CT and MRI radiomics in cardiovascular risk prediction: a systematic review and meta-analysis by the EuSoMII Radiomics Auditing Group

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Radiomics extracts mineable feature data from biomedical images, revealing patterns not visible to the human eye.
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The application of radiomics in cardiovascular imaging supports the diagnosis and prediction of myocardial and cardiovascular diseases.
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A systematic review revealed a low median radiomics quality score of 7, indicating poor methodological quality in cardiovascular studies.
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The METhodological RadiomICs Score (METRICS) was introduced to improve the quality and reproducibility of radiomics research.
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This study aims to evaluate the diagnostic accuracy of radiomics in cardiac imaging and assess study quality using the METRICS score.

European Radiology

by Armando Ugo Cavallo, Andrea Ponsiglione, Bernardo Pereira, Carlo Di Donna, Emmanouil Koltsakis, Federica Vernuccio, Mario Laudazi, Roberto Cannella, Salvatore Claudio Fanni, Tugba Akinci D’Antonoli, Renato Cuocolo
December 24, 2025

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