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Large Language Models for Accurate Medical Chart Abstraction: Enabling Scalable and Secure Artificial Intelligence Deployment in Stroke.

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Title: Large Language Models for Accurate Medical Chart Abstraction: Enabling Scalable and Secure Artificial Intelligence Deployment in Stroke.
Authors: Zhong Z; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island., Porto CM; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Hong D; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Gonzales M; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Kim R; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Karayi G; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Bi L; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Feler JR; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Neurosurgery (J.R.F.), Brown University Health, Providence, Rhode Island., Shaaya E; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Collins S; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Shu L; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Baird G; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island., Jayaraman M; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island., Yaghi S; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island., Jiao Z; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island., Wolman DN; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island dylan_wolman@brown.edu.; Department of Interventional Radiology (D.N.W.), Brown University Health, Providence, Rhode Island.
Source: AJNR. American journal of neuroradiology [AJNR Am J Neuroradiol] 2026 Sep 02; Vol. 47 (9), pp. 2348-2357. Date of Electronic Publication: 2026 Sep 02.
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
Database: MEDLINE Ultimate
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  Data: Large Language Models for Accurate Medical Chart Abstraction: Enabling Scalable and Secure Artificial Intelligence Deployment in Stroke.
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  Data: <searchLink fieldCode="AU" term="%22Zhong+Z%22">Zhong Z</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Porto+CM%22">Porto CM</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Hong+D%22">Hong D</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Gonzales+M%22">Gonzales M</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Kim+R%22">Kim R</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Karayi+G%22">Karayi G</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Bi+L%22">Bi L</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Feler+JR%22">Feler JR</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Neurosurgery (J.R.F.), Brown University Health, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Shaaya+E%22">Shaaya E</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Collins+S%22">Collins S</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Shu+L%22">Shu L</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Baird+G%22">Baird G</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Jayaraman+M%22">Jayaraman M</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Yaghi+S%22">Yaghi S</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Jiao+Z%22">Jiao Z</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island.; Department of Radiology (Z.Z., G.B., M.J., Z.J.), Brown University Health, Providence, Rhode Island.<br /><searchLink fieldCode="AU" term="%22Wolman+DN%22">Wolman DN</searchLink>; From the Warren Alpert Medical School of Brown University (Z.Z., C.M.P., D.H., M.G., R.K., G.K., L.B., J.R.F., E.S., S.C., L.S., G.B., M.J., S.Y., Z.J., D.N.W.), Providence, Rhode Island dylan_wolman@brown.edu.; Department of Interventional Radiology (D.N.W.), Brown University Health, Providence, Rhode Island.
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  Data: <searchLink fieldCode="JN" term="%228003708%22">AJNR. American journal of neuroradiology</searchLink> [AJNR Am J Neuroradiol] 2026 Sep 02; Vol. 47 (9), pp. 2348-2357. <i>Date of Electronic Publication: </i>2026 Sep 02.
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