Evidence map›Paper›PMID 41089083›Full record

ArticlePRiMER (Leawood, Kan.)2025

Do Food Packaging Health Claims Depict Healthiness or Mislead Patients?

Shruti Venkatesh, Joshua Steinberg, Christopher Ryan

Abstract read
In one paragraph

Article in PRiMER (Leawood, Kan.), 2025. 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

3 authors.

Shruti VenkateshNorton College of Medicine, State University of New York (SUNY) Upstate Medical University, Syracuse, NY.
Joshua SteinbergDepartment of Family Medicine, SUNY Upstate Medical University, Syracuse, NY | Wilson Family Medicine Residency, United Health Services, Johnson City, NY.
Christopher RyanDepartment of Family Medicine, SUNY Upstate Medical University, Syracuse, NY | Department of Geography, Binghamton University, Binghamton, NY | Agency Statistical Consulting, LLC, Binghamton, NY.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Primary care physicians advise patients to select and consume healthy foods. But as patients shop their grocery aisles, will food packaging health claims direct them to healthy foods? The argument has been made that such claims might predominantly appear on unhealthy foods. This study investigated whether health claims on front packaging reliably indicated healthier food choices and thus could be used by physicians to guide their patients' shopping choices. Methods: From Walmart.com, we sampled 597 items spanning 122 categories of the most commonly consumed foods and beverages in America according to the National Health and Nutrition Examination Survey 2017-2020 database. Two researchers analyzed each product's front packaging to identify US Food and Drug Administration-approved health claims, nutritional content claims, and functional claims. We evaluated each product's nutritional facts box to derive an overall numerical nutritional score using the Nutri-Score scheme, representing healthiness. Results: The number of packaging health claims was not associated with healthiness of foods either in aggregate or within any of the 11 standard food and beverage categories. Food categories traditionally perceived as healthy (eg, fruits, vegetables, grains) generally scored higher in healthfulness compared to categories associated with less healthy choices (eg, snacks, sweets, fats, and oils). Conclusions: We cannot recommend that patients rely on food packaging health claims to identify healthy or unhealthy foods. Instead, we encourage physicians to advise patients to choose foods from known healthy categories and ignore front-of-package health claims.

Identifiers

PMID41089083
PMCPMC12517392

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.