Technological enhancements in personalized dietary management for chronic conditions

Dietary compliance plays a vital role in the control of chronic diseases and influences response to therapy. The rapid development experienced nowadays through smart technology has enabled the personalization of dietary advice to meet individual needs. This paper provides an overview of the current technological solutions to dietary adherence among patients with chronic conditions. With the increasing prevalence of chronic diseases requiring diet-specific interventions, this review encompasses mobile apps and wearables to IoT-based devices and generative intelligence tools, including chatbots, aimed at offering specific guidance as well as providing individualized support for dietary requirements. This review provides an overview of the strengths and limitations of these approaches in real world applications, as well as emerging methodologies that attempt to improve this by focusing on means to personalize dietary management more effectively. The study suggests that technology-enabled dietary interventions can be useful to support chronic disease management and generative artificial intelligence may have a profound effect on the further personalization of dietary guidance. However, issues surrounding regulatory alignment, content validity and long-term user engagement remain to be resolved in order to maximize the tools’ functionality in clinical and home settings.

Authors

Publication Details

Journal
Biomedical Engineering Advances
Published
2025-06-13
DOI
https://doi.org/10.1016/j.bea.2025.100181
Citations
2
Primary Topic
Nutrition, Genetics, and Disease
Type
article
Field-Weighted Citation Impact
3.63
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Technological enhancements in personalized dietary management for chronic conditions

Nermin Eissa, Abdulla Alhosani, Mohammed Ghazal, Mohamad Ramadan et al.
2 citations
Biomedical Engineering Advances
Nutrition, Genetics, and Disease
3.63
article

Technological enhancements in personalized dietary management for chronic conditions

Nermin Eissa, Abdulla Alhosani, Mohammed Ghazal, Mohamad Ramadan, Mohammad Alkhedher, Maha Yaghi, Hadil Salman, Abdalla Gad, Suood Mohammed Alshehhi, Marah Alhalabi, Tania Tahtouh, Salma Elberry, Najla Al Nassar, Dana Abdallah, Sofyan Maghaydah
article en
2 citations

Abstract

Dietary compliance plays a vital role in the control of chronic diseases and influences response to therapy. The rapid development experienced nowadays through smart technology has enabled the personalization of dietary advice to meet individual needs. This paper provides an overview of the current technological solutions to dietary adherence among patients with chronic conditions. With the increasing prevalence of chronic diseases requiring diet-specific interventions, this review encompasses mobile apps and wearables to IoT-based devices and generative intelligence tools, including chatbots, aimed at offering specific guidance as well as providing individualized support for dietary requirements. This review provides an overview of the strengths and limitations of these approaches in real world applications, as well as emerging methodologies that attempt to improve this by focusing on means to personalize dietary management more effectively. The study suggests that technology-enabled dietary interventions can be useful to support chronic disease management and generative artificial intelligence may have a profound effect on the further personalization of dietary guidance. However, issues surrounding regulatory alignment, content validity and long-term user engagement remain to be resolved in order to maximize the tools’ functionality in clinical and home settings.

Biomedical Engineering AdvancesVol. 10
Zero hunger
Openalex Percentile: Top 8%
Nutrition, Genetics, and Disease
3.63
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.