Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data.
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| Title: | Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data. |
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| Authors: | Santhanam N; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Kim HE; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Rügamer D; Department of Statistics, LMU Munich, Munich, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany., Bender A; Department of Statistics, LMU Munich, Munich, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany., Muthers S; Research Centre Human Biometeorology, German Weather Service (DWD), Freiburg, Germany., Cho CG; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Alonso A; Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Szabo K; Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Centner FS; Department of Anesthesiology, Surgical Intensive Care Medicine and Pain Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany., Wenz H; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Ganslandt T; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Chair of Medical Informatics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Platten M; Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Groden C; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Neumaier M; Institute for Clinical Chemistry, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Siegel F; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany., Maros ME; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de.; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de. |
| Source: | NPJ digital medicine [NPJ Digit Med] 2025 Apr 25; Vol. 8 (1), pp. 225. Date of Electronic Publication: 2025 Apr 25. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 40281217 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Santhanam+N%22">Santhanam N</searchLink>; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Kim+HE%22">Kim HE</searchLink>; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Rügamer+D%22">Rügamer D</searchLink>; Department of Statistics, LMU Munich, Munich, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Bender+A%22">Bender A</searchLink>; Department of Statistics, LMU Munich, Munich, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Muthers+S%22">Muthers S</searchLink>; Research Centre Human Biometeorology, German Weather Service (DWD), Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Cho+CG%22">Cho CG</searchLink>; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Alonso+A%22">Alonso A</searchLink>; Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Szabo+K%22">Szabo K</searchLink>; Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Centner+FS%22">Centner FS</searchLink>; Department of Anesthesiology, Surgical Intensive Care Medicine and Pain Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Wenz+H%22">Wenz H</searchLink>; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Ganslandt+T%22">Ganslandt T</searchLink>; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Chair of Medical Informatics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Platten+M%22">Platten M</searchLink>; Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Groden+C%22">Groden C</searchLink>; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Neumaier+M%22">Neumaier M</searchLink>; Institute for Clinical Chemistry, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Siegel+F%22">Siegel F</searchLink>; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Maros+ME%22">Maros ME</searchLink>; Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de.; Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101731738%22">NPJ digital medicine</searchLink> [NPJ Digit Med] 2025 Apr 25; Vol. 8 (1), pp. 225. <i>Date of Electronic Publication: </i>2025 Apr 25. – 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="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101731738 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2398-6352 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223986352%22">23986352 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Digit Med <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40281217 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41746-025-01619-w Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 225 Titles: – TitleFull: Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Santhanam N – PersonEntity: Name: NameFull: Kim HE – PersonEntity: Name: NameFull: Rügamer D – PersonEntity: Name: NameFull: Bender A – PersonEntity: Name: NameFull: Muthers S – PersonEntity: Name: NameFull: Cho CG – PersonEntity: Name: NameFull: Alonso A – PersonEntity: Name: NameFull: Szabo K – PersonEntity: Name: NameFull: Centner FS – PersonEntity: Name: NameFull: Wenz H – PersonEntity: Name: NameFull: Ganslandt T – PersonEntity: Name: NameFull: Platten M – PersonEntity: Name: NameFull: Groden C – PersonEntity: Name: NameFull: Neumaier M – PersonEntity: Name: NameFull: Siegel F – PersonEntity: Name: NameFull: Maros ME IsPartOfRelationships: – BibEntity: Dates: – D: 25 M: 04 Text: 2025 Apr 25 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 2398-6352 Numbering: – Type: volume Value: 8 – Type: issue Value: 1 Titles: – TitleFull: NPJ digital medicine Type: main |
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