Machine Learning-Based Model for Predicting Severe Exacerbations in Adult-Onset Type 2 Inflammatory Asthma

We have developed and established a prediction model for severe exacerbations of adult-onset type 2 inflammatory asthma using the LightGBM machine learning approach, which exhibits good predictive performance. This model can aid in the early prediction and prevention of severe exacerbations of adult-onset type 2 inflammatory asthma.

Authors

Fei Shi (ORCID: https://orcid.org/0000-0002-9082-9140)
Huaxiang Ling
JunJie Dai
Rongchang Chen (ORCID: https://orcid.org/0000-0001-7642-3921)
Yaqin Liu (ORCID: https://orcid.org/0000-0003-2335-7988)

Institutions

Jinan University (CN)
Guangdong Medical College (CN)
Southern University of Science and Technology (CN)

Publication Details

Journal: Respiration
Published: 2025-03-31
DOI: https://doi.org/10.1159/000545039
Citations: 1
Primary Topic: Machine Learning in Healthcare
Type: article
Field-Weighted Citation Impact: 2.48

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article

Machine Learning-Based Model for Predicting Severe Exacerbations in Adult-Onset Type 2 Inflammatory Asthma

Fei Shi, Huaxiang Ling, JunJie Dai, Rongchang Chen et al.

Mar 31, 2025

1 citations

Respiration

Machine Learning in Healthcare

2.48

article

Machine Learning-Based Model for Predicting Severe Exacerbations in Adult-Onset Type 2 Inflammatory Asthma

Fei Shi, Huaxiang Ling, JunJie Dai, Rongchang Chen, Yaqin Liu

March 31, 2025article en

1 citations

Abstract

We have developed and established a prediction model for severe exacerbations of adult-onset type 2 inflammatory asthma using the LightGBM machine learning approach, which exhibits good predictive performance. This model can aid in the early prediction and prevention of severe exacerbations of adult-onset type 2 inflammatory asthma.

RespirationVol. 104(8)

Jinan University (CN), Guangdong Medical College (CN), Southern University of Science and Technology (CN)

Openalex Percentile: Top 11%

Machine Learning in Healthcare

2.48

DOI Source OpenAlex

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Machine Learning-Based Model for Predicting Severe Exacerbations in Adult-Onset Type 2 Inflammatory Asthma — Fei Shi, Huaxiang Ling, et al. · Respiration (2025) | TGRS Research Map | TGRS