Artificial intelligence electrocardiography for left ventricular systolic dysfunction demonstrates preserved performance across demographic training imbalances

P Nelson Hsieh, Parth Agrawal, Aman Alok, Sathis Kumar, Charu Ramanathan, Venkatesh L Murthy, Niraj Varma, Venkat Nagarajan, Andrew P Ambrosy, Mattheus Ramsis, Antonis A Armoundas, Jagmeet P Singh

Open source

DOI
10.1093/ehjdh/ztag080
Published
2026-05-18
Container
European Heart Journal - Digital Health
Publisher
Oxford University Press (OUP)
Open access
unknown

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BibTeX

@article{allodium:10.1093/ehjdh/ztag080,
  title = {Artificial intelligence electrocardiography for left ventricular systolic dysfunction demonstrates preserved performance across demographic training imbalances},
  author = {P Nelson Hsieh and Parth Agrawal and Aman Alok and Sathis Kumar and Charu Ramanathan and Venkatesh L Murthy and Niraj Varma and Venkat Nagarajan and Andrew P Ambrosy and Mattheus Ramsis and Antonis A Armoundas and Jagmeet P Singh},
  year = {2026},
  journal = {European Heart Journal - Digital Health},
  doi = {10.1093/ehjdh/ztag080},
  url = {https://doi.org/10.1093/ehjdh/ztag080}
}

RIS

TY  - JOUR
TI  - Artificial intelligence electrocardiography for left ventricular systolic dysfunction demonstrates preserved performance across demographic training imbalances
AU  - P Nelson Hsieh
AU  - Parth Agrawal
AU  - Aman Alok
AU  - Sathis Kumar
AU  - Charu Ramanathan
AU  - Venkatesh L Murthy
AU  - Niraj Varma
AU  - Venkat Nagarajan
AU  - Andrew P Ambrosy
AU  - Mattheus Ramsis
AU  - Antonis A Armoundas
AU  - Jagmeet P Singh
PY  - 2026
JO  - European Heart Journal - Digital Health
DO  - 10.1093/ehjdh/ztag080
UR  - https://doi.org/10.1093/ehjdh/ztag080
ER  - 

APA

Hsieh, P. N., Agrawal, P., Alok, A., Kumar, S., Ramanathan, C., Murthy, V. L., Varma, N., Nagarajan, V., Ambrosy, A. P., Ramsis, M., Armoundas, A. A., & Singh, J. P. (2026). Artificial intelligence electrocardiography for left ventricular systolic dysfunction demonstrates preserved performance across demographic training imbalances. European Heart Journal - Digital Health. https://doi.org/10.1093/ehjdh/ztag080

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