This paper presents the design and development of a Cardiovascular Patients’ Nutrition Assessment Web Application with a Hybrid Recommender System, developed for Malabon Hospital and Medical Clinic. The primary objective of the system is to support both patients and healthcare providers in monitoring nutritional status and improving dietary management for individuals with cardiovascular conditions. The application was implemented using the Laravel framework and features a simple, user-friendly interface that facilitates interaction among patients, clinicians, and nutritionists. The recommender system integrates rule-based logic with intelligent recommendation techniques to generate persona... More >