# Machine Learning Methods Improve Prognostication, Identify Clinically Distinct Phenotypes, and Detect Heterogeneity in Response to Therapy in a Large Cohort of Heart Failure Patients

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/machine-learning-methods-improve-prognostication-identify-clinically-distinct/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Tariq Ahmad,Lars H. Lund,Pooja Rao,Rohit Ghosh,Prashant Warier,Benjamin J. Vaccaro,Ulf Dahlström,Christopher M. O’Connor,G. Michael Felker,Nihar R. Desai |
| Citations | 248 |
| DOI | 10.1161/jaha.117.008081 |
| Fields | Mathematics,Medicine |
| Open Access | true |
| OA Status | gold |
| OA URL | https://doi.org/10.1161/jaha.117.008081 |
| OpenAlex ID | https://openalex.org/W2797120312 |
| PMID | 29650709 |
| Type | article |
| Year | 2018 |

## Paper authors

- [Lars H. Lund](https://scholariq.org/researchers/lars-h-lund/)
- [G. Michael Felker](https://scholariq.org/researchers/g-michael-felker/)
- [Christopher M. O’Connor](https://scholariq.org/researchers/christopher-m-o-connor/)
- [Nihar R. Desai](https://scholariq.org/researchers/nihar-r-desai/)

## Paper journal

- [Journal of the American Heart Association](https://scholariq.org/journals/journal-of-the-american-heart-association/)

## 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/)
- [Advanced Causal Inference Techniques](https://scholariq.org/topics/advanced-causal-inference-techniques/)
- [Medication Adherence and Compliance](https://scholariq.org/topics/medication-adherence-and-compliance/)

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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.