Preoperative Neuroimaging Markers, Clinical Severity Measures, and Shunt Characteristics for Predicting Shunt Revision in Idiopathic Intracranial Hypertension: An Explainable Machine Learning Study.
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| Title: | Preoperative Neuroimaging Markers, Clinical Severity Measures, and Shunt Characteristics for Predicting Shunt Revision in Idiopathic Intracranial Hypertension: An Explainable Machine Learning Study. |
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| Authors: | Gholampour S; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois seifgholampour@bsd.uchicago.edu., Dehghan A; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois., Carroll TJ; Department of Radiology (T.J.C.), University of Chicago Medicine, Chicago, Illinois., Das P; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois., Rosen JB; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois., Chen S; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois., Patel J; Pritzker School of Medicine (J.P.), The University of Chicago, Chicago, Illinois. |
| Source: | AJNR. American journal of neuroradiology [AJNR Am J Neuroradiol] 2026 Jun 03; Vol. 47 (6), pp. 1569-1577. Date of Electronic Publication: 2026 Jun 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 |
| Database: | MEDLINE Ultimate |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41558813 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Preoperative Neuroimaging Markers, Clinical Severity Measures, and Shunt Characteristics for Predicting Shunt Revision in Idiopathic Intracranial Hypertension: An Explainable Machine Learning Study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Gholampour+S%22">Gholampour S</searchLink>; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois seifgholampour@bsd.uchicago.edu.<br /><searchLink fieldCode="AU" term="%22Dehghan+A%22">Dehghan A</searchLink>; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois.<br /><searchLink fieldCode="AU" term="%22Carroll+TJ%22">Carroll TJ</searchLink>; Department of Radiology (T.J.C.), University of Chicago Medicine, Chicago, Illinois.<br /><searchLink fieldCode="AU" term="%22Das+P%22">Das P</searchLink>; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois.<br /><searchLink fieldCode="AU" term="%22Rosen+JB%22">Rosen JB</searchLink>; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois.<br /><searchLink fieldCode="AU" term="%22Chen+S%22">Chen S</searchLink>; From the Department of Neurological Surgery (S.G., A.D., P.D., J.B.R., S.C.), University of Chicago Medicine, Chicago, Illinois.<br /><searchLink fieldCode="AU" term="%22Patel+J%22">Patel J</searchLink>; Pritzker School of Medicine (J.P.), The University of Chicago, Chicago, Illinois. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%228003708%22">AJNR. American journal of neuroradiology</searchLink> [AJNR Am J Neuroradiol] 2026 Jun 03; Vol. 47 (6), pp. 1569-1577. <i>Date of Electronic Publication: </i>2026 Jun 03. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Society+of+Neuroradiology%22">American Society of Neuroradiology </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>8003708 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1936-959X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201956108%22">01956108 </searchLink><i>NLM ISO Abbreviation: </i>AJNR Am J Neuroradiol <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41558813 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3174/ajnr.A9166 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1569 Titles: – TitleFull: Preoperative Neuroimaging Markers, Clinical Severity Measures, and Shunt Characteristics for Predicting Shunt Revision in Idiopathic Intracranial Hypertension: An Explainable Machine Learning Study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Gholampour S – PersonEntity: Name: NameFull: Dehghan A – PersonEntity: Name: NameFull: Carroll TJ – PersonEntity: Name: NameFull: Das P – PersonEntity: Name: NameFull: Rosen JB – PersonEntity: Name: NameFull: Chen S – PersonEntity: Name: NameFull: Patel J IsPartOfRelationships: – BibEntity: Dates: – D: 03 M: 06 Text: 2026 Jun 03 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1936-959X Numbering: – Type: volume Value: 47 – Type: issue Value: 6 Titles: – TitleFull: AJNR. American journal of neuroradiology Type: main |
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