年轻风湿患者的日常生活活动数据集来自可穿戴设备的数据
IEEE journal of biomedical and health informatics
|August 11, 2025
概括
研究人员为患有慢性疾病的儿童创建了一个新的可穿戴传感器数据集. 这些数据使机器学习能够使用活动识别来远程监测疾病进展.
科学领域:
- 生物医学工程 生物医学工程
- 临床信息学 临床信息学
- 儿科风湿病学 儿科风湿病学
背景情况:
- 可穿戴传感器越来越多地用于临床评估.
- 穿戴设备的活动识别显示了监测慢性疾病进展的潜力.
- 使用可穿戴设备的儿科慢性疾病现有的数据集很少.
研究的目的:
- 介绍和描述使用可穿戴加速计从患有慢性疾病的儿科患者收集的新型数据集.
- 促进机器学习模型的开发,以便客观地远程评估慢性疾病的严重程度和进展.
- 为了解决儿童可穿戴传感器研究数据的有限可用性.
主要方法:
- 使用FDA批准的可穿戴加速度计,放置在手腕和脚上收集数据.
- 包括2-18岁的患有慢性疾病的儿科患者和年龄相匹配的健康对照.
- 与医疗专家合作,选择日常生活活动,以捕捉与疾病相关的功能能力.
主要成果:
- 创建了一个新的,公开可访问的,来自慢性疾病的儿科患者的可穿戴传感器数据数据集.
- 该数据集捕捉了与慢性疾病引起的潜在功能障碍相关的日常生活活动.
- 本资源支持用于疾病监测的先进机器学习算法的开发.
结论:
- 本文所介绍的数据集是科学界开发儿童慢性病管理创新方法的宝贵资源.
- 能够对疾病的严重程度和进展进行远程,客观和非侵入性评估.
- 促进进一步的研究,利用可穿戴技术为儿科医疗保健.
相关概念视频
Rheumatic Heart Disease I: Introduction
40
Rheumatic heart disease or RHD is a chronic condition that results from rheumatic fever, causing permanent damage to the heart valves.Etiology and Risk FactorsIt primarily arises from rheumatic fever, an inflammatory disease that can develop after untreated or inadequately treated group A streptococcal (GAS) pharyngitis. Streptococcus spreads through direct contact with oral or respiratory secretions. While the bacteria are the causative agents, factors like malnutrition, overcrowding, poor...
40
Rheumatic Heart Disease II: Clinical Manifestations and Diagnostic Studies
57
The key clinical manifestations of Rheumatic heart disease (RHD) include several distinct cardiac symptoms.Carditis, a hallmark of acute rheumatic fever, involves inflammation of the heart's endocardium, myocardium, and pericardium. Chronic RHD often results from recurrent episodes of carditis. Its symptoms include the following:Murmurs are caused by valvular damage, especially to the mitral and aortic valves. Mitral stenosis or regurgitation is common, with characteristic heart murmurs...
57
Rheumatic Heart Disease III: Medical Management
32
Rheumatic heart disease (RHD) management can be divided into two main strategies: prevention and long-term management.Primary PreventionPrimary prevention focuses on timely diagnosis and management of group A streptococcal pharyngitis to prevent acute rheumatic fever. The most widely used antibiotic for treating this condition is intramuscular benzathine penicillin G.Acute Rheumatic Fever TreatmentThe primary treatment goal for a patient diagnosed with acute rheumatic fever is to suppress the...
32
Rheumatic Heart Disease IV: Nursing Management
38
AssessmentA comprehensive assessment is essential in managing a patient with rheumatic heart disease (RHD). Begin with obtaining a detailed medical history, including recent streptococcal infections, a history of rheumatic fever, or previously diagnosed rheumatic heart disease. Assess the patient for symptoms such as fever, chest pain, widespread joint pain (arthralgia), tachycardia, pericardial friction rub, muffled heart sounds, heart murmurs, peripheral edema, subcutaneous nodules, and...
38
Holter Monitor: 24-Hour Monitoring
285
Holter monitoring is a continuous electrocardiography (ECG) recording that tracks the heart's electrical activity over an extended period, generally 24 to 48 hours. This noninvasive diagnostic tool detects irregular heart rhythms that may not be captured during a standard ECG performed in a clinical setting.DeviceThe Holter monitor is a portable, small device connected to several electrodes on the patient's chest. These electrodes detect the heart's electrical signals and transmit them to the...
285
Assessment of radial pulse
1.0K
Assessment of Radial Pulse
The radial pulse, located at the wrist, is often the preferred site for assessing peripheral pulse because of its accessibility and dependability. The process of determining the radial pulse involves several steps:
The radial pulse, located at the wrist, is often the preferred site for assessing peripheral pulse because of its accessibility and dependability. The process of determining the radial pulse involves several steps:
1.0K


