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SWITCHtoHEALTHY AI-Based Family Nutrition Recommendation System: Promoting the Mediterranean Diet
Kyriakos Kalpakoglou1, Perla Degli Innocenti2, Federica Bergamo2
1Visual Computing Laboratory (VCL), Information Technologies Institute (ITI), Centre for Research and Technology Hellas (CERTH), 570 01 Thessaloniki, Greece.
The SWITCHtoHEALTHY AI system creates personalized Mediterranean diet meal plans for families, achieving 90% accuracy. This supports healthier, sustainable eating habits for busy households.
Area of Science:
- Nutrition Science
- Artificial Intelligence
- Family Health
Background:
- Modern families struggle with healthy, sustainable diets due to time constraints.
- The Mediterranean diet (MD) offers health and environmental benefits but is challenging to implement.
- Existing systems lack personalized, family-focused MD planning.
Purpose of the Study:
- To present and validate the SWITCHtoHEALTHY AI-based Family Nutrition Recommendation System.
- To generate personalized meal plans aligned with Mediterranean diet guidelines for families.
- To assess the system's accuracy and adherence to nutritional rules.
Main Methods:
- Developed two AI recommendation engines: one for adults and one for children.
- Utilized an expert-validated Mediterranean food dataset and MD-based nutritional rules.
- Validated systems with real-world family intervention data.
Main Results:
- Achieved 90% accuracy in generating family meal plans meeting MD dietary rules.
- The adult recommender exceeded 90% accuracy in calorie and nutrient content estimation.
- Demonstrated successful integration of school menu options for children's plans.
Conclusions:
- AI-based recommendation systems show potential for promoting healthier, sustainable family diets.
- The SWITCHtoHEALTHY system effectively generates personalized, nutritionally balanced MD meal plans.
- AI can help overcome barriers to consistent MD adherence in households.
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