Accuracy of AI-Based Nutrient Estimation from Standardized Hospital Meal Images: A Comparison with Registered Dietitians

Current AI tools show potential for caloric and carbohydrate monitoring but struggle with lipid and protein density. These findings emphasize the need for human-AI collaboration ("human-in-the-loop") and the integration of cooking metadata to improve clinical utility in geriatric nutrition.