View in EDS

Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models.

Saved in:
Bibliographic Details
Title: Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models.
Authors: Lin C; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Liu WT; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Chen KC; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Tsai DJ; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Chang DW; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Tsai TN; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Cheng CC; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin CY; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Chen YH; Department of Neurological Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Tsai CS; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin SH; Division of Nephrology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin CS; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Department of Cardiology, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.
Source: NPJ digital medicine [NPJ Digit Med] 2026 Jul 06; Vol. 9 (1). Date of Electronic Publication: 2026 Jul 06.
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
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 42410026
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Lin+C%22">Lin C</searchLink>; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Liu+WT%22">Liu WT</searchLink>; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Chen+KC%22">Chen KC</searchLink>; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Tsai+DJ%22">Tsai DJ</searchLink>; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Chang+DW%22">Chang DW</searchLink>; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Tsai+TN%22">Tsai TN</searchLink>; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Cheng+CC%22">Cheng CC</searchLink>; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Lin+CY%22">Lin CY</searchLink>; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Chen+YH%22">Chen YH</searchLink>; Department of Neurological Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Tsai+CS%22">Tsai CS</searchLink>; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Lin+SH%22">Lin SH</searchLink>; Division of Nephrology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Lin+CS%22">Lin CS</searchLink>; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Department of Cardiology, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101731738%22">NPJ digital medicine</searchLink> [NPJ Digit Med] 2026 Jul 06; Vol. 9 (1). <i>Date of Electronic Publication: </i>2026 Jul 06.
– 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=42410026
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1038/s41746-026-02919-5
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Lin C
      – PersonEntity:
          Name:
            NameFull: Liu WT
      – PersonEntity:
          Name:
            NameFull: Chen KC
      – PersonEntity:
          Name:
            NameFull: Tsai DJ
      – PersonEntity:
          Name:
            NameFull: Chang DW
      – PersonEntity:
          Name:
            NameFull: Tsai TN
      – PersonEntity:
          Name:
            NameFull: Cheng CC
      – PersonEntity:
          Name:
            NameFull: Lin CY
      – PersonEntity:
          Name:
            NameFull: Chen YH
      – PersonEntity:
          Name:
            NameFull: Tsai CS
      – PersonEntity:
          Name:
            NameFull: Lin SH
      – PersonEntity:
          Name:
            NameFull: Lin CS
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 06
              M: 07
              Text: 2026 Jul 06
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2398-6352
          Numbering:
            – Type: volume
              Value: 9
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: NPJ digital medicine
              Type: main
ResultId 1