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Machine Learning and AI Applied to fNIRS Data Reveals Novel Brain Activity Biomarkers in Stable Subclinical Multiple Sclerosis.

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Title: Machine Learning and AI Applied to fNIRS Data Reveals Novel Brain Activity Biomarkers in Stable Subclinical Multiple Sclerosis.
Authors: Islam SS, Baldasso BD, Cattaneo D, Jiang X, Ploughman M
Source: IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society [IEEE Trans Neural Syst Rehabil Eng] 2026; Vol. 34, pp. 2883-2894.
Publication Type: Journal Article
Journal Info: Publisher: IEEE Country of Publication: United States NLM ID: 101097023 Publication Model: Print Cited Medium: Internet ISSN: 1558-0210 (Electronic) Linking ISSN: 15344320 NLM ISO Abbreviation: IEEE Trans Neural Syst Rehabil Eng Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Machine Learning and AI Applied to fNIRS Data Reveals Novel Brain Activity Biomarkers in Stable Subclinical Multiple Sclerosis.
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  Data: <searchLink fieldCode="JN" term="%22101097023%22">IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society</searchLink> [IEEE Trans Neural Syst Rehabil Eng] 2026; Vol. 34, pp. 2883-2894.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22IEEE%22">IEEE </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101097023 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1558-0210 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215344320%22">15344320 </searchLink><i>NLM ISO Abbreviation: </i>IEEE Trans Neural Syst Rehabil Eng <i>Subsets: </i>MEDLINE
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1109/TNSRE.2026.3700987
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      – Code: eng
        Text: English
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        StartPage: 2883
    Titles:
      – TitleFull: Machine Learning and AI Applied to fNIRS Data Reveals Novel Brain Activity Biomarkers in Stable Subclinical Multiple Sclerosis.
        Type: main
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      – PersonEntity:
          Name:
            NameFull: Islam SS
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            NameFull: Baldasso BD
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            NameFull: Cattaneo D
      – PersonEntity:
          Name:
            NameFull: Jiang X
      – PersonEntity:
          Name:
            NameFull: Ploughman M
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          Dates:
            – D: 01
              M: 01
              Text: 2026
              Type: published
              Y: 2026
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              Value: 1558-0210
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              Value: 34
          Titles:
            – TitleFull: IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society
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