Peer-reviewedCC BYFrontiers in pharmacology16 Oct 2026

Machine-learning phenotyping and exploratory medication-outcome associations in heart failure with preserved ejection fraction: a multicohort retrospective study

Qianli Ma¹
Shaotong Zhang¹
Chengjian Guan¹
Yitong Liu²
Xiuchun Yang¹
Xiong Chen³
Sheng Jin⁴
Bing Xiao¹

4 affiliations

¹Department of Cardiology, The Second Hospital of Hebei Medical University , ,
²Medical Technology College, Hebei Medical University , ,
³Department of Urology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University , ,
⁴Department of Physiology, Hebei Medical University , ,

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BibTeX

@article{ma2026machinelearning,
  title = {{Machine-learning phenotyping and exploratory medication-outcome associations in heart failure with preserved ejection fraction: a multicohort retrospective study}},
  author = {Qianli Ma and Shaotong Zhang and Chengjian Guan and Yitong Liu and Xiuchun Yang and Xiong Chen and Sheng Jin and Bing Xiao},
  journal = {Frontiers in pharmacology},
  year = {2026},
  month = oct,
  url = {https://europepmc.org/article/PMC/PMC13654846},
  note = {CC BY},
}

RIS

TY  - JOUR
TI  - Machine-learning phenotyping and exploratory medication-outcome associations in heart failure with preserved ejection fraction: a multicohort retrospective study
AU  - Qianli Ma
AU  - Shaotong Zhang
AU  - Chengjian Guan
AU  - Yitong Liu
AU  - Xiuchun Yang
AU  - Xiong Chen
AU  - Sheng Jin
AU  - Bing Xiao
PY  - 2026
DA  - 2026/10/16
JO  - Frontiers in pharmacology
UR  - https://europepmc.org/article/PMC/PMC13654846
SN  - 1663-9812
ER  -

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