Research ArticleArtificial Intelligence
Impact of SUSAN Denoising and ComBat Harmonization on Machine Learning Model Performance for Malignant Brain Neoplasms
Girish Bathla, Neetu Soni, Ian T. Mark, Yanan Liu, Nicholas B. Larson, Blake A. Kassmeyer, Suyash Mohan, John C. Benson, Saima Rathore and Amit K. Agarwal
American Journal of Neuroradiology September 2024, 45 (9) 1291-1298; DOI: https://doi.org/10.3174/ajnr.A8280
Girish Bathla
aFrom the Department of Radiology (G.B., N.S.), University of Iowa Hospitals and Clinics, Iowa City, Iowa
bDepartment of Radiology (G.B., I.T.M., J.C.B.), Mayo Clinic, Rochester, Minnesota
Neetu Soni
aFrom the Department of Radiology (G.B., N.S.), University of Iowa Hospitals and Clinics, Iowa City, Iowa
cDepartment of Radiology (N.S., A.K.A.), Mayo Clinic, Jacksonville, Florida
Ian T. Mark
bDepartment of Radiology (G.B., I.T.M., J.C.B.), Mayo Clinic, Rochester, Minnesota
Yanan Liu
dAdvanced Pulmonary Physiomic Imaging Laboratory (Y.L.), University of Iowa, Iowa City, Iowa
Nicholas B. Larson
eDivision of Clinical Trials and Biostatistics (N.B.L., B.A.K.), Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Rochester, Minnesota
Blake A. Kassmeyer
eDivision of Clinical Trials and Biostatistics (N.B.L., B.A.K.), Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Rochester, Minnesota
Suyash Mohan
fDepartment of Radiology (S.M.), Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
John C. Benson
bDepartment of Radiology (G.B., I.T.M., J.C.B.), Mayo Clinic, Rochester, Minnesota
Saima Rathore
gAvid Radiopharmaceuticals (S.R.), Philadelphia, Pennsylvania
Amit K. Agarwal
cDepartment of Radiology (N.S., A.K.A.), Mayo Clinic, Jacksonville, Florida

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In this issue
American Journal of Neuroradiology
Vol. 45, Issue 9
1 Sep 2024
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Girish Bathla, Neetu Soni, Ian T. Mark, Yanan Liu, Nicholas B. Larson, Blake A. Kassmeyer, Suyash Mohan, John C. Benson, Saima Rathore, Amit K. Agarwal
Impact of SUSAN Denoising and ComBat Harmonization on Machine Learning Model Performance for Malignant Brain Neoplasms
American Journal of Neuroradiology Sep 2024, 45 (9) 1291-1298; DOI: 10.3174/ajnr.A8280
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