Prediction of brain metastasis progression after stereotactic radiosurgery: sensitivity to changing the definition of progression

Variability in the definition of BM progression has a measurable impact on the performance of an MRI radiomic-based ML model predicting post-SRS progression. A consistent, clinically relevant definition of post-SRS progression across studies would enable robust comparison of proposed ML systems, thereby accelerating progress in this field.

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Publication Details

Journal
Journal of Medical Imaging
Published
2025-04-08
DOI
https://doi.org/10.1117/1.jmi.12.2.024504
Primary Topic
Brain Metastases and Treatment
Type
article
Field-Weighted Citation Impact
0.00

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article

Prediction of brain metastasis progression after stereotactic radiosurgery: sensitivity to changing the definition of progression

Robert Policelli, Terence Tang, Andrew Leung, David A. DeVries et al.
Journal of Medical Imaging
Brain Metastases and Treatment
article

Prediction of brain metastasis progression after stereotactic radiosurgery: sensitivity to changing the definition of progression

Robert Policelli, Terence Tang, Andrew Leung, David A. DeVries, Ghada Alqaidy, Ali Albweady, Joanna Laba, Aaron D. Ward
article en

Abstract

Variability in the definition of BM progression has a measurable impact on the performance of an MRI radiomic-based ML model predicting post-SRS progression. A consistent, clinically relevant definition of post-SRS progression across studies would enable robust comparison of proposed ML systems, thereby accelerating progress in this field.

Journal of Medical ImagingVol. 12(02)
Western University (CA), Qassim University (SA), London Health Sciences Centre (CA), King Fahd Armed Forces Hospital (SA)
Canadian Institutes of Health Research
Openalex Percentile: Top 89%
Brain Metastases and Treatment
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