Evidence map›Paper›PMID 40490754›Full record

ArticleBMC health services research2025

Intangible cost and its associated factors among caregivers of individuals with Type 2 Diabetes Mellitus managed at primary healthcare settings: a scoping review.

Siti Bazlina Mohd Rawi, Muhammad Ridzwan Rafi'i, Roszita Ibrahim, Norfazilah Ahmad, Rosnah Sutan, Cassidy Devarajooh

Abstract readScoping Review
In one paragraph

Article in BMC health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Care burden and psychological factors in family caregivers of diabetic patients.Revista da Associacao Medica Brasileira (1992) · 2026
    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.

Siti Bazlina Mohd RawiDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.
Muhammad Ridzwan Rafi'iDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.
Roszita IbrahimDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia. roszita@hctm.ukm.edu.my.ORCID http://orcid.org/0000-0002-4741-5970
Norfazilah AhmadDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.
Rosnah SutanDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.
Cassidy DevarajoohRaub District Health Office, Pahang State Health Department, Ministry of Health Malaysia, Raub, Pahang, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe chronic and debilitating nature of Type 2 Diabetes Mellitus (T2DM) not only places a significant burden on patients but also imposes high intangible costs on their caregivers. This review aimed to critically assess the intangible costs and their associated factors among caregivers of people with T2DM treated in primary healthcare settings.

methodA systematic search using several combinations of keywords was conducted in Scopus, WoS, and PubMed databases. The primary outcome was the score or levels of intangible costs, while the secondary outcome was the factors associated with such burden.

resultThe review included seven cross-sectional designs (six employing a quantitative approach and one a mixed-methods approach) that adopted the Zarit Burden Interview or Zarit Caregiver Burden Scale, with four reporting a mild level, two reporting a high level, and one reporting a moderate level. Associated factors identified were characteristics of the caregiver (e.g., female, housewife, and no or low income), caregiving characteristics (longer duration and time spent in taking care of the individual with T2DM), and clinical characteristics of individuals with T2DM (i.e., presence of complication and their health status).

conclusionIt was found that T2DM caregivers in primary healthcare settings experienced moderate to high levels of intangible costs. The identified vulnerable subgroup should be regularly screened for their levels of intangible costs to prevent poor outcomes in T2DM caregiving. Furthermore, the implementation of targeted support interventions for these caregivers could improve their well-being and the quality of care provided to individuals with T2DM, ultimately enhancing patient outcomes and reducing their intangible costs.

Indexed as

CaregiversCost of IllnessDiabetes Mellitus, Type 2Primary Health CareCross-Sectional StudiesFemaleHumansMaleCaregiver strainCaregivingCarer burdenHealthcareType 2 Diabetes Mellitus

Identifiers

PMID40490754
PMCPMC12150525

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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.