ArticlePublic health nutrition2019
Measuring lunchtime consumption in school cafeterias: a validation study of the use of digital photography.
Article in Public health nutrition, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Childhood obesity in changing food systems: mediterranean diet, socioeconomic inequalities and AI-driven personalized nutrition - the case of Italy.Frontiers in public health · 2026Review
- [Application of Digital Nutrition Technologies in Adult Weight Management].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025Article
- Navigating next-gen nutrition care using artificial intelligence-assisted dietary assessment tools-a scoping review of potential applications.Frontiers in nutrition · 2025Review
- The Validity and Feasibility of Utilizing the Photo-Assisted Dietary Intake Assessment among College Students and Elderly Individuals in China.Nutrients · 2024Article
- Performance of the Digital Dietary Assessment Tool MyFoodRepo.Nutrients · 2022Article
- Evaluation of a Novel WeChat Applet for Image-Based Dietary Assessment among Pregnant Women in China.Nutrients · 2021Observational
- Nudge with caution: targeting fruit and vegetable consumption in primary schools.European journal of clinical nutrition · 2021Article
- Changes in the nutritional content of children's lunches after the Food Dudes healthy eating programme.Journal of nutritional science · 2021Article
- Review of the validity and feasibility of image-assisted methods for dietary assessment.International journal of obesity (2005) · 2020Review
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveThe present study tested the validity of a digital image-capture measure of food consumption suitable for use in busy school cafeterias.
designLunches were photographed pre- and post-consumption, and food items were weighed pre- and post-consumption for comparison.
settingA small research team recorded children's lunchtime consumption in one primary and one secondary school over seven working days.ParticipantsA primary-school sample of 121 children from North Wales and a secondary-school sample of 124 children from the West Midlands, UK, were utilised. Nineteen children were excluded because of incomplete data, leaving a final sample of 239 participants.
resultsResults indicated that (i) consumption estimates based on images were accurate, yielding only small differences between the weight- and image-based judgements (median bias=0·15-1·64 g, equating to 0·45-3·42 % of consumed weight) and (ii) good levels of inter-rater agreement were achieved, ranging from moderate to near perfect (Cohen's κ=0·535-0·819). This confirmed that consumption estimates derived from digital images were accurate and could be used in lieu of objective weighed measures.
conclusionsOur protocol minimised disruption to daily lunchtime routine, kept the attrition low, and enabled better agreement between measures and raters than was the case in the existing literature. Accurate measurements are a necessary tool for all those engaged in nutrition research, intervention evaluation, prevention and public health work. We conclude that our simple and practical method of assessment could be used with children across a range of settings, ages and lunch types.
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