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MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm.

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Title: MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm.
Authors: Leary OP; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island owen_leary@brown.edu., Zhong Z; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.; School of Electronic Engineering (Z.Z.), Xidian University, Xi'an, China., Bi L; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Jiao Z; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Dai YW; Department of Neurology (Y.-W.D., L.Y.), The Second Xiangya Hospital, Central South University, Hunan, China., Ma K; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island.; Columbia University Vagelos College of Physicians and Surgeons (K.M.), New York, New York., Sayied S; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Kargilis D; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland., Imami M; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland., Zhao LM; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland., Feng X; Carina Medical (X.F.), Lexington, Kentucky.; Department of Biomedical Engineering (X.F.), University of Virginia, Charlottesville, Virginia., Riccardello G; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Collins S; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Svokos K; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Moghekar A; Department of Neurology (A.M.), Johns Hopkins University School of Medicine, Baltimore, Maryland., Yang L; Department of Neurology (Y.-W.D., L.Y.), The Second Xiangya Hospital, Central South University, Hunan, China., Bai H; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland., Klinge PM; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island., Boxerman JL; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.
Source: AJNR. American journal of neuroradiology [AJNR Am J Neuroradiol] 2024 Oct 03; Vol. 45 (10), pp. 1536-1544. Date of Electronic Publication: 2024 Oct 03.
Publication Type: Journal Article
Journal Info: Publisher: American Society of Neuroradiology Country of Publication: United States NLM ID: 8003708 Publication Model: Electronic Cited Medium: Internet ISSN: 1936-959X (Electronic) Linking ISSN: 01956108 NLM ISO Abbreviation: AJNR Am J Neuroradiol Subsets: MEDLINE
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  Data: MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm.
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  Data: <searchLink fieldCode="AU" term="%22Leary+OP%22">Leary OP</searchLink>; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island owen_leary@brown.edu.<br /><searchLink fieldCode="AU" term="%22Zhong+Z%22">Zhong Z</searchLink>; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.; School of Electronic Engineering (Z.Z.), Xidian University, Xi'an, China.<br /><searchLink fieldCode="AU" term="%22Bi+L%22">Bi L</searchLink>; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Jiao+Z%22">Jiao Z</searchLink>; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Dai+YW%22">Dai YW</searchLink>; Department of Neurology (Y.-W.D., L.Y.), The Second Xiangya Hospital, Central South University, Hunan, China.<br /><searchLink fieldCode="AU" term="%22Ma+K%22">Ma K</searchLink>; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island.; Columbia University Vagelos College of Physicians and Surgeons (K.M.), New York, New York.<br /><searchLink fieldCode="AU" term="%22Sayied+S%22">Sayied S</searchLink>; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Kargilis+D%22">Kargilis D</searchLink>; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland.<br /><searchLink fieldCode="AU" term="%22Imami+M%22">Imami M</searchLink>; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland.<br /><searchLink fieldCode="AU" term="%22Zhao+LM%22">Zhao LM</searchLink>; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland.<br /><searchLink fieldCode="AU" term="%22Feng+X%22">Feng X</searchLink>; Carina Medical (X.F.), Lexington, Kentucky.; Department of Biomedical Engineering (X.F.), University of Virginia, Charlottesville, Virginia.<br /><searchLink fieldCode="AU" term="%22Riccardello+G%22">Riccardello G</searchLink>; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Collins+S%22">Collins S</searchLink>; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Svokos+K%22">Svokos K</searchLink>; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Moghekar+A%22">Moghekar A</searchLink>; Department of Neurology (A.M.), Johns Hopkins University School of Medicine, Baltimore, Maryland.<br /><searchLink fieldCode="AU" term="%22Yang+L%22">Yang L</searchLink>; Department of Neurology (Y.-W.D., L.Y.), The Second Xiangya Hospital, Central South University, Hunan, China.<br /><searchLink fieldCode="AU" term="%22Bai+H%22">Bai H</searchLink>; Department of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland.<br /><searchLink fieldCode="AU" term="%22Klinge+PM%22">Klinge PM</searchLink>; From the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Boxerman+JL%22">Boxerman JL</searchLink>; Department of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island.
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