Evidence map›Paper›PMID 42666263›Full record

ArticleFrontiers in nutrition2026

Big picture vs. small details: exploring how front-of-package labels influence healthy food consumption and cognitive processing.

Yongkang Hou, Aocheng Zhou, Junqing Xu, Shaopeng Che

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.

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1 · What the graph read from it

What it found

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

4 authors.

Yongkang HouSchool of Journalism and Communication, Tsinghua University, Beijing, China.
Aocheng ZhouSchool of Journalism and Communication, Tsinghua University, Beijing, China.
Junqing XuCenter for Japanese Studies, Shanghai Jiao Tong University, Shanghai, China.
Shaopeng CheSchool of Humanities and Social Science, Chang'an University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Front-of-package labeling (FoPL) has been increasingly implemented as a public health nutrition strategy to promote healthier dietary choices and reduce the burden of diet-related chronic diseases. However, the effectiveness of different FoPL formats and the cognitive pathways associated with consumers' food perceptions and choices remain unclear. This study aimed to examine how different FoPL types influence consumers' health perceptions, food choices, and cognitive pathway patterns. Methods: Two experimental studies were conducted. Study 1 employed a 2 × 2 between-subjects online experiment comparing FoPL type (summary vs. nutrient-specific) and color coding (absent vs. present) among 237 participants. Two-way ANCOVA was used to examine the effects of FoPL design on health perception changes and food choice changes while controlling for health food interest and functional health literacy. Study 2 expanded the stimuli to multiple low-health food categories and compared three experimental conditions among 138 participants: a Health Star Rating summary label, a Multiple Traffic Light-style color-coded nutrient-specific label, and a No-FoPL control condition. Partial least squares structural equation modeling (PLS-SEM) was used to examine indirect associations involving nutrition accuracy, food health perception, and intentions to purchase low-health foods. Results: In Study 1, a significant interaction effect between FoPL type and color coding was observed for health perception changes ( Conclusion: Different FoPL designs were associated with distinct cognitive pathway patterns. Summary labels were more closely linked to food health perception, whereas nutrient-specific labels, especially when combined with color coding, were linked to nutrition accuracy and subsequent health perception. These findings provide practical implications for optimizing FoPL policies and designing more effective nutrition communication strategies to promote healthier dietary behaviors.

Indexed as

cognitive processing experimentfront-of-pack labelhealth food consumptionhealth perceptionnutrition accuracy

Identifiers

PMID42666263
PMCPMC13521866

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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.