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An Interpretable ICU Mortality Prediction Model Based on Logistic Regression and Recurrent Neural Networks with LSTM units.

Most existing studies used logistic regression to establish scoring systems to predict intensive care unit (ICU) mortality. Machine learning-based approaches can achieve higher prediction accuracy but, unlike the scoring systems, frequently cannot provide explicit interpretability. We evaluated an i...

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Bibliographic Details
Published in:AMIA Annu Symp Proc
Main Authors: Ge, Wendong, Huh, Jin-Won, Park, Yu Rang, Lee, Jae-Ho, Kim, Young-Hak, Turchin, Alexander
Format: Artigo
Language:Inglês
Published: American Medical Informatics Association 2018
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Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC6371274/
https://ncbi.nlm.nih.gov/pubmed/30815086
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