人工智能驱动的慢性阻塞性肺病检测技术-一篇评论
Abdul Rahaman Wahab Sait1,2, Mujeeb Ahmed Shaikh2,3
1Department of Archives and Communication, Center of Documentation and Administrative Communication, King Faisal University, P.O. Box 400, Hofuf 31982, Saudi Arabia.
Diagnostics (Basel, Switzerland)
|October 29, 2025
概括
人工智能 (AI) 可以通过使用各种数据提高慢性阻塞性肺病 (COPD) 诊断. 本综述综合了用于COPD检测的AI框架,确定局限性并提出未来研究方向,以提高概括性和公平性.
科学领域:
- 呼吸系统医学 呼吸系统医学
- 医疗信息学 医疗信息学
- 人工智能的人工智能
背景情况:
- 慢性阻塞性肺病 (COPD) 是全球主要的健康负担,传统的诊断需要专门的资源.
- 人工智能 (AI) 通过整合各种数据模式,为改善COPD诊断提供了潜力.
- 现有的审查通常集中在单个数据类型上,缺乏对COPD人工智能模型解释性和解释性的洞察力.
研究的目的:
- 系统地审查用于COPD识别的AI驱动框架.
- 在AI驱动的COPD诊断中分析数据模式,方法创新和评估策略.
- 为了确定报告的局限性,潜在的偏见,以及人工智能辅助的COPD检测的未来研究需求.
主要方法:
- 系统的文献搜索,遵循系统审查和元分析 (PRISMA) 准则的首选报告项目.
- 从1978年记录的初始数据库中包括22项研究.
- 分析重点是数据模式,人工智能方法,绩效评估和研究局限性.
主要成果:
- 人工智能框架在特定的COPD检测环境中显示出高性能.
- 大多数审查的研究都是回顾性的,缺乏多样性和外部/前性验证.
- 在目前的COPD人工智能模型中,发现了关于概括性和潜在偏差的重大局限性.
结论:
- 人工智能有望提高COPD诊断,但目前的研究面临普遍性挑战.
- 人工智能模型需要前性,多中心和多民族的验证.
- 未来的研究应该优先开发公平和广泛适用的COPD人工智能辅助诊断工具.
相关概念视频
01:27Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
3.1K
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
3.1K
01:20Chronic Obstructive Pulmonary Disease-I: Introduction
3.5K
Chronic Obstructive Pulmonary Disease (COPD) is a long-lasting respiratory condition requiring continuous attention and care. It is a progressive lung disease that leads to breathing challenges due to airflow obstruction. It manifests as persistent respiratory symptoms and restricted airflow resulting from abnormalities in the airways and alveoli, usually due to long-term exposure to harmful particles or gases. COPD mainly consists of two primary conditions: emphysema and chronic bronchitis.
3.5K
01:29Chronic Obstructive Pulmonary Disease-V: Management
3.1K
Managing Chronic Obstructive Pulmonary Disease (COPD) involves a multifaceted approach to reduce symptoms, prevent exacerbations, improve overall health status, and slow disease progression. Key strategies include lifestyle modifications, pharmacotherapy, supportive therapies, and, in some cases, surgery. Here is an overview of the primary COPD management strategies:
Smoking Cessation
Smoking Cessation
3.1K
01:22Chronic Obstructive Pulmonary Disease
2.2K
COPD is defined as a heterogeneous lung condition marked by persistent respiratory symptoms such as dyspnea, cough, and sputum production, caused by abnormalities in the airways that cause airflow obstruction.
Smoking is a primary risk factor for COPD, with over 80% of patients having a history of it. Patients typically experience progressive dyspnea or labored breathing, frequent coughing, and recurrent pulmonary infections. Many eventually succumb to respiratory failure, characterized by...
Smoking is a primary risk factor for COPD, with over 80% of patients having a history of it. Patients typically experience progressive dyspnea or labored breathing, frequent coughing, and recurrent pulmonary infections. Many eventually succumb to respiratory failure, characterized by...
2.2K
01:30Chronic Obstructive Pulmonary Disease-V: Nursing Management
5.0K
Nursing management of Chronic Obstructive Pulmonary Disease (COPD) is crucial for providing thorough care and support to patients. Nurses play an integral role in this process through detailed assessment, careful planning, targeted interventions, and ongoing evaluation. Here's an overview of the critical steps in nursing management for COPD.
Assessment
Assessment
5.0K
01:20Chronic Obstructive Pulmonary Disease-II: Pathophysiology
4.2K
Chronic Obstructive Pulmonary Disease (COPD) pathophysiology is intricate and multifaceted, involving a complex interplay of physiological processes. Understanding these mechanisms is crucial for effectively managing and treating COPD. Here is an in-depth look at the critical elements in the pathophysiology of COPD:
Chronic Inflammation
Chronic Inflammation
4.2K