Evidence map›Paper›PMID 41835924›Full record

ArticleBMJ public health2026

Which front-of-pack nutritional label (FOPNL) is most effective in promoting healthier dietary choices? An experimental study in Indonesia.

David Colozza, Kathryn Backholer, Liliana Orellana, Dwiana Andayani, Ati Widya Perana, Fatcha Nuraliyah, Astrid Citra Padmita, Mamadou Ndiaye, Carolina Venegas Hargous

Abstract read
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Article in BMJ public health, 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

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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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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

David ColozzaUNICEF Indonesia, Jakarta, Indonesia.ORCID https://orcid.org/0000-0002-9065-7537
Kathryn BackholerGlobal Centre for Preventive Health and Nutrition, Institute for Health Transformation, Faculty of Health, Deakin University, Melbourne, Victoria, Australia.
Liliana OrellanaBiostatistics Unit, Deakin University Faculty of Health, Melbourne, Victoria, Australia.
Dwiana AndayaniDepartment of Processed Food Standardisation, Indonesian Food and Drug Authority, Jakarta, Indonesia.
Ati Widya PeranaDepartment of Processed Food Standardisation, Indonesian Food and Drug Authority, Jakarta, Indonesia.
Fatcha NuraliyahDepartment of NCD Prevention, Ministry of Health of the Republic of Indonesia, Jakarta, Indonesia.
Astrid Citra PadmitaUNICEF Indonesia, Jakarta, Indonesia.
Mamadou NdiayeUNICEF Indonesia, Jakarta, Indonesia.
Carolina Venegas HargousGlobal Centre for Preventive Health and Nutrition, Institute for Health Transformation, Faculty of Health, Deakin University, Melbourne, Victoria, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Mandatory interpretative front-of-pack nutrition labels (FOPNLs) are yet to be adopted in Indonesia. This study compares Indonesians' objective understanding of five FOPNLs and explores perceptions on four interpretative labels. Methods: A randomised experiment was conducted in 4039 participants aged 16-78 years. Participants were assigned to view food products with one of five FOPNLs: Guideline Daily Amounts, Nutri-Score, multiple traffic light (MTL), warning labels (WL) or health star rating (HSR). Objective understanding was compared pre-label and post-label exposure by correctly ranking products by healthiness (Outcome 1) and identifying the healthiest (Outcome 2) and least healthy products (Outcome 3) using logistic mixed models. Healthy purchase intention post-label exposure (Outcome 4) was compared using logistic models. Perceptions of the four interpretative labels were explored. Results: All FOPNLs improved Outcomes 1, 2 and 3. WL and MTL performed better across all three outcomes, with no significant differences between them. Exposure to WL led to improvements of 16.3% points (95% CI 13.5 to 19.0), 9.5% points (95% CI 6.7 to 12.3) and 14.5% points (95% CI 11.3 to 17.7) for Outcomes 1, 2 and 3, respectively. MTL led to increases of 13.9% points (95% CI 11.2 to 16.6), 10.4% points (95% CI 7.4 to 13.4) and 16.8% points (95% CI 13.5 to 20.0), respectively. Proportion of participants intending to purchase the healthiest products (Outcome 4) was highest for MTL (39.6%, 95% CI 36.3 to 43.0), HSR (38.9%, 95% CI 35.5 to 42.2) and WL (35.6%, 95% CI 32.3 to 38.9), with no significant differences between them. Compared with WL and HSR, MTL was perceived as the most liked, useful, helpful and easy to identify. Conclusions: MTL and WL significantly improved participants' understanding of products' nutritional quality and promoted healthier food choices. MTL may offer the best balance between effectiveness and user acceptability. These findings can inform national FOPNL policy revisions and broader efforts to improve food environments.

Indexed as

ObesityPreventive MedicinePublic HealthPublic Health Practice

Identifiers

PMID41835924
PMCPMC12983767

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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.