Search Results for author: Leo Celi

Found 5 papers, 1 papers with code

Evaluating Progress on Machine Learning for Longitudinal Electronic Healthcare Data

no code implementations2 Oct 2020 David Bellamy, Leo Celi, Andrew L. Beam

The Large Scale Visual Recognition Challenge based on the well-known Imagenet dataset catalyzed an intense flurry of progress in computer vision.

BIG-bench Machine Learning Decompensation +1

Predicting Blood Pressure Response to Fluid Bolus Therapy Using Attention-Based Neural Networks for Clinical Interpretability

no code implementations3 Dec 2018 Uma M. Girkar, Ryo Uchimido, Li-wei H. Lehman, Peter Szolovits, Leo Celi, Wei-Hung Weng

Determining whether hypotensive patients in intensive care units (ICUs) should receive fluid bolus therapy (FBT) has been an extremely challenging task for intensive care physicians as the corresponding increase in blood pressure has been hard to predict.

regression Time Series +1

Improved survival of cancer patients admitted to the ICU between 2002 and 2011 at a U.S. teaching hospital

no code implementations6 Aug 2018 Chris Sauer, Jinghui Dong, Leo Celi, Daniele Ramazzotti

MIMIC-III, a freely accessible critical care database of Beth Israel Deaconess Medical Center, Boston, USA was used to retrospectively study trends and outcomes of cancer patients admitted to the ICU between 2002 and 2011.

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