Incidence and pathophysiology of gastrointestinal bleeding during mechanical circulatory support: A retrospective analysis using machine learning algorithms

Insulin-dependent diabetes was associated with increased risk for GI bleeding during MCS, and these patients more often required major transfusions. Further evaluation of continuous anticoagulation therapy is warranted. Knowledge derived from this analytical study may guide the development of institutional protocols to improve care in this patient population.

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Publication Details

Journal
Journal of ExtraCorporeal Technology
Published
2025-10-15
DOI
https://doi.org/10.1051/ject/2025061
Primary Topic
COVID-19 diagnosis using AI
Type
article
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article

Incidence and pathophysiology of gastrointestinal bleeding during mechanical circulatory support: A retrospective analysis using machine learning algorithms

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Incidence and pathophysiology of gastrointestinal bleeding during mechanical circulatory support: A retrospective analysis using machine learning algorithms

Shaun Yockelson, Cezary Rudnicki, Bobby D. Nossaman, Juan C. Duque, Dean Linder, Kristie L. Gore, Junxi Wang
article en

Abstract

Insulin-dependent diabetes was associated with increased risk for GI bleeding during MCS, and these patients more often required major transfusions. Further evaluation of continuous anticoagulation therapy is warranted. Knowledge derived from this analytical study may guide the development of institutional protocols to improve care in this patient population.

Journal of ExtraCorporeal TechnologyVol. 58(1)
Ochsner Health System (US), The University of Queensland (AU), Cole Engineering Services (United States) (US), Perfusion Solution (United States) (US)
Openalex Percentile: Top 57%
COVID-19 diagnosis using AI
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