Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes

Yoko M. Nakao, Ramesh Nadarajah, Farag Shuweihdi, Christopher J. Hayward, Michihiko Goto, Jung-Chi Hsu, Mohammad Haris, Ben Hurdus, Osama Tariq, Temar Habtezghi, Anna Helbitz, Ali Wahab, Lan Mu, Kazuhiro Nakao, Peter Swoboda, Amitava Banerjee, Mark C. Petrie, Clare J. Taylor, Koji Kawakami, Jianhua Wu, Chris P. Gale

Open source

DOI: 10.1038/s41598-026-60673-w
Published: 2026-07-11
Container: Scientific Reports
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-60673-w,
  title = {Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes},
  author = {Yoko M. Nakao and Ramesh Nadarajah and Farag Shuweihdi and Christopher J. Hayward and Michihiko Goto and Jung-Chi Hsu and Mohammad Haris and Ben Hurdus and Osama Tariq and Temar Habtezghi and Anna Helbitz and Ali Wahab and Lan Mu and Kazuhiro Nakao and Peter Swoboda and Amitava Banerjee and Mark C. Petrie and Clare J. Taylor and Koji Kawakami and Jianhua Wu and Chris P. Gale},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-60673-w},
  url = {https://doi.org/10.1038/s41598-026-60673-w}
}

RIS

TY  - JOUR
TI  - Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes
AU  - Yoko M. Nakao
AU  - Ramesh Nadarajah
AU  - Farag Shuweihdi
AU  - Christopher J. Hayward
AU  - Michihiko Goto
AU  - Jung-Chi Hsu
AU  - Mohammad Haris
AU  - Ben Hurdus
AU  - Osama Tariq
AU  - Temar Habtezghi
AU  - Anna Helbitz
AU  - Ali Wahab
AU  - Lan Mu
AU  - Kazuhiro Nakao
AU  - Peter Swoboda
AU  - Amitava Banerjee
AU  - Mark C. Petrie
AU  - Clare J. Taylor
AU  - Koji Kawakami
AU  - Jianhua Wu
AU  - Chris P. Gale
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-60673-w
UR  - https://doi.org/10.1038/s41598-026-60673-w
ER  -

APA

Nakao, Y. M., Nadarajah, R., Shuweihdi, F., Hayward, C. J., Goto, M., Hsu, J., Haris, M., Hurdus, B., Tariq, O., Habtezghi, T., Helbitz, A., Wahab, A., Mu, L., Nakao, K., Swoboda, P., Banerjee, A., Petrie, M. C., Taylor, C. J., Kawakami, K., Wu, J., & Gale, C. P. (2026). Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes. Scientific Reports. https://doi.org/10.1038/s41598-026-60673-w

Source records

crossref · retrieved 2026-09-26T04:23:42.353Z