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Automated Detection and Grading of Extraprostatic Extension of Prostate Cancer at MRI via Cascaded Deep Learning and Random Forest Classification.

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Title: Automated Detection and Grading of Extraprostatic Extension of Prostate Cancer at MRI via Cascaded Deep Learning and Random Forest Classification.
Authors: Simon BD; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.); Institute of Biomedical Engineering, Department Engineering Science, University of Oxford, UK (B.D.S.)., Merriman KM; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Harmon SA; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Tetreault J; NVIDIA Corporation, Santa Clara, California, USA (J.T.)., Yilmaz EC; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Blake Z; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.)., Merino MJ; Laboratory of Pathology, NCI, NIH, Bethesda, Maryland, USA (M.J.M.)., An JY; Department of Radiology, University of California, San Diego, California, USA (J.Y.A.)., Marko J; Department of Radiology, Johns Hopkins University, Baltimore, Maryland, USA (J.M.)., Law YM; Department of Radiology, Singapore General Hospital, Singapore (Y.M.L.)., Gurram S; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.)., Wood BJ; Center for Interventional Oncology, NCI, NIH, Bethesda, Maryland, USA (B.J.W.); Department of Radiology, Clinical Center, NIH, Bethesda, Maryland, USA (B.J.W.)., Choyke PL; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Pinto PA; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.)., Turkbey B; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.). Electronic address: turkbeyi@mail.nih.gov.
Source: Academic radiology [Acad Radiol] 2024 Oct; Vol. 31 (10), pp. 4096-4106. Date of Electronic Publication: 2024 Apr 25.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't; Research Support, N.I.H., Intramural
Journal Info: Publisher: Association Of University Radiologists Country of Publication: United States NLM ID: 9440159 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-4046 (Electronic) Linking ISSN: 10766332 NLM ISO Abbreviation: Acad Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Automated Detection and Grading of Extraprostatic Extension of Prostate Cancer at MRI via Cascaded Deep Learning and Random Forest Classification.
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  Data: <searchLink fieldCode="AU" term="%22Simon+BD%22">Simon BD</searchLink>; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.); Institute of Biomedical Engineering, Department Engineering Science, University of Oxford, UK (B.D.S.).<br /><searchLink fieldCode="AU" term="%22Merriman+KM%22">Merriman KM</searchLink>; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.).<br /><searchLink fieldCode="AU" term="%22Harmon+SA%22">Harmon SA</searchLink>; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.).<br /><searchLink fieldCode="AU" term="%22Tetreault+J%22">Tetreault J</searchLink>; NVIDIA Corporation, Santa Clara, California, USA (J.T.).<br /><searchLink fieldCode="AU" term="%22Yilmaz+EC%22">Yilmaz EC</searchLink>; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.).<br /><searchLink fieldCode="AU" term="%22Blake+Z%22">Blake Z</searchLink>; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.).<br /><searchLink fieldCode="AU" term="%22Merino+MJ%22">Merino MJ</searchLink>; Laboratory of Pathology, NCI, NIH, Bethesda, Maryland, USA (M.J.M.).<br /><searchLink fieldCode="AU" term="%22An+JY%22">An JY</searchLink>; Department of Radiology, University of California, San Diego, California, USA (J.Y.A.).<br /><searchLink fieldCode="AU" term="%22Marko+J%22">Marko J</searchLink>; Department of Radiology, Johns Hopkins University, Baltimore, Maryland, USA (J.M.).<br /><searchLink fieldCode="AU" term="%22Law+YM%22">Law YM</searchLink>; Department of Radiology, Singapore General Hospital, Singapore (Y.M.L.).<br /><searchLink fieldCode="AU" term="%22Gurram+S%22">Gurram S</searchLink>; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.).<br /><searchLink fieldCode="AU" term="%22Wood+BJ%22">Wood BJ</searchLink>; Center for Interventional Oncology, NCI, NIH, Bethesda, Maryland, USA (B.J.W.); Department of Radiology, Clinical Center, NIH, Bethesda, Maryland, USA (B.J.W.).<br /><searchLink fieldCode="AU" term="%22Choyke+PL%22">Choyke PL</searchLink>; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.).<br /><searchLink fieldCode="AU" term="%22Pinto+PA%22">Pinto PA</searchLink>; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.).<br /><searchLink fieldCode="AU" term="%22Turkbey+B%22">Turkbey B</searchLink>; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.). Electronic address: turkbeyi@mail.nih.gov.
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  Data: <searchLink fieldCode="JN" term="%229440159%22">Academic radiology</searchLink> [Acad Radiol] 2024 Oct; Vol. 31 (10), pp. 4096-4106. <i>Date of Electronic Publication: </i>2024 Apr 25.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Association+Of+University+Radiologists%22">Association Of University Radiologists </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9440159 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1878-4046 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210766332%22">10766332 </searchLink><i>NLM ISO Abbreviation: </i>Acad Radiol <i>Subsets: </i>MEDLINE
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