Evidence map›Paper›PMID 37610998›Full record

ArticlePLOS global public health2023

Typology and correlates of parental stress among caregivers of children with DBDs in low-resourced communities in Uganda.

Rachel Brathwaite, Natasja Magorokosho, Flavia Namuwonge, Nhial Tutlam, Torsten B Neilands, Mary M McKay, Fred M Ssewamala

Open access · goldAbstract read
In one paragraph

Article in PLOS global public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
1.3field-weighted citation impact, top 20% of its field
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

5 citing papers in PubMed, 4 citations in OpenAlex.

  1. Trial
  2. Journal of clinical medicine · 2025
    Article
  3. Article
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  5. 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

7 authors at 2 institutions in 1 country.

Rachel BrathwaiteInternational Center for Child Health and Development, Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.
Natasja MagorokoshoInternational Center for Child Health and Development, Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.
Flavia NamuwongeInternational Center for Child Health and Development, Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.
Nhial TutlamInternational Center for Child Health and Development, Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.
Torsten B NeilandsDivision of Prevention Science, University of California, San Francisco, San Francisco, California, United States of America.ORCID https://orcid.org/0000-0001-7936-9123
Mary M McKayBrown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.ORCID https://orcid.org/0000-0003-4683-6033
Fred M SsewamalaInternational Center for Child Health and Development, Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.ORCID https://orcid.org/0000-0002-4849-5650
Washington University in St. Louis · USUniversity of California, San Francisco · US

Funding

Training Program for Scientists Conducting Research to Reduce HIV Health DisparitR25MH067127 · NIMH · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Emily A Arnold, Torsten Brian Neilands · 2003 to 2026
$5.4M
Scaling up a family strengthening EBP to reduce child disruptive behavior problems in SSAU19MH110001 · NIMH · WASHINGTON UNIVERSITY · PI MCKAY, MARY MCKERNAN · 2016 to 2020
$3.9M
Strengthening Child Health Research Capacity in Resource Constrained Settings: Researcher Resilience Training (RRT)R25MH118935 · NIMH · WASHINGTON UNIVERSITY · PI SEAN JOE, Mary McKernan McKay · 2018 to 2026
$1.5M
NIMH NIH HHS R25 MH067127NIMH NIH HHS R25 MH118935NIMH NIH HHS U19 MH110001
6 · The paper itself

Abstract

Disruptive Behavior Disorders (DBDs) is one of the most common mental health problems among children in Uganda and SSA. Yet, to our knowledge no research has studied parenting stress (PS) among caregivers of children with DBDs, or investigated which risk factors originate from the child, parent, and contextual environment. Using a rigorous analytical approach, we aimed to: 1) identify different types and; 2) examine factors associated with PS and how correlates differ according to the type of stress experienced among caregivers of children with DBDs in low-resourced Ugandan communities. We used data from 633 caregivers of children with DBDs from SMART-Africa Uganda study. PS, was measured using the 36-item Parenting Stress Index-Short Form (PSI-SF). To identify focal correlates related to child/parent/contextual environment, we performed variable importance screening using the Stata command -gvselect- and specified mixed/melogit multilevel modeling with random effects. Secondly, focal correlates were included in the cross-fit partialing out lasso linear/logistic regression (double machine-learning) model. Caregivers mostly experienced stress from parental distress and caring for a child with difficult behavior. As scores increased by one unit on: caregiver mental health distress, PSI-SF increased by 0.23 (95% CI = 0.15, 0.32) (reflecting higher stress levels); Child difficulties, PSI-SF increased by 0.77 (95% CI = 0.52, 1.02). Contrastingly, for every one unit increase in family cohesion scores, PSI-SF decreased by 0.54 (95% CI = -0.84, -0.23). Caregivers with college/diploma/undergraduate/graduate education had less stress than those completing primary only or never attended school [Coefficient = -8.06 (95% CI = -12.56, -3.56)]. Family financial supporters had significantly higher Parental distress than caregivers who were not [Coefficient = 2.68 (95% CI = 1.20, 4.16)]. In low-resource settings like Uganda where mental health support is limited, community-based family-focused and economic empowerment interventions that improve community support systems and address financial barriers can reduce stress levels of caregivers of children with DBDs.

Identifiers

PMID37610998
PMCPMC10446180
OpenAlexW4386086531

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.