Multicenter, Scan-Rescan, Human and Machine Learning CMR Study to Test Generalizability and Precision in Imaging Biomarker Analysis: A Solid Basis for Future Work

Affiliations

Editorial

Patrick M Colletti. Circ Cardiovasc Imaging. 2019 Oct.

. 2019 Oct;12(10):e009759.

doi: 10.1161/CIRCIMAGING.119.009759. Epub 2019 Sep 24.

¹ Department of Radiology, Keck School of Medicine of USC, Keck Medical Center of USC, University of Southern California, Los Angeles, CA.

No abstract available

Keywords: Editorials cardiovascular magnetic resonance; ejection fraction; machine learning; mass; neural network; reproducibility.

Comment on

A Multicenter, Scan-Rescan, Human and Machine Learning CMR Study to Test Generalizability and Precision in Imaging Biomarker Analysis.
Bhuva AN, Bai W, Lau C, Davies RH, Ye Y, Bulluck H, McAlindon E, Culotta V, Swoboda PP, Captur G, Treibel TA, Augusto JB, Knott KD, Seraphim A, Cole GD, Petersen SE, Edwards NC, Greenwood JP, Bucciarelli-Ducci C, Hughes AD, Rueckert D, Moon JC, Manisty CH. Bhuva AN, et al. Circ Cardiovasc Imaging. 2019 Oct;12(10):e009214. doi: 10.1161/CIRCIMAGING.119.009214. Epub 2019 Sep 24. Circ Cardiovasc Imaging. 2019. PMID: 31547689