Evidence map›Paper›PMID 42723859›Full record

ArticleFrontiers in nutrition2026

Food choice determinants and perceptions of healthy eating and food safety among online food delivery application users in Saudi Arabia: a cross-sectional study.

Nawaf W Alruwaili, Abdulhmed Alharbi

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

2 authors.

Nawaf W AlruwailiDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
Abdulhmed AlharbiDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Online food delivery applications (OFDAs) have fundamentally transformed dietary consumption patterns globally, yet their associations with food choice determinants, healthy-eating perceptions, and food safety concerns in Saudi Arabia remain incompletely characterized. Objectives: This study aimed to evaluate OFDA usage patterns and their sociodemographic determinants; identify factors influencing food choices; assess perceptions of healthy food availability and food safety within OFDAs; and determine whether usage frequency was associated with body mass index (BMI) or dietary healthfulness. Methods: A cross-sectional, online survey was conducted from February to April 2025 among Saudi residents aged ≥ 20 years who had used an OFDA at least once per month ( Results: The sample was predominantly female (73.2%) and aged 20-29 years (70.5%), with 51.7% classified as frequent users (≥ 2-3 times/week). Usage frequency was significantly associated with region ( Conclusion: OFDAs are predominantly used to purchase energy-dense, nutrient-poor foods in Saudi Arabia, driven chiefly by price and convenience. Regulatory mandates for nutritional labeling, visibility of hygiene ratings, and algorithmic promotion of healthy options on OFDA platforms are urgently needed to improve population-level dietary behaviors.

Indexed as

convenience fooddietary behaviorfood choicefood safetyintention–behavior gapnutritional epidemiologyonline food delivery applicationsSaudi Arabia

Identifiers

PMID42723859
PMCPMC13558006

What OpenQuestion 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 OpenQuestion graph.