Data Quality in the ProVal-MS Study: Challenges and Lessons Learned.
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| Title: | Data Quality in the ProVal-MS Study: Challenges and Lessons Learned. |
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| Authors: | Pallaoro P; Data Integration Center, School of Medicine and Health, Technical University of Munich, Munich, Germany.; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital., Bilger S; MeDIC Ulm and Institute of Medical Systems Biology, University of Ulm, Ulm, Germany., Boeker M; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital., Budeus M; Data Integration Center, School of Medicine and Health, Technical University of Munich, Munich, Germany.; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital., Dehmelt V; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital., Hagedorn M; Medical Data Integration Center (MeDICLMU), University Hospital, LMU Munich, Munich., Kohlmayer F; Bitcare GmbH, Munich, Germany., Mansmann U; Institute for Medical Information Processing, Biometry and Epidemiology, LMU, Munich, Germany., Rohr SO; Digital Medicine, University Hospital of Augsburg, Augsburg, Germany., Sailer B; Medical Data Integration Center, University Hospital Tübingen, Tübingen, Germany., Spengler H; Data Integration Center, School of Medicine and Health, Technical University of Munich, Munich, Germany., Buchka S; Institute for Medical Information Processing, Biometry and Epidemiology, LMU, Munich, Germany. |
| Source: | Studies in health technology and informatics [Stud Health Technol Inform] 2026 May 21; Vol. 336, pp. 1262-1266. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42175074 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Data Quality in the ProVal-MS Study: Challenges and Lessons Learned. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Pallaoro+P%22">Pallaoro P</searchLink>; Data Integration Center, School of Medicine and Health, Technical University of Munich, Munich, Germany.; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital.<br /><searchLink fieldCode="AU" term="%22Bilger+S%22">Bilger S</searchLink>; MeDIC Ulm and Institute of Medical Systems Biology, University of Ulm, Ulm, Germany.<br /><searchLink fieldCode="AU" term="%22Boeker+M%22">Boeker M</searchLink>; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital.<br /><searchLink fieldCode="AU" term="%22Budeus+M%22">Budeus M</searchLink>; Data Integration Center, School of Medicine and Health, Technical University of Munich, Munich, Germany.; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital.<br /><searchLink fieldCode="AU" term="%22Dehmelt+V%22">Dehmelt V</searchLink>; Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital.<br /><searchLink fieldCode="AU" term="%22Hagedorn+M%22">Hagedorn M</searchLink>; Medical Data Integration Center (MeDICLMU), University Hospital, LMU Munich, Munich.<br /><searchLink fieldCode="AU" term="%22Kohlmayer+F%22">Kohlmayer F</searchLink>; Bitcare GmbH, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Mansmann+U%22">Mansmann U</searchLink>; Institute for Medical Information Processing, Biometry and Epidemiology, LMU, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Rohr+SO%22">Rohr SO</searchLink>; Digital Medicine, University Hospital of Augsburg, Augsburg, Germany.<br /><searchLink fieldCode="AU" term="%22Sailer+B%22">Sailer B</searchLink>; Medical Data Integration Center, University Hospital Tübingen, Tübingen, Germany.<br /><searchLink fieldCode="AU" term="%22Spengler+H%22">Spengler H</searchLink>; Data Integration Center, School of Medicine and Health, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Buchka+S%22">Buchka S</searchLink>; Institute for Medical Information Processing, Biometry and Epidemiology, LMU, Munich, Germany. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229214582%22">Studies in health technology and informatics</searchLink> [Stud Health Technol Inform] 2026 May 21; Vol. 336, pp. 1262-1266. – 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="%22IOS+Press%22">IOS Press </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>9214582 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-8365 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209269630%22">09269630 </searchLink><i>NLM ISO Abbreviation: </i>Stud Health Technol Inform <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42175074 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3233/SHTI260401 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1262 Titles: – TitleFull: Data Quality in the ProVal-MS Study: Challenges and Lessons Learned. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Pallaoro P – PersonEntity: Name: NameFull: Bilger S – PersonEntity: Name: NameFull: Boeker M – PersonEntity: Name: NameFull: Budeus M – PersonEntity: Name: NameFull: Dehmelt V – PersonEntity: Name: NameFull: Hagedorn M – PersonEntity: Name: NameFull: Kohlmayer F – PersonEntity: Name: NameFull: Mansmann U – PersonEntity: Name: NameFull: Rohr SO – PersonEntity: Name: NameFull: Sailer B – PersonEntity: Name: NameFull: Spengler H – PersonEntity: Name: NameFull: Buchka S IsPartOfRelationships: – BibEntity: Dates: – D: 21 M: 05 Text: 2026 May 21 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1879-8365 Numbering: – Type: volume Value: 336 Titles: – TitleFull: Studies in health technology and informatics Type: main |
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