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Updated: Jun 7, 2025

Multi-Modal Home Sleep Monitoring in Older Adults
07:40

Multi-Modal Home Sleep Monitoring in Older Adults

Published on: January 26, 2019

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集体学习回归以估计睡眠呼吸暂停的严重程度,使用在成年人家庭氧计

Gonzalo C Gutiérrez-Tobal1,2, Daniel Álvarez1,2,3, Fernando Vaquerizo-Villar1

  • 1Biomedical Engineering Group, Universidad de Valladolid, Valladolid, Spain.

Applied soft computing
|November 15, 2024
PubMed
概括

使用一夜间脉冲氧计的新型机器学习模型有效估计呼吸暂停-呼吸暂停指数 (AHI) 来诊断阻塞性睡眠暂停 (OSA). 这种方法在初级保健和临床环境中简化了诊断,提供了一个具有成本效益的解决方案.

关键词:
睡眠心脏健康研究 睡眠健康研究睡眠呼吸暂停 (Sleep Apnea) 是一种疾病.决策曲线分析的方法组合学习组合学习氧度测量方法 氧度测量方法

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Sleep Apnea01:21

Sleep Apnea

Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
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Special considerations while measuring oxygen saturation01:19

Special considerations while measuring oxygen saturation

Assessing respiratory rate concurrently with pulse measurement is fundamental to patient care, providing valuable insights into the patient's respiratory function. The normal breathing rate for an adult usually falls within a normal range of 12 to 20 breaths per minute. Abnormal respiratory rates can signal underlying health conditions or the need for immediate intervention.
Ensuring accuracy in vital sign recordings while prioritizing patient comfort and minimizing anxiety is...
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Respiratory Assessment: Purpose and Indications01:19

Respiratory Assessment: Purpose and Indications

Respiratory assessment is a cornerstone of nursing assessments, crucial for the early detection of patient deterioration. This evaluation transcends routine procedures, representing a critical skill nurses must master to ensure optimal patient care.
Objectives and Importance:
The primary goal of respiratory assessment is to evaluate patients at early risk of clinical deterioration. Since respiratory distress often precedes other signs of declining health, breathing patterns and sounds become a...
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Pulse Oximetry01:24

Pulse Oximetry

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...
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