基于人工智能的家庭营养推系统:促进地中海饮食
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.
Nutrients
|December 31, 2025
概括
该SWITCHtoHEALTHY人工智能系统为家庭创建个性化的地中海饮食食计划,达到90%的准确性. 这为忙碌的家庭提供了更健康,更可持续的饮食习惯.
科学领域:
- 营养科学 营养科学
- 人工智能的人工智能
- 家庭健康 家庭健康
背景情况:
- 由于时间限制,现代家庭在健康,可持续的饮食中扎.
- 地中海饮食 (MD) 提供了健康和环境的好处,但很难实施.
- 现有的系统缺乏个性化,以家庭为中心的MD计划.
研究的目的:
- 提出并验证基于人工智能的SWITCHtoHEALTHY家庭营养推系统.
- 为了生成个性化的饮食计划,符合地中海饮食指南的家庭.
- 评估系统的准确性和遵守营养规则.
主要方法:
- 开发了两个AI推引擎:一个用于成人,一个用于儿童.
- 使用经过专家验证的地中海食品数据集和基于MD的营养规则.
- 经过验证的系统与现实世界的家庭干预数据.
主要成果:
- 在生成符合MD饮食规则的家庭餐饮计划时实现了90%的准确性.
- 成人推者在卡路里和营养含量估计中的准确度超过了90%.
- 证明成功地将学校菜单选项集成到儿童计划中.
结论:
- 基于人工智能的推系统显示了促进更健康,更可持续的家庭饮食的潜力.
- 该SWITCHtoHEALTHY系统有效地生成个性化,营养平衡的MD饮食计划.
- 人工智能可以帮助克服家庭一致遵守MD的障碍.
相关概念视频
Dietary Connections
61.3K
In biological systems, most metabolic pathways are interconnected. The cellular respiration processes that convert glucose to ATP—such as glycolysis, pyruvate oxidation, and the citric acid cycle—tie into those that break down other organic compounds. As a result, various foods—from apples to cheese to guacamole—end up as ATP. In addition to carbohydrates, food also contains proteins and lipids—such as cholesterol and fats. All of these organic compounds are used...
61.3K
Regulation of Food Intake
2.2K
Short-term regulation of food intake primarily involves neural signals from the gastrointestinal (GI) tract, blood nutrient levels, and GI tract hormones. Communication between the gut and brain via vagal nerve fibers plays a significant role in evaluating the contents of the gut. Clinical studies have shown that protein ingestion produces a more prolonged response in these nerve fibers compared to an equivalent amount of glucose. Additionally, the activation of stretch receptors caused by GI...
2.2K
Parentral Nutrition: Centeral and Peripheral Parental Nutrition
679
Parenteral Nutrition (PN) delivers essential nutrients directly into the bloodstream, bypassing the digestive system. It is commonly used for individuals with severe digestive disorders or conditions that prevent normal nutrient absorption.
PN can be administered through two primary routes:
1. Central Parenteral Nutrition (CPN):
CPN involves delivering a high concentration of nutrients through a large vein. This is typically achieved using a Peripherally Inserted Central Catheter (PICC) or,...
PN can be administered through two primary routes:
1. Central Parenteral Nutrition (CPN):
CPN involves delivering a high concentration of nutrients through a large vein. This is typically achieved using a Peripherally Inserted Central Catheter (PICC) or,...
679
Lipids: Dietary Sources and Requirements
1.8K
Lipids are an essential component of a balanced human diet. Triglycerides, which make up the majority of dietary lipids, are found in both saturated fats—commonly present in meat, dairy products, and certain tropical plants like coconut, and hydrogenated oils such as margarine and baking shortenings (trans fats)—and unsaturated fats, which are abundant in seeds, nuts, olive oil, and most vegetable oils. The main sources of cholesterol include egg yolks, various meats and organ...
1.8K
Proteins: Dietary Sources and Requirements
1.3K
Consuming animal-based products offers high-quality proteins that contain optimal levels and combinations of essential amino acids, crucial for tissue repair and growth. Foods like eggs, milk, fish, and most meats are a source of complete proteins. Legumes and cereals are abundant in proteins; however, they typically lack a full range of essential amino acids. As a result, they are considered incomplete protein sources. Some plant sources like soybeans, quinoa, and amaranth do contain complete...
1.3K
Inflammatory Bowel Disease III: Diagnostic Studies and Management I-Nutritional Therapy
609
Various diagnostic tests are employed in the diagnostic process for Inflammatory Bowel Disease (IBD), particularly to differentiate between Crohn's disease and ulcerative colitis.
Diagnostic studies
A colonoscopy is the definitive screening test, distinguishing ulcerative colitis from other colon diseases with similar symptoms. During a colonoscopy test, inflamed mucosa with exudate ulcerations can be observed, and biopsies are taken to determine the histologic characteristics of the...
Diagnostic studies
A colonoscopy is the definitive screening test, distinguishing ulcerative colitis from other colon diseases with similar symptoms. During a colonoscopy test, inflamed mucosa with exudate ulcerations can be observed, and biopsies are taken to determine the histologic characteristics of the...
609


