Evidence map›Paper›PMID 42315536›Full record

ArticleScientific reports2026

Examining associations of social disconnectedness change patterns with subsequent healthcare utilization and costs among public healthcare users in Central Singapore.

Gloria Ho, Chun Wei Yap, Lixia Ge

Abstract read
In one paragraph

Article in Scientific reports, 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

3 authors.

Gloria HoHealth Services and Outcomes Research, National Healthcare Group, Level 4 Annex@National Skin Centre, 1 Mandalay Road, Singapore, 308205, Singapore. gloria.ho@nhghealth.com.sg.
Chun Wei YapHealth Services and Outcomes Research, National Healthcare Group, Level 4 Annex@National Skin Centre, 1 Mandalay Road, Singapore, 308205, Singapore.
Lixia GeHealth Services and Outcomes Research, National Healthcare Group, Level 4 Annex@National Skin Centre, 1 Mandalay Road, Singapore, 308205, Singapore.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Social disconnectedness contributes to adverse health outcomes, yet how patterns of change in social disconnectedness are associated with healthcare utilization and costs in Singapore remains underexplored. Data from a longitudinal population health survey were linked with an institutional administrative database. Four patterns of change in social disconnectedness were derived from social isolation (Lubben Social Network Scale-6) and loneliness (three-item UCLA Loneliness Scale) statuses measured at two annual waves. Healthcare utilization and cost outcomes were extracted for 1- and 3-year (cumulative) after wave 2. Participant characteristics at wave 1 formed the baseline and were compared using Chi-square or Kruskal-Wallis tests. The associations between change patterns and subsequent healthcare utilization and costs were respectively examined using two-step hurdle models, adjusting for covariates. Persistent social disconnectedness (16.9% out of 1182 participants) was associated with increased odds of hospitalizations and emergency department (ED) visits and costs, and polyclinic visits, at both follow-ups, compared to participants who remained socially connected (56.7%). Participants who became socially connected (15.2%) exhibited higher odds of hospitalization at 3-year follow-up and higher odds of ED visits and costs at both follow-ups. Among public healthcare users, promoting social connectedness may help reduce costly hospitalizations and ease resource strains on polyclinic services.

Indexed as

Health Care CostsPatient Acceptance of Health CareSocial IsolationAdultEmergency Room VisitsFemaleHospitalizationHumansLonelinessLongitudinal StudiesMaleMiddle AgedSingaporeHealthcare costHealthcare utilizationLonelinessLongitudinal studySocial connectionSocial isolation

Identifiers

PMID42315536
PMCPMC13554255

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.