Evidence map›Paper›PMID 41981506›Full record

Observational studyBMC public health2026

Spatial distribution of healthy food options: an evaluation of the food environment in Putrajaya.

Nur Farhana Mohammed Noor, Siti Aisah Mokhtar, Zarirah Adzni Mokhtar, Halimatus Sakdiah Minhat, Siti Anom Ahmad

Abstract readObservational Study
In one paragraph

Observational study in BMC 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
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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

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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

5 authors.

Nur Farhana Mohammed NoorFaculty of Medicine and Health Science, Universiti Putra Malaysia, Serdang, Selangor, 43400, Malaysia.
Siti Aisah MokhtarFaculty of Medicine and Health Science, Universiti Putra Malaysia, Serdang, Selangor, 43400, Malaysia. sitiaisah@upm.edu.my.
Zarirah Adzni MokhtarFaculty of Medicine and Health Science, Universiti Putra Malaysia, Serdang, Selangor, 43400, Malaysia.
Halimatus Sakdiah MinhatFaculty of Medicine and Health Science, Universiti Putra Malaysia, Serdang, Selangor, 43400, Malaysia.
Siti Anom AhmadFaculty of Engineering, Universiti Putra Malaysia, Serdang, Selangor, 43400, Malaysia.

Funding

Universiti Putra Malaysia GP-IPM/2022/9731300
6 · The paper itself

Abstract

introductionThe prevalence of overweight and obesity in Malaysia has reached historically high levels, with particularly high rates observed in Putrajaya, the administrative capital of the country. Despite this, limited attention has been given to the role of the local food environment in shaping dietary behaviours within the Putrajaya community. This study aimed to assess the healthfulness and spatial configuration of the food environment in Putrajaya.

methodsThis observational study evaluated the food environment in Putrajaya, Malaysia, using the Nutrition Environment Measures Survey for Stores (NEMS-S) and Restaurants (NEMS-R). All food stores and eateries were assessed for the healthy food options. Kernel Density Estimation was applied to examine spatial clustering patterns of relatively healthy and unhealthy food environments.

resultsA total of 80 food stores and 665 eateries were assessed. Supermarkets achieved the highest NEMS-S scores, with a median total score of 27.0 (IQR: 19.0), driven primarily by availability sub-scores (20.0; IQR: 14.0) rather than price incentives (3.0; IQR: 3.0). Although 80.5% of stores stocked whole-wheat bread, only 6.5% offered lean meat options, and price favouring healthier alternatives scores were consistently low across all store types (range: 2.0-3.5). For restaurants, aggregate NEMS-R scores indicated limited healthfulness across outlet types, with 24-hour restaurants recording the highest median score (5.0; IQR: 1.0). While 87.3% of eateries provided at least one healthy main dish, only 0.5% offered low-fat milk. Facilitators supporting healthy choices were absent across outlets (median:0.0), and barriers to healthy eating sub-scores were negligible (median:0.0), indicating limited structural support within the restaurant food environment to promote healthier choices. Spatial analysis identified clustering of healthy food environments in Precincts 1, 14, 15, and 16. However, density mapping demonstrated substantial spatial overlap and adjacency between healthy and unhealthy food environment clusters, indicating that healthier food access is embedded within a broader obesogenic environment.

conclusionThe findings indicate the presence of food swamp–like conditions in Putrajaya, characterised by the dominance and spatial salience of unhealthy food environments despite apparent outlet diversity. Targeted policy, community-based, and urban planning interventions are warranted to improve the healthfulness of food environments in Putrajaya.

Indexed as

Diet, HealthyFood SupplyHumansMalaysiaRestaurantsSpatial Analysis

Identifiers

PMID41981506
PMCPMC13220543

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LicenceCC BY-NC-ND
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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.