Evidence map›Paper›PMID 39472396›Full record

ArticleArchives of sexual behavior2025

Profiles of Sexual Economic Exchanges among Women in Kisumu, Kenya: A Latent Class Analysis.

Mary Anne E Roach, Talia Loeb, Kalai Willis, Valentine Sing'oei, John Owuoth, Trevor A Crowell, Christina S Polyak, Amrita Rao, Stefan Baral, Katherine B Rucinski and 1 more

Abstract read
In one paragraph

Article in Archives of sexual behavior, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Loss to Follow-Up and Visit Nonadherence in an HIV Incidence Cohort in Kisumu, Kenya.Journal of acquired immune deficiency syndromes (1999) · 2026
    Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. 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

11 authors.

Mary Anne E RoachProgram for Implementation and Equity Research, Department of Epidemiology, Center for Public Health and Human Rights, Johns Hopkins University Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD, 21205, USA. mroach7@jh.edu.ORCID 0009-0007-2064-3248
Talia LoebProgram for Implementation and Equity Research, Department of Epidemiology, Center for Public Health and Human Rights, Johns Hopkins University Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD, 21205, USA.
Kalai WillisProgram for Implementation and Equity Research, Department of Epidemiology, Center for Public Health and Human Rights, Johns Hopkins University Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD, 21205, USA.
Valentine Sing'oeiHJF Medical Research International, Kisumu, Kenya.
John OwuothHJF Medical Research International, Kisumu, Kenya.
Trevor A CrowellU.S. Military HIV Research Program, CIDR, Walter Reed Army Institute of Research, Silver Spring, MD, USA.
Christina S PolyakU.S. Military HIV Research Program, CIDR, Walter Reed Army Institute of Research, Silver Spring, MD, USA.
Amrita RaoProgram for Implementation and Equity Research, Department of Epidemiology, Center for Public Health and Human Rights, Johns Hopkins University Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD, 21205, USA.
Stefan BaralProgram for Implementation and Equity Research, Department of Epidemiology, Center for Public Health and Human Rights, Johns Hopkins University Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD, 21205, USA.
Katherine B RucinskiProgram for Implementation and Equity Research, Department of Epidemiology, Center for Public Health and Human Rights, Johns Hopkins University Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD, 21205, USA.
RV393 Study Group

Funding

HIV Vaccine Research and Development -Central Nervous System StudiesAAI12047001 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI SAMMONS-JACKSON, WENDY · 2012 to 2019
$152.1M
Vaccine Response and Immunotherapeutics SWGP30AI094189 · NIAID · JOHNS HOPKINS UNIVERSITY · PI Anna Palmer Durbin · 2012 to 2026
$67.0M
HIV Vaccine Research and Development - Central Nervous System StudiesAAI20052001 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI AKE, JULIE · 2020 to 2020
$22.9M
Johns Hopkins HIV Epidemiology and Prevention Sciences Training ProgramT32AI102623 · NIAID · JOHNS HOPKINS UNIVERSITY · PI Shruti H Mehta · 2013 to 2026
$5.3M
Statistical Models for Estimating and Projecting HIV/AIDS EpidemicsR01AI136664 · NIAID · PENNSYLVANIA STATE UNIVERSITY, THE · PI BAO, LE · 2017 to 2021
$3.6M
Leveraging Big Data Science to Focus the HIV Response in Countries with Generalized HIV EpidemicsR01AI170249 · NIAID · JOHNS HOPKINS UNIVERSITY · PI BARAL, STEFAN DAVID · 2022 to 2025
$2.9M
The Johns Hopkins and Emory University AIDS Research Center – Center for HIV and Mental Health Stigma Elimination Strategies (CHIMES) P30MH136919 · NIMH · JOHNS HOPKINS UNIVERSITY · PI Tiara C. Willie · 2024 to 2026
$2.9M
Implementation Research to Optimize ART Delivery for Adolescents and Young Adults Living with HIVK01MH129226 · NIMH · JOHNS HOPKINS UNIVERSITY · PI Katherine B Rucinski · 2022 to 2026
$792k
Program and implementation context of a housing support initiative to address homelessness and improve HIV service uptake among youth in the United StatesK01MD020002 · NIMHD · JOHNS HOPKINS UNIVERSITY · PI Amrita Rao · 2024 to 2026
$381k
National Institute of Health 1P30AI094189NIAID NIH HHS AAI12047001NIAID NIH HHS AAI20052001NIAID NIH HHS P30 AI094189NIAID NIH HHS R01 AI136664NIAID NIH HHS R01 AI170249NIAID NIH HHS T32 AI102623NIMHD NIH HHS K01 MD020002NIMH NIH HHS K01 MH129226NIMH NIH HHS K01MH129226NIMH NIH HHS P30 MH136919US National Insitute of Allergy and Infectious Diseases R01AI170249US National Institute of Allergy and Infectious Diseases R01AI136664
6 · The paper itself

Abstract

Sexual economic exchanges, including sex work and transactional sex, have been consistently associated with HIV acquisition among young women in sub-Saharan Africa. Heterogeneity in HIV vulnerability across overlapping types of sexual economic exchange has not been sufficiently explored, limiting appropriate and effective linkage to prevention interventions. From January 2017 to May 2018, cross-sectional data were captured at screening for entry into an HIV incidence cohort in Kisumu, Kenya. Men and women aged 18-35 years completed a socio-behavioral questionnaire. Latent class analysis was used to classify sexually active women into discrete groups based on self-identification of occupational sex and other sexual exchanges, including exchange for money, gifts, food, school fees, substances, shelter/rent, and/or clothing. Profiles examined characteristics within and across typologies. Mixed logistic regression models assessed demographic and socio-behavioral characteristics associated with probabilistic class membership. A total of 1063 participants were screened, of whom 536 (50.4%) were sexually active women (median age: 27 years [interquartile range 23-30]). Sexual economic exchange was reported by 403 (77.2%) sexually active women, who most commonly reported recent exchange of sex for money (73.9%), gifts (19.6%), food (25.9%), and substances (17.7%); 44.6% reported selling sex as a primary or secondary occupation. Three profiles of sexual economic exchange were identified, each with distinct demographic, behavioral, and occupational characteristics: exchange for money and other necessities (23.3% prevalence), exchange for primarily money (38.2% prevalence), and sex comprising limited or no exchange (38.4% prevalence). In mixture modeling, as compared to limited or no exchange, exchange for money and other necessities, and exchange for primarily money were both associated with increased age, higher number of partners, and partners at least 10 years older. Heterogeneous patterns of sexual economic exchange were observed among women in Kenya reflect the different motivations and pathways by which women exchange sex. Female sex workers are often considered a homogeneous group, but these data highlight the need for differentiated services based on the diverse needs of women who engage in sexual economic exchange.

Indexed as

Sexual BehaviorSex WorkSex WorkersAdolescentAdultCross-Sectional StudiesFemaleHIV InfectionsHumansKenyaLatent Class AnalysisMaleSurveys and QuestionnairesYoung AdultHIV preventionKenyaLatent class analysisSex workTransactional sex

Identifiers

PMID39472396
PMCPMC11835520

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.