heterosexual contact, and an additional 12 trials reported on gel acceptability, participants’ adherence to intervention, and adverse reactions (allergic reaction and pain). Results: With this limited data, topical microbicide gels were not found to be significantly better than placebo in preventing HIV infection (risk ratio (RR) 0.93, 95% CI 0.82 to 1.04; I2 14%; 13 trials; 31,764 participants). It should be noted that low adherence rates were frequently reported within trials. In one trial with high participant adherence (>70%) to intervention, there was a significant protective effect of gels (RR 0.63, 95% CI 0.43 to 0.93; 889 participants). While measures of acceptability and adherence to intervention were similar between groups, administration of topical microbicides were associated with an increased incidence of pain at the application site (RR 1.16, 95% CI 1.00 to 1.36, I2 0%, 15 trials, 19,554 participants).Conclusions: In conclusion, efficacy of topical microbicide gels may relate to baseline risk and compliance with the intervention. In the general population it is not associated with protection from sexually transmitted HIV infection.

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)0.015
metaresearch head score (Gemma)0.034
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.023
Threshold uncertainty score0.079

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.034
Meta-epidemiology (narrow)0.0030.002
Meta-epidemiology (broad)0.0230.039
Bibliometrics0.0080.007
Science and technology studies0.0010.001
Scholarly communication0.0040.002
Open science0.0020.001
Research integrity0.0020.002
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 head0.122
GPT teacher head0.457
Teacher spread0.335 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designMeta-analysis
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

Citations0
Published2021
Admission routes1
Has abstractyes

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