Evidence map›Paper›PMID 41768795›Full record

ArticleFrontiers in nutrition2025

Front-of-pack labeling and perceived nutritional quality in adults with and without chronic disease: results from a quasi-experimental study.

Patricio Pérez-Armijo, Samuel Durán-Agüero, Enrique Echevarría-Orella, Luis Carlos Abecia-Inchaurregui, Unai A Pérez de Arrilucea Le Floc'h, Rafael Almendra-Pegueros

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Article in Frontiers in nutrition, 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

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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.

Patricio Pérez-ArmijoDepartment of Physiology, Faculty of Pharmacy, University of the Basque Country EHU, Vitoria-Gasteiz, Spain.
Samuel Durán-AgüeroFacultad de Ciencias de la Rehabilitación y Calidad de Vida, Universidad San Sebastián, Santiago, Chile.
Enrique Echevarría-OrellaDepartment of Physiology, Faculty of Pharmacy, University of the Basque Country EHU, Vitoria-Gasteiz, Spain.
Luis Carlos Abecia-InchaurreguiDepartment of Preventive Medicine and Public Health, Faculty of Pharmacy, University of the Basque Country EHU, Vitoria-Gasteiz, Spain.
Unai A Pérez de Arrilucea Le Floc'hFaculty of Health Sciences, Universidad Isabel I, Burgos, Spain.
Rafael Almendra-PeguerosInstitut de Recerca Sant Pau (IR SANT PAU), Barcelona, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Noncommunicable diseases (NCDs) are a leading global health concern, linked to poor dietary choices and misperceptions about food healthfulness. Front-of-pack labeling (FOPL) systems, such as Nutri-Score (NS) and Warning Labels (WL), aim to guide healthier food choices, yet their effectiveness in populations with chronic conditions remains underexplored. Methods: We conducted a quasi-experimental online study among 5,140 adults in Spain, including individuals with and without NCDs. Participants evaluated the perceived nutritional quality of five commonly consumed foods under three different FOPL in the following order: no label (control), NS, and WL. The participants assessed each product in a randomized order within each label conditions to minimize order and learning effects. Results: Both labeling systems significantly influenced perceptions of nutritional quality ( Discussion: While NS may inadvertently reinforce health halos for certain products, WL appear more effective in correcting misperceptions and promoting accurate assessments of nutritional quality in comparison to NS and no FOPL. These findings support the use of WL as a more impactful FOPL strategy for guiding informed food choices, particularly among individuals with chronic health conditions.

Indexed as

chronic disease - epidemiologyfront-of-pack labeling (FOPL)Nutri-scorenutritional perceptionwarning labels

Identifiers

PMID41768795
PMCPMC12936437

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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.