智能决策支持系统的设计应用于阻断性睡眠呼吸暂停的诊断
Manuel Casal-Guisande1,2, Laura Ceide-Sandoval2, Mar Mosteiro-Añón3,4
1Department of Design in Engineering, University of Vigo, 36208 Vigo, Spain.
Diagnostics (Basel, Switzerland)
|June 10, 2023
概括
一个新的智能系统通过分析患者的健康数据和症状来帮助诊断阻塞性睡眠呼吸暂停 (OSA). 这种决策支持工具在识别有风险的个体方面表现有前途,可能减少诊断延迟.
科学领域:
- 呼吸系统医学 呼吸系统医学
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 阻塞性睡眠呼吸暂停 (OSA) 是一种广泛的呼吸系统疾病,发病率越来越高.
- 对OSA诊断的高需求导致长时间的等待列表和负面的健康影响.
- 目前的诊断途径可能很长,需要改进的查工具.
研究的目的:
- 设计和开发一个智能决策支持系统 (IDSS),用于阻塞性睡眠呼吸暂停 (OSA) 诊断.
- 使用一种新的方法,识别疑似患有OSA的患者.
- 评估IDSS在简化OSA诊断和风险分层方面的潜力.
主要方法:
- 利用机器学习分类算法和级联模糊专家系统.
- 综合异质数据:客观 (EHR) 和主观 (症状) 患者信息.
- 开发了一个软件工件,在阿尔瓦罗·昆奎罗医院的4400名患者的数据集上进行测试.
主要成果:
- 该系统为OSA产生了两个不同的风险指标.
- 风险指标的解释允许进行严重性评估和发出警报.
- 初步测试显示出有希望的结果,表明该系统的潜在效用.
结论:
- 开发的智能决策支持系统显示了改善OSA诊断的潜力.
- 这种工具可以帮助识别患有阻塞性睡眠呼吸暂停风险的患者.
- 该系统提供了一种有希望的方法来管理对OSA诊断的日益增长的需求.
相关概念视频
Sleep Apnea
198
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...
The condition is more prevalent among...
198
Cardiopulmonary Resuscitation II: ACLS Airway Management
25
Airway management is a key skill in emergency and critical care settings, as maintaining a clear airway is essential for adequate oxygenation and ventilation.Head Tilt-Chin Lift TechniqueThe head tilt-chin lift maneuver is an essential technique primarily used in patients without suspected cervical spine injuries. To perform this maneuver, one hand is placed on the patient’s forehead, and gentle pressure is applied backward to tilt the head. The fingertips of the other hand are positioned...
25
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
2.5K
Assessing and diagnosing Chronic Obstructive Pulmonary Disease (COPD) involves a detailed approach that includes a comprehensive review of medical history, physical examination, and a variety of diagnostic tests. This thorough evaluation is essential to ensure an accurate diagnosis and guide effective management strategies.
Medical History
Medical History
2.5K
Physical Assessment of the Respiratory Tract II: Inspection
349
Physical assessment of the respiratory tract through inspection is a crucial step in understanding the patient's respiratory health. It provides insights into the functioning of the respiratory system, the musculoskeletal structure, and even the patient's nutritional status. This comprehensive approach involves observing several vital aspects: chest configuration, breathing patterns, respiratory rates, skin color, and use of accessory muscles.
Chest Configuration
The chest configuration...
Chest Configuration
The chest configuration...
349
Mechanical Ventilation III: Noninvasive Ventilation
158
Noninvasive positive-pressure ventilation (NIPPV), continuous positive airway pressure (CPAP), and bilevel positive airway pressure (BiPAP) are essential methods in respiratory care. These ventilation techniques offer unique benefits for patients with various respiratory conditions, providing adequate support without requiring intubation. Let's explore how each method is crucial in improving patient outcomes and enhancing respiratory therapy.
Noninvasive Positive-Pressure Ventilation...
Noninvasive Positive-Pressure Ventilation...
158
Oxygen Delivering System I: Nasal Cannula and Face Mask
406
The human body requires oxygen to function, and when the natural process of respiration is hindered, external devices, including the following, are needed to help deliver this vital gas.
Nasal Cannula
A nasal cannula is a lightweight tube split at one end into two prongs and placed in the nostrils. It is typically used to deliver low to medium levels of oxygen.
Suggested flow rate: The suggested flow rate for a nasal cannula typically ranges between 1 and 6 L/min.
Oxygen percentage setting:...
Nasal Cannula
A nasal cannula is a lightweight tube split at one end into two prongs and placed in the nostrils. It is typically used to deliver low to medium levels of oxygen.
Suggested flow rate: The suggested flow rate for a nasal cannula typically ranges between 1 and 6 L/min.
Oxygen percentage setting:...
406


