Evidence map›Paper›PMID 40674400›Full record

ArticlePloS one2025

Prevalence and determinants of HealthHub app utilization among community-dwelling adults in Singapore.

Mahir Bakulkumar Goda, Alexander Shao-Rong Pang, Benedict Ding Chao Ong, Fang Nian Joanne Lim, Alvin Kian Wei Tan, Lay Hoon Goh

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Mahir Bakulkumar GodaYong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.ORCID https://orcid.org/0009-0009-9824-732X
Alexander Shao-Rong PangYong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.ORCID https://orcid.org/0009-0003-3195-5491
Benedict Ding Chao OngYong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.ORCID https://orcid.org/0009-0000-6480-7215
Fang Nian Joanne LimYong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.ORCID https://orcid.org/0009-0008-8776-2572
Alvin Kian Wei TanMinistry of Health Holdings Pte Ltd, Elementum, Singapore, Singapore.
Lay Hoon GohDepartment of Family Medicine, National University Health System, Singapore, Singapore.ORCID https://orcid.org/0000-0003-1536-3050

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionSingapore's aging population, projected to reach 18.7% by 2030, will increase chronic disease burden and strain healthcare resources. Digital health technologies, like Singapore's HealthHub Application (HHA), are crucial for improving patient outcomes and healthcare delivery. However, the use of HHA among older adults in Singapore remains poorly understood. This study aimed to examine the prevalence of HHA use among community-dwelling Singaporeans and identify factors associated with its use.

methodsA cross-sectional survey was conducted in a public housing estate in Singapore, using random sampling to select housing units. Eligibility criteria included being a Singaporean or permanent resident, aged 40 years and above, possessing English proficiency, and absence of cognitive impairment. Participants completed a self-administered electronic questionnaire in English covering socio-demographics, health literacy, use of digital health technologies, and perceptions of HHA. Responses were categorized and analysed using descriptive statistics, univariate analysis, and multivariable logistic regression.

resultsOf the 422 completed responses, 216 (51.2%) of participants reported HHA use. Higher HHA usage was associated with younger age, higher education levels, and greater self-perceived knowledge of health management. Older adults, particularly those aged 70 and above, and participants with secondary education or below had significantly lower HHA usage compared to their counterparts. Additionally, better health literacy as measured by positive perceptions of health knowledge were significantly associated with HHA usage.

conclusionThe adoption of digital health technologies like HHA is lower among older adults with lower education and health knowledge in Singapore. Targeted efforts to improve digital skills, awareness, and usability are needed to promote HHA uptake and support equitable healthcare access in an aging population.

Indexed as

Independent LivingMobile ApplicationsAdultAgedAged, 80 and overCross-Sectional StudiesFemaleHealth LiteracyHumansMaleMiddle AgedPrevalenceSingaporeSurveys and Questionnaires

Identifiers

PMID40674400
PMCPMC12270099

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.