Development of a predictive model for pneumothorax after microwave ablation based on radiomics and clinical baseline data

Compared with the individual models, the predictive model developed by combining radiomic and clinical baseline data demonstrated superior diagnostic performance in predicting pneumothorax after microwave ablation. By incorporating additional multimodal data and clinical factors in the future, this model has the potential to serve as a more accurate predictive tool in clinical practice.

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Publication Details

Journal
BMC Pulmonary Medicine
Published
2025-08-15
DOI
https://doi.org/10.1186/s12890-025-03850-3
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
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article

Development of a predictive model for pneumothorax after microwave ablation based on radiomics and clinical baseline data

Lei Chen, Xiao Xie, C Meng, Hong Li et al.
BMC Pulmonary Medicine
Radiomics and Machine Learning in Medical Imaging
article

Development of a predictive model for pneumothorax after microwave ablation based on radiomics and clinical baseline data

Lei Chen, Xiao Xie, C Meng, Hong Li, Kun Li, Liang Zheng
article en

Abstract

Compared with the individual models, the predictive model developed by combining radiomic and clinical baseline data demonstrated superior diagnostic performance in predicting pneumothorax after microwave ablation. By incorporating additional multimodal data and clinical factors in the future, this model has the potential to serve as a more accurate predictive tool in clinical practice.

BMC Pulmonary MedicineVol. 25(1)
Soochow University (CN), The First People's Hospital of Changzhou (CN), Changzhou Third People's Hospital (CN)
Good health and well-being
Openalex Percentile: Top 70%
Radiomics and Machine Learning in Medical Imaging
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Development of a predictive model for pneumothorax after microwave ablation based on radiomics and clinical baseline data — Lei Chen, Xiao Xie, et al. · BMC Pulmonary Medicine (2025) | TGRS Research Map | TGRS