GRU-Based Deep Multimodal Fusion of Speech and Head-IMU Signals in Mixed Reality for Parkinson's Disease Detection.
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| Title: | GRU-Based Deep Multimodal Fusion of Speech and Head-IMU Signals in Mixed Reality for Parkinson's Disease Detection. |
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| Authors: | Hemmerling D; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Dudek M; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Krzywdziak J; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Żbik M; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Szecowka W; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Daniol M; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Wodzinski M; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland., Rudzinska-Bar M; Department of Neurology, Andrzej Frycz Modrzewski Krakow University, 30-705 Krakow, Poland., Wojcik-Pedziwiatr M; Department of Neurology, Andrzej Frycz Modrzewski Krakow University, 30-705 Krakow, Poland. |
| Source: | Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jan 01; Vol. 26 (1). Date of Electronic Publication: 2026 Jan 01. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41516706 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: GRU-Based Deep Multimodal Fusion of Speech and Head-IMU Signals in Mixed Reality for Parkinson's Disease Detection. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Hemmerling+D%22">Hemmerling D</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Dudek+M%22">Dudek M</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Krzywdziak+J%22">Krzywdziak J</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Żbik+M%22">Żbik M</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Szecowka+W%22">Szecowka W</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Daniol+M%22">Daniol M</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Wodzinski+M%22">Wodzinski M</searchLink>; Department of Measurement and Electronics, AGH University of Krakow, 30-059 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Rudzinska-Bar+M%22">Rudzinska-Bar M</searchLink>; Department of Neurology, Andrzej Frycz Modrzewski Krakow University, 30-705 Krakow, Poland.<br /><searchLink fieldCode="AU" term="%22Wojcik-Pedziwiatr+M%22">Wojcik-Pedziwiatr M</searchLink>; Department of Neurology, Andrzej Frycz Modrzewski Krakow University, 30-705 Krakow, Poland. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 Jan 01; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Jan 01. – 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="%22MDPI%22">MDPI </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101204366 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1424-8220 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214248220%22">14248220 </searchLink><i>NLM ISO Abbreviation: </i>Sensors (Basel) <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41516706 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/s26010269 Languages: – Code: eng Text: English Titles: – TitleFull: GRU-Based Deep Multimodal Fusion of Speech and Head-IMU Signals in Mixed Reality for Parkinson's Disease Detection. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Hemmerling D – PersonEntity: Name: NameFull: Dudek M – PersonEntity: Name: NameFull: Krzywdziak J – PersonEntity: Name: NameFull: Żbik M – PersonEntity: Name: NameFull: Szecowka W – PersonEntity: Name: NameFull: Daniol M – PersonEntity: Name: NameFull: Wodzinski M – PersonEntity: Name: NameFull: Rudzinska-Bar M – PersonEntity: Name: NameFull: Wojcik-Pedziwiatr M IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Text: 2026 Jan 01 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1424-8220 Numbering: – Type: volume Value: 26 – Type: issue Value: 1 Titles: – TitleFull: Sensors (Basel, Switzerland) Type: main |
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