Review ArticlePRACTICE PERSPECTIVES
Qualifying Certainty in Radiology Reports through Deep Learning–Based Natural Language Processing
F. Liu, P. Zhou, S.J. Baccei, M.J. Masciocchi, N. Amornsiripanitch, C.I. Kiefe and M.P. Rosen
American Journal of Neuroradiology August 2021, DOI: https://doi.org/10.3174/ajnr.A7241
F. Liu
aFrom the Departments of Population and Quantitative Health Sciences (F.L., C.I.K.)
bRadiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
P. Zhou
bRadiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
S.J. Baccei
bRadiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
cDepartment of Radiology (S.J.B., M.J.M., N.A., M.P.R.), UMass Memorial Medical Center, Worcester, Massachusetts
M.J. Masciocchi
bRadiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
cDepartment of Radiology (S.J.B., M.J.M., N.A., M.P.R.), UMass Memorial Medical Center, Worcester, Massachusetts
N. Amornsiripanitch
bRadiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
cDepartment of Radiology (S.J.B., M.J.M., N.A., M.P.R.), UMass Memorial Medical Center, Worcester, Massachusetts
C.I. Kiefe
aFrom the Departments of Population and Quantitative Health Sciences (F.L., C.I.K.)
M.P. Rosen
bRadiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
cDepartment of Radiology (S.J.B., M.J.M., N.A., M.P.R.), UMass Memorial Medical Center, Worcester, Massachusetts

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F. Liu, P. Zhou, S.J. Baccei, M.J. Masciocchi, N. Amornsiripanitch, C.I. Kiefe, M.P. Rosen
Qualifying Certainty in Radiology Reports through Deep Learning–Based Natural Language Processing
American Journal of Neuroradiology Aug 2021, DOI: 10.3174/ajnr.A7241
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