Evidence map›Paper›PMID 42627878›Full record

Trial reportPLoS medicine2026

Effect of food swap recommendations on the healthfulness and carbon footprint of grocery purchases in a naturalistic online store: A randomized parallel trial.

Anna H Grummon, Kevin O'Sullivan, Amanda B Zeitlin, Lindsey Smith Taillie, Cristina J Y Lee, Ashe J Walker, Verena Tiefenbeck, Elgar Fleisch, Clayton Ulm, Thomas N Robinson

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in PLoS 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

10 authors.

Anna H GrummonDepartment of Pediatrics, Stanford University School of Medicine, Palo Alto, California, United States of America.ORCID https://orcid.org/0000-0002-8705-038X
Kevin O'SullivanDepartment of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.ORCID https://orcid.org/0009-0001-4653-7853
Amanda B ZeitlinDepartment of Pediatrics, Stanford University School of Medicine, Palo Alto, California, United States of America.ORCID https://orcid.org/0009-0005-1822-8198
Lindsey Smith TaillieDepartment of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0000-0002-4555-2525
Cristina J Y LeeDepartment of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID https://orcid.org/0009-0008-0362-2979
Ashe J WalkerCenter for Community Engagement, West Virginia University, Morgantown, West Virginia, United States of America.ORCID https://orcid.org/0009-0005-3413-2452
Verena TiefenbeckSchool of Business, Economics and Society, Friedrich-Alexander-Universität, Nürnberg, Germany.ORCID https://orcid.org/0000-0001-8827-5575
Elgar FleischDepartment of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.ORCID https://orcid.org/0000-0002-4842-1117
Clayton UlmDepartment of Pediatrics, Stanford University School of Medicine, Palo Alto, California, United States of America.ORCID https://orcid.org/0000-0003-4564-1138
Thomas N RobinsonDepartment of Pediatrics, Stanford University School of Medicine, Palo Alto, California, United States of America.ORCID https://orcid.org/0000-0002-2367-0774

Funding

Developing and Evaluating Health and Environmental Messages to Improve Diet in Emerging AdultsK01HL158608 · NHLBI · STANFORD UNIVERSITY · PI Anna H Grummon · 2022 to 2026
$660k
NHLBI NIH HHS K01 HL158608
6 · The paper itself

Abstract

backgroundModeling studies suggest that simple dietary "swaps" in which just one food is replaced with another could yield both health and environmental benefits, but it remains unclear whether consumers make such changes when prompted. We tested whether recommending swaps improved the healthfulness and reduced the carbon footprint of simulated online grocery selections. METHODS AND

findingsIn May-June 2025, we recruited 1,201 US adults ages 18+ for a randomized parallel trial. Participants completed 3 weekly study visits. In the first visit, participants shopped in a naturalistic online grocery store with no intervention. They were then randomized in parallel to 1 of 4 trial arms: (1) climate swaps (n = 301), (2) health swaps (n = 300), (3) climate + health swaps (n = 300), or (4) control (n = 300). In the second and third visits, participants completed the shopping task in their randomly assigned trial arm. Participants were not masked to their trial arm. Using intent-to-treat analyses, we assessed 2 primary endpoints: the healthfulness (operationalized as the average Ofcom Nutrient Profiling Model score across the selected items [range: 1-100]) and carbon footprint (operationalized as the average kg of carbon dioxide equivalents [CO2-eq] per kg associated with producing the selected items) of participants' grocery selections. We examined whether outcomes changed from the first (no-intervention) visit to the second and third (intervention) visits in the swaps arms compared to the control arm. The climate (B = 2.4 on the 1-100 scale, 95% CI [1.1, 3.7]), health (B = 4.7, 95% CI [3.3, 6.0]), and climate + health (B = 4.0, 95% CI [2.7, 5.4]) swaps each improved the healthfulness of participants' selections compared to control (all ps < 0.001). The health and climate + health swaps both increased healthfulness more than the climate swaps (ps ≤ 0.02) but did not differ from one another (p = 0.34). The climate (B = -3.3 kg CO2-eq per kg, 95% CI [-4.6, -2.1]; p < 0.001) and climate + health swaps (B = -2.8, 95% CI [-4.1, -1.6]; p < 0.001), but not the health swaps (B = -0.4, 95% CI [-1.7, 0.8]; p = 0.51), reduced the carbon footprint of participants' selections compared to control. The climate and climate + health swaps led to larger reductions in carbon footprint than the health swaps (ps < 0.001) but did not differ from one another (p = 0.43). Swaps' effects on healthfulness and carbon footprint did not differ by age, health consciousness, or environmental consciousness (ps for interactions ≥0.10). The main limitations were that the sample differed somewhat from the US population and study results may not generalize to brick-and-mortar stores.

conclusionsEncouraging swaps to more healthful and lower-carbon foods improved the healthfulness and reduced the carbon footprint of online grocery selections. CLINICAL TRIALS REGISTRATION: ClinicalTrials.gov (NCT#06648226), first submitted October 16, 2024.

Indexed as

Carbon FootprintConsumer BehaviorDiet, HealthyAdultCommerceFemaleHumansMaleMiddle AgedYoung Adult

Identifiers

PMID42627878
PMCPMC13497253

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.