Machine Learning-Driven Radiomic Profiling of Thalamus-Amygdala Nuclei for Prediction of Postoperative Delirium After STN-DBS in Parkinson's Disease Patients: A Pilot Study.
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| Title: | Machine Learning-Driven Radiomic Profiling of Thalamus-Amygdala Nuclei for Prediction of Postoperative Delirium After STN-DBS in Parkinson's Disease Patients: A Pilot Study. |
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| Authors: | Radziunas A; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania., Davidavicius G; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania., Reinyte K; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.; Department of Health Psychology, Faculty of Public Health, Medical Academy, Lithuanian University of Health Sciences, Tilzes str. 18, Kaunas, LT-47181, Lithuania., Pranckeviciene A; Department of Health Psychology, Faculty of Public Health, Medical Academy, Lithuanian University of Health Sciences, Tilzes str. 18, Kaunas, LT-47181, Lithuania., Fedaravicius A; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania., Kucinskas V; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania., Laucius O; Department of Neurology, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania., Tamasauskas A; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania., Deltuva V; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania., Saudargiene A; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania. ausra.saudargiene@lsmu.lt.; Department of Health Psychology, Faculty of Public Health, Medical Academy, Lithuanian University of Health Sciences, Tilzes str. 18, Kaunas, LT-47181, Lithuania. ausra.saudargiene@lsmu.lt. |
| Source: | Journal of imaging informatics in medicine [J Imaging Inform Med] 2026 Jun; Vol. 39 (3), pp. 2440-2455. Date of Electronic Publication: 2025 Aug 13. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 40804595 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine Learning-Driven Radiomic Profiling of Thalamus-Amygdala Nuclei for Prediction of Postoperative Delirium After STN-DBS in Parkinson's Disease Patients: A Pilot Study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Radziunas+A%22">Radziunas A</searchLink>; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Davidavicius+G%22">Davidavicius G</searchLink>; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Reinyte+K%22">Reinyte K</searchLink>; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.; Department of Health Psychology, Faculty of Public Health, Medical Academy, Lithuanian University of Health Sciences, Tilzes str. 18, Kaunas, LT-47181, Lithuania.<br /><searchLink fieldCode="AU" term="%22Pranckeviciene+A%22">Pranckeviciene A</searchLink>; Department of Health Psychology, Faculty of Public Health, Medical Academy, Lithuanian University of Health Sciences, Tilzes str. 18, Kaunas, LT-47181, Lithuania.<br /><searchLink fieldCode="AU" term="%22Fedaravicius+A%22">Fedaravicius A</searchLink>; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Kucinskas+V%22">Kucinskas V</searchLink>; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Laucius+O%22">Laucius O</searchLink>; Department of Neurology, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Tamasauskas+A%22">Tamasauskas A</searchLink>; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Deltuva+V%22">Deltuva V</searchLink>; Department of Neurosurgery, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 2, Kaunas, LT-50161, Lithuania.; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania.<br /><searchLink fieldCode="AU" term="%22Saudargiene+A%22">Saudargiene A</searchLink>; Neuroscience Institute, Medical Academy, Lithuanian University of Health Sciences, Eiveniu str. 4, Kaunas, LT-50161, Lithuania. ausra.saudargiene@lsmu.lt.; Department of Health Psychology, Faculty of Public Health, Medical Academy, Lithuanian University of Health Sciences, Tilzes str. 18, Kaunas, LT-47181, Lithuania. ausra.saudargiene@lsmu.lt. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229918663679206676%22">Journal of imaging informatics in medicine</searchLink> [J Imaging Inform Med] 2026 Jun; Vol. 39 (3), pp. 2440-2455. <i>Date of Electronic Publication: </i>2025 Aug 13. – 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="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40804595 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s10278-025-01616-1 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 2440 Titles: – TitleFull: Machine Learning-Driven Radiomic Profiling of Thalamus-Amygdala Nuclei for Prediction of Postoperative Delirium After STN-DBS in Parkinson's Disease Patients: A Pilot Study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Radziunas A – PersonEntity: Name: NameFull: Davidavicius G – PersonEntity: Name: NameFull: Reinyte K – PersonEntity: Name: NameFull: Pranckeviciene A – PersonEntity: Name: NameFull: Fedaravicius A – PersonEntity: Name: NameFull: Kucinskas V – PersonEntity: Name: NameFull: Laucius O – PersonEntity: Name: NameFull: Tamasauskas A – PersonEntity: Name: NameFull: Deltuva V – PersonEntity: Name: NameFull: Saudargiene A IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: 2026 Jun Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2948-2933 Numbering: – Type: volume Value: 39 – Type: issue Value: 3 Titles: – TitleFull: Journal of imaging informatics in medicine Type: main |
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