Evidence map›Paper›PMID 42189511›Full record

ArticleJMIR mHealth and uHealth2026

Exploring Consumers' Situational Snacking Behaviors Using a Mobile App: Longitudinal Cohort Study (FOODLOOP) Among Millennials in the Netherlands.

Mariëlle Tamara de Vaal, Vincenzo Fogliano, Ruud Verkerk, Bea L P A Steenbekkers

Abstract read
In one paragraph

Article in JMIR mHealth and uHealth, 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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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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

4 authors.

Mariëlle Tamara de VaalFood Quality and Design (FQD), Wageningen University & Research, Bornse Weilanden 9, Wageningen, 6708 WG, The Netherlands, 31 317 480 100.ORCID 0000-0001-8626-2754
Vincenzo FoglianoFood Quality and Design (FQD), Wageningen University & Research, Bornse Weilanden 9, Wageningen, 6708 WG, The Netherlands, 31 317 480 100.ORCID 0000-0001-8786-9355
Ruud VerkerkFood Quality and Design (FQD), Wageningen University & Research, Bornse Weilanden 9, Wageningen, 6708 WG, The Netherlands, 31 317 480 100.ORCID 0000-0003-3298-203X
Bea L P A SteenbekkersFood Quality and Design (FQD), Wageningen University & Research, Bornse Weilanden 9, Wageningen, 6708 WG, The Netherlands, 31 317 480 100.ORCID 0000-0001-8237-1312

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Consumers are increasingly moving away from the traditional 3-meal-a-day eating routine to a pattern where they are snacking throughout the day to fulfill dietary needs, a trend known as "snackification." Snacking depends on a variety of product-, context-, and consumer-specific determinants, but consumers' long-term snacking behaviors in light of these determinants have remained little studied. Objective: This study aims to enhance understanding of consumers' snacking behaviors by capturing longitudinal real-world situational snacking behaviors. As snackification is highly prominent in the Netherlands, and especially among millennials (born between 1980 and 2000), Dutch millennials were used as a case study. Methods: FOODLOOP studied situational snacking behaviors of a cohort of 264 Dutch millennials over the course of a year through a time-series structure. Data were collected on 12 nonconsecutive days, divided over the 4 seasons, using the mobile app Traqq (Department of Human Nutrition and Health of Wageningen University) and following the principles of ecological momentary assessment. Results: On average, 4.52 snacks were consumed per day, of which 64% were more healthful snacks, including coffee, tea, fruit, and bread products. Snacking was mostly driven by the food choice motives liking and appetite, as well as hunger and thirst, convenience, and pleasure. Most snacking occurred at home, with others, in the afternoon, and in spring. Dutch millennials with children consumed more snacks than Dutch millennials without children, and Dutch millennials born between 1980 and 1990 consumed more snacks than Dutch millennials born between 1990 and 2000. Conclusions: Our study shows that situational snacking determinants are essential for understanding consumers' real-world snacking behaviors, as Dutch millennials' snacking behaviors differ given product-, context-, and consumer-specific determinants, and are not restricted to specific motives, locations, social settings, or times, congruent with the ongoing snackification trend. We also demonstrate that a mobile app following the principles of ecological momentary assessment is a highly valuable methodological tool to gather longitudinal data on consumers' situational snacking behaviors.

Indexed as

Consumer BehaviorFeeding BehaviorMobile ApplicationsSnacksAdolescentAdultCohort StudiesFemaleHumansLongitudinal StudiesMaleNetherlandsSurveys and Questionnairescontextual eatingecological momentary assessmentfood choice motivesmobile appsituational snacking

Identifiers

PMID42189511
PMCPMC13204325

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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.