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Updated: Sep 13, 2025

Drug-Induced Sleep Endoscopy DISE with Target Controlled Infusion TCI and Bispectral Analysis in Obstructive Sleep Apnea
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人工智能用于阻塞性睡眠呼吸暂停检测的诊断准确性:系统性审查

Sara Haghighat1,2, Muhammed Joghatayi3, Julien Issa2,4

  • 1Department of Dentistry and Oral Health, Aarhus University, Aarhus, Denmark.

BMC medical informatics and decision making
|July 29, 2025
PubMed
概括

人工智能 (AI) 模型对诊断阻塞性睡眠呼吸暂停 (OSA) 有前途,为多睡眠学提供了潜在的替代方案. 深度学习和混合人工智能模型在检测OSA方面表现出高准确性,尽管需要进一步的研究才能广泛用于临床.

关键词:
人工智能的人工智能是人工智能.深度学习是一种深度学习.诊断的准确性 诊断的准确性机器学习 机器学习阻塞性睡眠呼吸暂停症是什么

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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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Receiver Operating Characteristic Plot01:15

Receiver Operating Characteristic Plot

A ROC (Receiver Operating Characteristic) plot is a graphical tool used to assess the performance of a binary classification model by illustrating the trade-off between sensitivity (true positive rate) and specificity (false positive rate). By plotting sensitivity against 1 - specificity across various threshold settings, the ROC curve shows how well the model distinguishes between classes, with a curve closer to the top-left corner indicating a more accurate model. The area under the ROC curve...
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Physical Assessment of the Respiratory Tract II: Inspection

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...
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