Evidence map›Paper›PMID 42827709›Full record

ArticleFrontiers in public health2026

Digital access and structural indicators of social isolation among older adults in Rwanda: a nationally representative study.

Mignonne Umurerwa, Syed Shafiq Tamal, Yves Gashugi, Fauste Ndikumana

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Mignonne UmurerwaGraduate School of Public Health, Yonsei University, Seoul, Republic of Korea.
Syed Shafiq TamalGraduate School of Public Health, Yonsei University, Seoul, Republic of Korea.
Yves GashugiUniversity of Global Health Equity, Butaro, Rwanda.
Fauste NdikumanaAfrican Center of Excellence in Data Sciences, University of Rwanda, Kigali, Rwanda.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Social isolation and reduced social connectedness are important public health concerns among older adults and are associated with adverse health outcomes. In LMICs, digital expansion may offer new opportunities for social connection; however, evidence from sub-Saharan Africa remains limited. Methods: We analyzed nationally representative data from the Rwanda Demographic and Health Survey (2019-20), including 2,081 adults aged ≥65 years. Living alone was used as a structural indicator and proxy measure of social isolation. Weighted descriptive statistics and multivariable logistic regression were used to estimate adjusted odds ratios (AORs) with 95% confidence intervals (CIs). Machine learning models (k-nearest neighbors and gradient boosting) were applied as complementary analyses to assess predictive performance and identify influential predictors. Results: Overall, 9.7% of older adults lived alone and 55.4% owned a mobile phone. Mobile phone ownership was independently associated with lower odds of living alone (AOR = 0.13; 95% CI: 0.08-0.22; Conclusion: Digital access, operationalized as mobile phone ownership, was strongly associated with reduced likelihood of living alone among older adults in Rwanda. These findings suggest that digital connectivity may contribute to structural dimensions of social integration in rapidly digitizing low- and middle-income settings. Policies that promote equitable access to mobile technologies may support social connectedness and healthy aging among older populations.

Indexed as

Cell PhoneSocial IsolationAgedAged, 80 and overFemaleHealth SurveysHumansMaleRwandaagingdigital accesshealth equityliving alonemobile phonesolder adultsRwandasocial isolation

Identifiers

PMID42827709
PMCPMC13630696

What Socratic holds

Textmetadata
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 Socratic graph.