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Image-Based Dietary Energy and Macronutrients Estimation with ChatGPT-5: Cross-Source Evaluation Across Escalating Context Scenarios.

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Title: Image-Based Dietary Energy and Macronutrients Estimation with ChatGPT-5: Cross-Source Evaluation Across Escalating Context Scenarios.
Authors: Rodríguez-Jiménez, Marcela1 (AUTHOR), Martín-del-Campo-Becerra, Gustavo Daniel2 (AUTHOR), Sumalla-Cano, Sandra1,3,4 (AUTHOR), Crespo-Álvarez, Jorge4,5 (AUTHOR) jorge.crespo@uneatlantico.es, Elio, Iñaki1,5,6,7 (AUTHOR) inaki.elio@uneatlantico.es
Source: Nutrients. Nov2025, Vol. 17 Issue 22, p3613. 38p.
Document Type: Article
Author Affiliations: 1Research Group on Foods, Nutritional Biochemistry and Health, Universidad Europea del Atlántico, 39011 Santander, Spain
2German Aerospace Center (DLR), 82234 Weßling, Germany
3Faculty of Health Sciences, Universidade do Cuanza, Cuito EN250, Bié, Angola
4Faculty of Health Sciences, Universidad de La Romana, La Romana 22000, Dominican Republic
5Higher Polytechnic School, Universidad Europea del Atlántico, 39011 Santander, Spain
6Faculty of Health Sciences, Universidad Internacional Iberoamericana, Arecibo, PR 00613, USA
7Department of Health, Nutrition and Sport, Universidad Internacional Iberoamericana, Campeche 24560, Mexico
Full Text Word Count: 11161
ISSN: 2072-6643
DOI: 10.3390/nu17223613
Accession Number: 189674046
Database: Veterinary Source
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ISSN:20726643
DOI:10.3390/nu17223613