预测心率变化从心率和步数预测大学生周日的心率变化
概括
机器学习模型可以从心率和步数来估计心率变化 (HRV). 这支持大学生使用可穿戴设备的可访问,即时的压力干预措施.
科学领域:
- 可穿戴技术是可穿戴的技术.
- 生物医学工程 生物医学工程
- 机器学习应用程序 机器学习应用程序
背景情况:
- 大学学生经历高压力和焦虑.
- 即时干预可以帮助管理压力.
- 测量心率变化 (HRV) 的可穿戴设备显示出压力监测的前景.
研究的目的:
- 从易于获取的数据 (心率和步数) 调查估计HRV的可行性.
- 使用代理变量开发和评估用于HRV估计的机器学习模型.
- 评估低成本可穿戴设备在压力管理干预措施中的潜力.
主要方法:
- 在正常工作日活动中从14名大学生收集了201小时的数据.
- 利用在心率 (HR) 和步数上训练的机器学习模型来估计HRV.
- 在预测最高压力时间 (HRV低于第10百分位) 中评估模型性能.
主要成果:
- 机器学习模型在预测最高压力时期方面取得了适度的准确性.
- 模型的性能表明曲线下的面积 (AUC) 为0.746.
- 在识别高压力实例时,获得了60%的灵敏度和80%的特异性.
结论:
- 从HR和步数中估计HRV是压力监测的可行方法.
- 这种方法可以实现大规模的,即时的压力和焦虑干预.
- 研究结果支持在特定人群中使用可访问的可穿戴技术来支持心理健康.
更多相关视频
相关概念视频
Correlation between ECG and Cardiac Cycle
3.2K
The electrical signals recorded on an electrocardiogram (ECG) occur before the mechanical processes of contraction and relaxation during the cardiac cycle.
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
3.2K
Assessment of blood pressure in brachial artery(two-step method)
644
Measuring blood pressure is a fundamental skill in healthcare that aids in diagnosing and monitoring hypertension and other cardiovascular conditions. An aneroid sphygmomanometer, commonly used in clinical settings, offers a manual and precise method for blood pressure measurement. The technique for using this instrument involves specific steps that must be carefully executed to ensure accuracy. The following detailed description outlines a two-step technique for assessing blood pressure using...
644
Assessment of blood pressure in brachial artery(one-step method)
550
This procedural guide systematically measures blood pressure using an oscillometric digital sphygmomanometer, emphasizing accuracy, patient safety, and comfort.
Prepare for the Procedure:
Prepare for the Procedure:
550
Factors Influencing Heart Rate
2.2K
The heart rate, or pulse rate, is a vital indicator of cardiovascular health. It reflects the number of times the heart beats per minute. Various physiological and environmental factors influence heart rate, increasing or decreasing cardiac output. Understanding these factors is crucial for assessing heart function and identifying potential health issues.
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
2.2K
Pulse rhythm
750
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
750
Introduction to Statistics
45.4K
The science of statistics involves collecting, analyzing, interpreting, and presenting data. The method of collecting, organizing, and summarizing data is called descriptive statistics. The systematic method of drawing inferences from the sample data and predicting unknown characteristics of a population is called inferential statistics.
In statistics, the collection of individuals or objects under study is called population. The idea of sampling is to select a portion of the larger population...
In statistics, the collection of individuals or objects under study is called population. The idea of sampling is to select a portion of the larger population...
45.4K


