Evidence map›Paper›PMID 26518345›Full record

SynthesisSystematic reviews2015

Hard-to-reach populations of men who have sex with men and sex workers: a systematic review on sampling methods.

Ana B Barros, Sonia F Dias, Maria Rosario O Martins

Abstract readSystematic Review
In one paragraph

Synthesis in Systematic reviews, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing 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

18 citing papers in PubMed.

  1. Incentivizing adherence to pre-exposure prophylaxis for HIV prevention: a randomized pilot trial among male sex workers in Mexico.The European journal of health economics : HEPAC : health economics in prevention and care · 2025
    Trial
  2. Article
  3. Article
  4. Article
  5. Article
  6. Development of An Acceptance Based PrEP Intervention (Journal of contextual behavioral science · 2023
    Article
  7. Article
  8. Article
  9. Social Determinants of Transactional Sex in a Sample of Young Black and Latinx Sexual Minority Cisgender Men and Transgender Women.The Journal of adolescent health : official publication of the Society for Adolescent Medicine · 2022
    Article
  10. The global migration network of sex-workers.Journal of computational social science · 2022
    Article
  11. Article
  12. Article
  13. Improving Underestimation of HIV Prevalence in Surveys Using Time-Location Sampling.Journal of urban health : bulletin of the New York Academy of Medicine · 2021
    Article
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  15. Article
  16. Review
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  18. Review
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

3 authors.

Ana B BarrosLúrio University, Rua 4250, Km 2.3, Marrere, Nampula, Mozambique. anabdebarros@gmail.com.
Sonia F DiasGlobal Health and Tropical Medicine, Instituto de Higiene e Medicina Tropical, Universidade Nova de Lisboa, Rua da Junqueira 100, Lisbon, Portugal. sfdias@ihmt.unl.pt.
Maria Rosario O MartinsGlobal Health and Tropical Medicine, Instituto de Higiene e Medicina Tropical, Universidade Nova de Lisboa, Rua da Junqueira 100, Lisbon, Portugal. mrfom@ihmt.unl.pt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn public health, hard-to-reach populations are often recruited by non-probabilistic sampling methods that produce biased results. In order to overcome this, several sampling methods have been improved and developed in the last years. The aim of this systematic review was to identify all current methods used to survey most-at-risk populations of men who have sex with men and sex workers. The review also aimed to assess if there were any relations between the study populations and the sampling methods used to recruit them. Lastly, we wanted to assess if the number of publications originated in middle and low human development (MLHD) countries had been increasing in the last years.

methodsA systematic review was conducted using electronic databases and a total of 268 published studies were included in the analysis.

resultsIn this review, 11 recruitment methods were identified. Semi-probabilistic methods were used most commonly to survey men who have sex with men, and the use of the Internet was the method that gathered more respondents. We found that female sex workers were more frequently recruited through non-probabilistic methods than men who have sex with men (odds = 2.2; p < 0.05; confidence interval (CI) [1.1-4.2]). In the last 6 years, the number of studies based in middle and low human development countries increased more than the number of studies based in very high and high human development countries (odds = 2.5; p < 0.05; CI [1.3-4.9]).

conclusionsThis systematic literature review identified 11 methods used to sample men who have sex with men and female sex workers. There is an association between the type of sampling method and the population being studied. The number of studies based in middle and low human development countries has increased in the last 6 years of this study.

Indexed as

Patient SelectionBibliometricsBiomedical ResearchDeveloping CountriesFemaleHomosexuality, MaleHumansInternetMaleModels, StatisticalPeriodicals as TopicSelection BiasSex Workers

Identifiers

PMID26518345
PMCPMC4627393

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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 OpenQuestion graph.