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Peer-reviewedCC BYFrontiers in nutrition

Development and validation of a food photography atlas for portion size estimation of traditional Croatian dishes in adults.

5 affiliations
  1. 1Laboratory for Nutrition Science, Department of Nutrition, Food Quality and Safety, University of Zagreb Faculty of Food Technology and Biotechnology, Zagreb, Croatia.
  2. 2Centre for Food Safety, Croatian Agency for Agriculture and Food, Osijek, Croatia.
  3. 3Sub-Department of Nutrition, Department of Food and Nutrition Research, Faculty of Food Technology Osijek, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia.
  4. 4Department of Environmental and Occupational Health and Sports Medicine, Andrija Štampar School of Public Health, School of Medicine, University of Zagreb, Zagreb, Croatia.
  5. 5Division for Environmental Health, Croatian Institute of Public Health, Zagreb, Croatia.

Abstract

Background

Accurate portion size estimation is an important component of dietary assessment. Food photography atlases, which are among the most commonly used portion size measurement aids, are designed to take into account the cultural context and dietary patterns of the target population. Therefore, the aim of this study was to develop and validate food photography atlas of traditional Croatian dishes for adults.Methods

The 30 dishes were selected, in accordance with the gastronomic regions defined by Croatian National Tourist Board. The portion sizes were determined using data from the first Croatian national food consumption survey of the adult population, conducted in accordance with the EU Menu methodology. The photographs were validated by comparing them with the actual dishes served to 110 participants over a three-day period. Validity assessment included mean differences between actual and estimated portion sizes using the Wilcoxon signed-rank test, correlations between actual and estimated portion sizes, Bland- Altman limits of agreement, and quadratic weighted Cohen's kappa.Results

Of the 30 selected traditional dishes, no significant differences between actual and estimated portion sizes were observed for 46.7% of dishes, whereas portion sizes were underestimated for 30% and overestimated for 23.3%. For half of the dishes, at least 50% of the estimates were within ±10% of the differences between actual and estimated portion size. Spearman's correlation showed a strong association between actual and estimated portion size for all 30 dishes. Bland-Altman analysis demonstrated good agreement between actual and estimated portion sizes, with low systematic bias and narrow limits of agreement for single-unit and countable dishes. In 66.7% of dishes, more than half of the estimations were correct, while across all 30 dishes the proportion of distant estimations ranged from 0.0 to 31.0%. Quadratic weighted Cohen's kappa indicated almost perfect agreement for 29 dishes and substantial agreement for one dish.Conclusion

These results support the validity of the food photography atlas for estimating portion sizes of traditional dishes among adults in Croatia.

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BibTeX
@article{rumbak2026development,
  title = {{Development and validation of a food photography atlas for portion size estimation of traditional Croatian dishes in adults.}},
  author = {Ivana Rumbak and Ana Ilić and Tea Knezović and Ana Jurčić and Martina Pavlić and Lidija Šoher and Daniela Čačić Kenjerić and Jasna Pucarin-Cvetković and Darja Sokolić},
  journal = {Frontiers in nutrition},
  year = {2026},
  month = oct,
  doi = {10.3389/fnut.2026.1956906},
  url = {https://europepmc.org/article/MED/42908655},
  note = {CC BY},
}
RIS
TY  - JOUR
TI  - Development and validation of a food photography atlas for portion size estimation of traditional Croatian dishes in adults.
AU  - Ivana Rumbak
AU  - Ana Ilić
AU  - Tea Knezović
AU  - Ana Jurčić
AU  - Martina Pavlić
AU  - Lidija Šoher
AU  - Daniela Čačić Kenjerić
AU  - Jasna Pucarin-Cvetković
AU  - Darja Sokolić
PY  - 2026
DA  - 2026/10/07
JO  - Frontiers in nutrition
DO  - 10.3389/fnut.2026.1956906
UR  - https://europepmc.org/article/MED/42908655
AB  - Background  Accurate portion size estimation is an important component of dietary assessment. Food photography atlases, which are among the most commonly used portion size measurement aids, are designed to take into account the cultural context and dietary patterns of the target population. Therefore, the aim of this study was to develop and validate food photography atlas of traditional Croatian dishes for adults.Methods  The 30 dishes were selected, in accordance with the gastronomic regions defined by Croatian National Tourist Board. The portion sizes were determined using data from the first Croatian national food consumption survey of the adult population, conducted in accordance with the EU Menu methodology. The photographs were validated by comparing them with the actual dishes served to 110 participants over a three-day period. Validity assessment included mean differences between actual and estimated portion sizes using the Wilcoxon signed-rank test, correlations between actual and estimated portion sizes, Bland- Altman limits of agreement, and quadratic weighted Cohen's kappa.Results  Of the 30 selected traditional dishes, no significant differences between actual and estimated portion sizes were observed for 46.7% of dishes, whereas portion sizes were underestimated for 30% and overestimated for 23.3%. For half of the dishes, at least 50% of the estimates were within ±10% of the differences between actual and estimated portion size. Spearman's correlation showed a strong association between actual and estimated portion size for all 30 dishes. Bland-Altman analysis demonstrated good agreement between actual and estimated portion sizes, with low systematic bias and narrow limits of agreement for single-unit and countable dishes. In 66.7% of dishes, more than half of the estimations were correct, while across all 30 dishes the proportion of distant estimations ranged from 0.0 to 31.0%. Quadratic weighted Cohen's kappa indicated almost perfect agreement for 29 dishes and substantial agreement for one dish.Conclusion  These results support the validity of the food photography atlas for estimating portion sizes of traditional dishes among adults in Croatia.
SN  - 2296-861X
ER  -