Innovative machine learning-based prediction of early airway hyperresponsiveness using baseline pulmonary function parameters

Innovative machine learning-based prediction of early airway hyperresponsiveness using baseline pulmonary function parameters

BackgroundThe Bronchial Provocation Test (BPT) is the gold standard for diagnosing airway hyperresponsiveness (AHR) in suspected asthma patients but is time-consuming and resource-intensive. This study explores the potential of baseline pulmonary function parameters, particularly small airway indice...

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Bibliographic Details
Main Authors: Hua Yang, Xingru Zhao, Zhuochang Chen, Lihong Yang, Guihua Zhao, Chenxiao Xu, Jinyi Xu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Medicine
Subjects:
airway hyperresponsiveness
pulmonary function parameters
asthma
predictive model
machine learning
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2025.1611683/full
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https://www.frontiersin.org/articles/10.3389/fmed.2025.1611683/full

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