A novel CT-based edema grading system combined with machine learning for precise prognostic prediction in traumatic brain injury

The ML model incorporating the novel A5(+ 1) CT edema grading system enables precise prognostic prediction for TBI patients. This integrated approach provides a quantitative and dynamic assessment of edema severity, outperforming traditional scoring systems and offering a valuable tool for risk stratification and clinical decision-making.

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Publication Details

Journal
European journal of medical research
Published
2025-11-10
DOI
https://doi.org/10.1186/s40001-025-03441-2
Citations
1
Primary Topic
Traumatic Brain Injury and Neurovascular Disturbances
Type
article
Field-Weighted Citation Impact
1.39
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article

A novel CT-based edema grading system combined with machine learning for precise prognostic prediction in traumatic brain injury

Yiwei Lv, Pei Han, Xiaoqing Jin, Zhongsheng Lu et al.
1 citations
European journal of medical research
Traumatic Brain Injury and Neurovascular Disturbances
1.39
article

A novel CT-based edema grading system combined with machine learning for precise prognostic prediction in traumatic brain injury

Yiwei Lv, Pei Han, Xiaoqing Jin, Zhongsheng Lu, Zhiqiang Luo
article en
1 citations

Abstract

The ML model incorporating the novel A5(+ 1) CT edema grading system enables precise prognostic prediction for TBI patients. This integrated approach provides a quantitative and dynamic assessment of edema severity, outperforming traditional scoring systems and offering a valuable tool for risk stratification and clinical decision-making.

European journal of medical researchVol. 30(1)
Qinghai University (CN), Qinghai Provincial Peoples Hospital (CN)
Openalex Percentile: Top 14%
Traumatic Brain Injury and Neurovascular Disturbances
1.39
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