# Machine Learning-Derived Echocardiographic Phenotypes Predict Heart Failure Incidence in Asymptomatic Individuals

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/machine-learning-derived-echocardiographic-phenotypes-predict-heart-failure/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Masatake Kobayashi,Olivier Huttin,Martin Magnusson,João Pedro Ferreira,Erwan Bozec,Anne-Cécile Huby,Grégoire Preud’homme,Kévin Duarte,Zohra Lamiral,Kévin Dalleau,Emmanuel Bresso,Malika Smaïl‐Tabbone,Marie‐Dominique Devignes,Peter M. Nilsson,Margrét Leósdóttir,Jean‐Marc Boivin,Faı̈ez Zannad,Patrick Rossignol,Nicolas Girerd |
| Citations | 92 |
| DOI | 10.1016/j.jcmg.2021.07.004 |
| Fields | Medicine |
| Open Access | true |
| OA Status | hybrid |
| OA URL | https://www.sciencedirect.com/science/article/pii/S1936878X21005568/pdf |
| OpenAlex ID | https://openalex.org/W3199725447 |
| PMID | 34538625 |
| Type | article |
| Year | 2021 |

## Paper authors

- [Masatake Kobayashi](https://scholariq.org/researchers/masatake-kobayashi/)

## Paper journal

- [JACC. Cardiovascular imaging](https://scholariq.org/journals/jacc-cardiovascular-imaging/)

## Paper primary topic

- [Cardiovascular Function and Risk Factors](https://scholariq.org/topics/cardiovascular-function-and-risk-factors/)

## Paper topics

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

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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.