Evidence map›Paper›PMID 41883326›Full record

ArticlePublic health nutrition2026

Perceptions of ultra-processed foods, food processing and food healthfulness among a cross-sectional national sample of US adults: do perceptions align with the evidence?

Anna Claire Tucker, Euridice Martínez-Steele, Daphne Abigail Barquera-Guevara, Cindy W Leung, Lindsey Smith Taillie, Julia A Wolfson

Abstract read
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Article in Public health nutrition, 2026. 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

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

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.

Anna Claire TuckerDepartment of International Health, Johns Hopkins Bloomberg School of Public Healthhttps://ror.org/00za53h95, Baltimore, MD, USA.ORCID https://orcid.org/0000-0002-1433-3717
Euridice Martínez-SteeleCenter for Epidemiological Studies in Health and Nutrition, University of São Paulo, São Paulo, Brazil.
Daphne Abigail Barquera-GuevaraDepartment of International Health, Johns Hopkins Bloomberg School of Public Healthhttps://ror.org/00za53h95, Baltimore, MD, USA.
Cindy W LeungDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.ORCID https://orcid.org/0000-0001-6718-3487
Lindsey Smith TaillieCarolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Julia A WolfsonDepartment of International Health, Johns Hopkins Bloomberg School of Public Healthhttps://ror.org/00za53h95, Baltimore, MD, USA.ORCID https://orcid.org/0000-0001-9155-2609

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThere is growing public health interest in ultra-processed foods (UPF), but limited research exploring consumers' perceptions of these foods in the United States. We aimed to characterise consumers' beliefs about UPF, the association between perceived food processing and perceived food healthfulness and alignment between consumers' perceptions and objective measures of food processing and healthfulness.

designIn a cross-sectional survey, participants answered questions regarding their beliefs about UPF. They rated the healthfulness and processing levels of a random selection of ten out of forty possible foods. We used descriptive statistics to examine participant beliefs about UPF. We used linear regression models to test associations between perceived processing and perceived healthfulness and between objective and perceived measures of food healthfulness and processing.

settingWe fielded an online survey in the USA in November 2023.

participantsThis study included US adults aged ≥ 18 years (

resultsFifty-four percent of participants correctly identified UPF as 'Food products submitted to a series of industrial processing' and 52 % correctly identified UPF as, 'Food products that contain artificial ingredients'. However, one-third of participants believed UPF were genetically modified products. While foods with higher perceived processing tended to have lower perceived healthfulness and individuals perceived UPF as more processed and less healthful than minimally processed foods, healthfulness perceptions better aligned with Food Compass 2.0, a measure that integrates food processing and nutrient-profile.

conclusionsEducational and policy efforts (e.g. food labeling) are needed to help consumers distinguish UPF and holistically assess the healthfulness of foods and beverages.

Indexed as

Consumer BehaviorDiet, HealthyFast FoodsFood HandlingHealth Knowledge, Attitudes, PracticeAdolescentAdultAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedPerceptionSurveys and QuestionnairesUnited StatesConsumer awarenessFood CompassFood processingHealthiness perceptionNOVASurveyUltraprocessed foods

Identifiers

PMID41883326
PMCPMC13112312

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.