AI4FoodDB:通过可穿戴设备和人工智能实现个性化的电子健康营养和生活方式的数据库
Sergio Romero-Tapiador1, Blanca Lacruz-Pleguezuelos2, Ruben Tolosana1
1Biometrics and Data Pattern Analytics Laboratory, Universidad Autonoma de Madrid, Calle Francisco Tomas y Valiente, 11, Campus de Cantoblanco, Madrid 28049, Spain.
概括
AI4Food数据库 (AI4FoodDB) 将来自减肥干预的各种数据集中起来,包括生物样本,传感器数据和问卷. 这个资源支持人工智能驱动的个性化营养和精确健康研究.
科学领域:
- 营养科学 营养科学
- 生物医学信息学 生物医学信息学
- 人工智能的人工智能
背景情况:
- 与饮食有关的疾病的增长率需要改善营养指导.
- 个性化营养使用个人数据提供量身定制的饮食和生活方式策略.
- 技术的进步使得大规模的数据收集成为健康洞察的工具.
研究的目的:
- 引入AI4Food数据库 (AI4FoodDB),这是个性化营养研究的新资源.
- 详细说明营养减肥干预期间收集的综合数据集.
- 突出AI4FoodDB在精密健康领域推进人工智能的潜力.
主要方法:
- 在1个月的减肥干预中,从100名超重/肥胖参与者收集了数据.
- 采集的生物样本,人体测量测量,生活方式/营养问卷和连续的数字数据.
- 集成的传统和新型数字方法来获取数据,包括食品图像和可穿戴传感器数据.
主要成果:
- AI4FoodDB是第一个集中食物图像,可穿戴传感器数据,验证问卷和生物样本的公共数据库.
- 该数据库包含多模式数据,可对健康和生活方式因素进行全面分析.
- 促进对个性化护理,生物标志物发现和数字终点的研究.
结论:
- AI4FoodDB提供了一个独特而有价值的资源,用于推进人工智能技术在个性化的营养.
- 综合数据具有产生新假设和理解影响健康结果的因素相互作用的巨大潜力.
- 支持数据驱动方法的发展,以实现精确的健康和改善营养建议.
相关概念视频
01:30Health Information Technology and Healthcare Information System
874
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
874
01:29Issues And Trends In Healthcare Delivery System
5.7K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.7K
01:19Purpose of Health Records II
995
Health records serve various essential purposes in the healthcare system. Here are some key purposes:
995
01:23Dietary Connections
51.3K
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...
51.3K
01:24Obesity
539
The Body Mass Index (BMI) is a numerical value derived from a person's weight and height, used to categorize individuals into weight ranges. It is calculated using the formula: weight in kilograms divided by height in meters squared. Obesity is a health condition characterized by excessive accumulation of adipose tissue that poses health risks, often diagnosed with a BMI ≥ 30. This excess fat storage occurs when surplus dietary calories are converted into triglycerides and stored in...
539