Evidence map›Paper›PMID 42847396›Full record

Trial reportAnnals of behavioral medicine : a publication of the Society of Behavioral Medicine2026

Health literacy as a moderator of menu labeling effects on fast-food ordering: an online randomized controlled trial.

Yiqing Skylar Yu, Alyssa Leib, Laura L Bellows, Christopher Berry, Dan J Graham, Danielle M Krobath, Megan P Mueller

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Annals of behavioral medicine : a publication of the Society of Behavioral Medicine, 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

7 authors.

Yiqing Skylar YuDepartment of Psychology, Colorado State University, Fort Collins, CO 80523-1876, United States.ORCID 0009-0009-6512-2803
Alyssa LeibDepartment of Food Science and Human Nutrition, Colorado State University, Fort Collins, CO 80523-1571, United States.
Laura L BellowsDivision of Nutritional Sciences, Cornell University, Ithaca, NY 14853, United States.
Christopher BerryDepartment of Marketing, Colorado State University, Fort Collins, CO 80523-1278, United States.
Dan J GrahamDepartment of Psychology, Colorado State University, Fort Collins, CO 80523-1876, United States.
Danielle M KrobathDepartment of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC 29208, United States.ORCID 0000-0003-2607-5302
Megan P MuellerDepartment of Food Science and Human Nutrition, Colorado State University, Fort Collins, CO 80523-1571, United States.

Funding

Colorado State University Food Science and Human Nutrition Research and Innovation Fund
6 · The paper itself

Abstract

objectivesTo examine whether functional health literacy moderates the effects of menu labeling formats on fast-food ordering behavior.

methodsA total of 2829 US adults completed an online randomized controlled survey in 2022. Participants viewed 1 of 8 menus in a 2 × 2 × 2 factorial design varying calorie labels (present/absent), sodium stoplight icons (present/absent), and "all-natural" claims (present/absent), then selected an entrée, side, beverage, and optional dessert. Linear regression models tested main and interaction effects of labeling formats and functional health literacy on total calories and sodium ordered, adjusting for sociodemographic characteristics, fast-food consumption frequency, and typical ordering patterns.

resultsIn covariate-adjusted within-literacy comparisons, several labeling experimental conditions were associated with lower-calorie and lower-sodium selections among participants with moderate functional health literacy, whereas no significant differences were observed among participants with low or high literacy. Significant differences among moderate-literacy participants ranged from 90 to 135 fewer calories and 123 to 154 mg less sodium compared with the control condition (nominal P < .05).

conclusionMenu labeling effects were not uniform in this online fast-food ordering experiment. Their impact depends on consumers' ability to interpret basic nutrition information. Designing more intuitive labels may improve the equity and effectiveness of restaurant nutrition policies.

Indexed as

Choice BehaviorFast FoodsFood LabelingFood PreferencesHealth LiteracyAdultEnergy IntakeFemaleHumansMaleMiddle AgedSodium, DietaryYoung AdultSodium, Dietarydietaryfast foodsfood choice behaviorfood labelinghealth literacyrandomized controlled trialsodium

Identifiers

PMID42847396
PMCPMC13502965

What OpenQuestion holds

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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.