Evaluation of CT and MRI Radiomics for an Early Assessment of Diffuse Axonal Injury in Patients with Traumatic Brain Injury Compared to Conventional Radiological Diagnosis

MRI- and CT-based radiomics analysis is feasible for the assessment of DAI. The radiomics classifier achieved equivalent performance rates as visual radiological image diagnosis. Especially a radiomics based CT classifier can be of clinical value as a screening and AI-based decision support tool for patients with TBI.

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Publication Details

Journal
Clinical Neuroradiology
Published
2025-03-07
DOI
https://doi.org/10.1007/s00062-025-01507-6
Citations
3
Primary Topic
Advanced X-ray and CT Imaging
Type
article
Field-Weighted Citation Impact
2.02

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article

Evaluation of CT and MRI Radiomics for an Early Assessment of Diffuse Axonal Injury in Patients with Traumatic Brain Injury Compared to Conventional Radiological Diagnosis

Martin Köcher, Stefan Josef Grau, Roland Goldbrunner, Lenhard Pennig et al.
3 citations
Clinical Neuroradiology
Advanced X-ray and CT Imaging
2.02
article

Evaluation of CT and MRI Radiomics for an Early Assessment of Diffuse Axonal Injury in Patients with Traumatic Brain Injury Compared to Conventional Radiological Diagnosis

Martin Köcher, Stefan Josef Grau, Roland Goldbrunner, Lenhard Pennig, Marc Schlamann, Robin Gutsche, Christian Nelles, Christina Hamisch, Philipp Lohmann, Enrico Budzejko, Anna-Katharina Meißner
article en
3 citations

Abstract

MRI- and CT-based radiomics analysis is feasible for the assessment of DAI. The radiomics classifier achieved equivalent performance rates as visual radiological image diagnosis. Especially a radiomics based CT classifier can be of clinical value as a screening and AI-based decision support tool for patients with TBI.

Clinical NeuroradiologyVol. 35(3)
Forschungszentrum Jülich (DE), University Hospital Cologne (DE), Klinikum Fulda (DE), RWTH Aachen University (DE)
Universitätsklinikum Köln
Openalex Percentile: Top 15%
Advanced X-ray and CT Imaging
2.02
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Evaluation of CT and MRI Radiomics for an Early Assessment of Diffuse Axonal Injury in Patients with Traumatic Brain Injury Compared to Conventional Radiological Diagnosis — Martin Köcher, Stefan Josef Grau, et al. · Clinical Neuroradiology (2025) | TGRS Research Map | TGRS