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A Systematic Review of Nutrition Recommendation Systems: With Focus on Technical Aspects
S Abhari1, R Safdari2, L Azadbakht3
1PhD Candidate, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran.
Nutrition recommendation systems (NRS) effectively aid users in adopting healthier diets. This review highlights hybrid and knowledge-based systems, often using mobile apps, as key to improving nutrition and promoting healthy lifestyles.
Area of Science:
- Nutrition Informatics
- Health Informatics
- Dietary Behavior Change
Background:
- Nutrition informatics offers new avenues for dietitians in healthcare.
- Recommendation systems are key technologies for guiding healthier eating habits.
- This is the first review to examine nutrition recommendation systems (NRS) and their features.
Purpose of the Study:
- To systematically review existing nutrition recommendation systems (NRS).
- To identify and characterize the common features and approaches within NRS.
- To provide insights for the development of effective NRS.
Main Methods:
- A systematic literature review adhering to the PRISMA strategy.
- Searches conducted across major scientific databases (PubMed, Web of Science, Scopus, Embase, IEEE).
- Inclusion/exclusion criteria applied by two independent reviewers, resulting in 25 studies.
Main Results:
- Hybrid recommender systems (40%) and knowledge-based systems (32%) were most prevalent in NRS.
- Rule-based and ontology techniques were frequently employed.
- Mobile applications were the most common platform for NRS deployment (28%).
Conclusions:
- Well-designed and evaluated NRS can significantly improve nutrition and promote healthy lifestyles.
- This review informs nutrition informatics specialists on developing effective NRS.
- NRS represent a valuable tool for public health and personalized nutrition.
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