Research 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 October 2021, 42 (10) 1755-1761; DOI: https://doi.org/10.3174/ajnr.A7241
F. Liu
aFrom the Department of Population and Quantitative Health Sciences (F.L., C.I.K.), University of Massachusetts Medical School, Worcester, Massachusetts
bDepartment of Radiology (F.L., P.Z., S.J.B., M.J.M., N.A., M.P.R.), University of Massachusetts Medical School, Worcester, Massachusetts
P. Zhou
bDepartment of Radiology (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
bDepartment of Radiology (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
bDepartment of Radiology (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
bDepartment of Radiology (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 Department of Population and Quantitative Health Sciences (F.L., C.I.K.), University of Massachusetts Medical School, Worcester, Massachusetts
M.P. Rosen
bDepartment of Radiology (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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American Journal of Neuroradiology
Vol. 42, Issue 10
1 Oct 2021
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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, M.P. Rosen
American Journal of Neuroradiology Oct 2021, 42 (10) 1755-1761; DOI: 10.3174/ajnr.A7241
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