Evidence map›Paper›PMID 42266616›Full record

ArticleFrontiers in nutrition2026

Perceived barriers to healthy eating and self-efficacy among Indian adults at high risk of type 2 diabetes: a secondary analysis of the K-DPP study.

Mayuko McMillin, Tilahun Haregu, Panniyammakal Jeemon, Kavumpurathu Raman Thankappan, Brian Oldenburg, Yingting Cao

Abstract read
In one paragraph

Article in Frontiers in nutrition, 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

6 authors.

Mayuko McMillinSchool of Allied Health, Human Services and Sport, La Trobe University, Melbourne, VIC, Australia.
Tilahun HareguNon-Communicable Diseases and Implementation Science Lab, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia.
Panniyammakal JeemonSree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, India.
Kavumpurathu Raman ThankappanSree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, India.
Brian OldenburgNon-Communicable Diseases and Implementation Science Lab, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia.
Yingting CaoSchool of Allied Health, Human Services and Sport, La Trobe University, Melbourne, VIC, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Low fruit and vegetable (FV) consumption is a major contributor to the rising burden of non-communicable diseases, yet intake in India remains far below recommended levels. Although structural barriers to healthy eating are widely documented, little is known about how perceived barriers and dietary self-efficacy influence FV intake in high-risk populations, especially in a country like India. Methods: This study analyzed longitudinal data from 1,007 Indian adults participating in the Kerala Diabetes Prevention Program (K-DPP) in order to examine the effects of perceived barriers and dietary self-efficacy on FV intake over 9 years. Linear mixed-effects models were used to evaluate five perceived barrier domains and four dietary self-efficacy items in relation to FV intake (g/day) across four waves. Predictors were modeled categorically using the lowest-barrier and highest-efficacy groups as reference groups, with adjustment for demographic and behavioral covariates. Results: Higher perceived barriers related to availability (β = -53.9 g/day, 95% CI [-80.7, -27.3], Discussion: These findings highlight that perceived structural constraints, particularly limited availability and affordability, are key correlates of low FV intake in this population, and may inform interventions that prioritize improving access to FVs as a foundation for sustainable dietary improvement.

Indexed as

dietary self-efficacyfruit and vegetable intakeIndiaperceived barriertype 2 diabetes risk

Identifiers

PMID42266616
PMCPMC13243027

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.