Meningioma MRI radiomics and machine learning: systematic review, quality score assessment, and meta-analysis.

Machine learning and radiomics have been proposed for multiple applications in the imaging of meningiomas, with promising results for preoperative lesion grading. However, future studies with adequate standardization and higher methodological quality are required prior to their introduction in clinical practice.