基于心电图和SPO模型的可解释的融合,用于实时检测睡眠呼吸暂停
Tanmoy Paul1,2, Omiya Hassan1, Christina S McCrae3
1Department of Electrical Engineering and Computer Science, University of Missouri, Columbia, MO 65211, USA.
Bioengineering (Basel, Switzerland)
|April 26, 2025
概括
本研究介绍了一种可解释的AI模型,用于使用心电图和SPO2数据检测阻塞性睡眠呼吸暂停 (OSA). 人工智能提供视觉解释,提高了诊断这种常见睡眠障碍的透明度和准确性.
科学领域:
- 生物医学工程 生物医学工程
- 医疗保健中的人工智能
- 睡眠医学 睡眠医学
背景情况:
- 阻塞性睡眠呼吸暂停 (OSA) 是一种具有重大健康风险的普遍疾病.
- 目前通过多睡眠学 (PSG) 进行诊断是资源密集型的,对患者不友好.
- 越来越需要可访问和自动化的OSA检测方法.
研究的目的:
- 开发一种可解释的AI模型,用于实时检测呼吸暂停.
- 使用心电图 (ECG) 和血液氧和 (SpO2) 数据来提高准确性.
- 为人工智能驱动的诊断决策提供视觉解释,提高临床解释性.
主要方法:
- 开发一个集成ECG和SpO2信号的AI模型.
- 实施视觉解释技术,以提高模型的透明度.
- 探索模型融合策略以提高检测性能.
主要成果:
- 合并的AI模型在检测OSA时表现出更高的准确性.
- 视觉解释突出了影响诊断结论的关键信号特征.
- 该模型为OSA检测提供了透明和可解释的见解.
结论:
- 拟议的可解释AI模型为实时OSA检测提供了一个透明和准确的方法.
- 视觉解释增强了临床信任和OSA诊断中的决策.
- 这一进步有可能改善患者护理和早期的OSA管理.
更多相关视频
08:22Author Spotlight: Advancing the Study of Brain-Heart Interplay with a Comprehensive EEGLAB Plugin for Multimodal Signal Analysis
Published on: April 26, 2024
1.6K
04:20Integration of Brain Tissue Saturation Monitoring in Cardiopulmonary Exercise Testing in Patients with Heart Failure
Published on: October 1, 2019
5.7K
相关概念视频
Electrocardiogram
1.6K
An electrocardiogram (ECG or EKG) is a critical diagnostic tool that records the electrical signals produced by the heart during each heartbeat. This recording is achieved through electrodes placed strategically on the arms, legs, and chest. The electrocardiograph amplifies these signals and produces 12 distinct tracings, offering a comprehensive understanding of the heart's electrical activity.
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
1.6K
Pulse Oximetry
286
Pulse oximetry, or SpO2, is a non-invasive method for continuously monitoring arterial oxygen saturation (SaO2). This procedure involves attaching a probe or sensor to the patient's fingertip, forehead, earlobe, or nose bridge. The sensor works by detecting changes in oxygen saturation levels through light signals generated by the oximeter and reflected by the pulsing blood under the probe.
Purpose
Average SpO2 values are greater than 95%. If the readings fall below 90%, it indicates that...
Purpose
Average SpO2 values are greater than 95%. If the readings fall below 90%, it indicates that...
286
Guidelines For Measuring Vital Signs
1.5K
Following these guidelines can help nurses accurately measure vital signs, assess changes in patient conditions, and provide timely treatment when necessary. Adhering closely to the guidelines ensures the accuracy and reliability of the results.
Before taking a patient's vital signs, a nurse would consider and assess the patient's comfort level and ensure appropriate equipment is available.
Before taking a patient's vital signs, a nurse would consider and assess the patient's comfort level and ensure appropriate equipment is available.
1.5K
ECG Interpretation of Rhythms
275
An electrocardiogram (ECG)graphically represents the heart's electrical activity on ECG paper or a monitor.
Components of the Electrocardiogram
The primary components of a normal ECG waveform in Normal sinus rhythm(NSR) include the P wave, PR interval, QRS complex, ST segment, T wave, and occasionally a U wave.
ECG waveforms are divided by vertical and horizontal lines at standard intervals.
The horizontal axis measures time and rate, and the vertical axis measures amplitude or voltage....
Components of the Electrocardiogram
The primary components of a normal ECG waveform in Normal sinus rhythm(NSR) include the P wave, PR interval, QRS complex, ST segment, T wave, and occasionally a U wave.
ECG waveforms are divided by vertical and horizontal lines at standard intervals.
The horizontal axis measures time and rate, and the vertical axis measures amplitude or voltage....
275
Correlation between ECG and Cardiac Cycle
2.8K
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...
2.8K
Pulse rhythm
717
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...
717
