Litcius/Paper detail

Using machine learning for early detection of chronic obstructive pulmonary disease: a narrative review

Xueting Shen, Huanbing Liu

2024Respiratory Research24 citationsDOIOpen Access PDF

Abstract

Chronic obstructive pulmonary disease (COPD) is a prevalent respiratory disease and ranks third in global mortality rates, imposing a significant burden on patients and society. This review looks at recent research, both domestically and abroad, on the application of machine learning (ML) for early COPD screening. The review discusses the practical application, key optimization points, and prospects of ML techniques in early COPD screening. The aim is to establish a scientific foundation and reference framework for future research and the development of screening strategies.

Topics & Concepts

Pulmonary diseaseNarrativeMedicineNarrative reviewComputer scienceIntensive care medicineData scienceInternal medicineLinguisticsPhilosophyChronic Obstructive Pulmonary Disease (COPD) ResearchPhonocardiography and Auscultation TechniquesHealthcare Systems and Public Health