# Phenomapping of Patients with Heart Failure with Preserved Ejection Fraction Using Machine Learning-Based Unsupervised Cluster Analysis

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/phenomapping-of-patients-with-heart-failure-with-preserved-ejection-fraction/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Matthew W. Segar,Kershaw V. Patel,Colby Ayers,Mujeeb Basit,W.H. Wilson Tang,DuWayne L. Willett,Jarett D. Berry,Justin L. Grodin,Ambarish Pandey |
| Citations | 312 |
| DOI | 10.1002/ejhf.1621 |
| Fields | Medicine |
| Open Access | true |
| OA Status | bronze |
| OA URL | https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ejhf.1621 |
| OpenAlex ID | https://openalex.org/W2982039390 |
| PMID | 31637815 |
| Type | article |
| Year | 2019 |

## Paper authors

- [W.H. Wilson Tang](https://scholariq.org/researchers/w-h-wilson-tang/)
- [Justin L. Grodin](https://scholariq.org/researchers/justin-l-grodin/)

## Paper journal

- [European Journal of Heart Failure](https://scholariq.org/journals/european-journal-of-heart-failure/)

## Paper primary topic

- [Heart Failure Treatment and Management](https://scholariq.org/topics/heart-failure-treatment-and-management/)

## Paper topics

- [Heart Failure Treatment and Management](https://scholariq.org/topics/heart-failure-treatment-and-management/)
- [Cardiac Fibrosis and Remodeling](https://scholariq.org/topics/cardiac-fibrosis-and-remodeling/)
- [Cardiovascular Function and Risk Factors](https://scholariq.org/topics/cardiovascular-function-and-risk-factors/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.