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Predicting Hyperkalemia in the ICU and Evaluation of Generalizability and Interpretability

Jan 27, 2021
Gloria Hyunjung Kwak, Christina Chen, Lowell Ling, Erina Ghosh, Leo Anthony Celi, Pan Hui

* AAAI 2021 Workshop: Trustworthy AI for Healthcare 
* 6 pages, 3 figures, 3 tables 

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Identifying Decision Points for Safe and Interpretable Reinforcement Learning in Hypotension Treatment

Jan 09, 2021
Kristine Zhang, Yuanheng Wang, Jianzhun Du, Brian Chu, Leo Anthony Celi, Ryan Kindle, Finale Doshi-Velez

* NeurIPS 2020 Machine Learning for Health (ML4H) Workshop 

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Acronym Identification and Disambiguation Shared Tasks for Scientific Document Understanding

Jan 06, 2021
Amir Pouran Ben Veyseh, Franck Dernoncourt, Thien Huu Nguyen, Walter Chang, Leo Anthony Celi

* Task overview for Acronym Identification and Acronym Disambiguation at Scientific Document Understanding workshop at AAAI 2021 

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Acronym Identification and Disambiguation shared tasksfor Scientific Document Understanding

Dec 22, 2020
Amir Pouran Ben Veyseh, Franck Dernoncourt, Thien Huu Nguyen, Walter Chang, Leo Anthony Celi

* Task overview for Acronym Identification and Acronym Disambiguation at Scientific Document Understanding workshop at AAAI 2020 

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Real-time Prediction of COVID-19 related Mortality using Electronic Health Records

Aug 31, 2020
Patrick Schwab, Arash Mehrjou, Sonali Parbhoo, Leo Anthony Celi, Jürgen Hetzel, Markus Hofer, Bernhard Schölkopf, Stefan Bauer


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A Corpus for Detecting High-Context Medical Conditions in Intensive Care Patient Notes Focusing on Frequently Readmitted Patients

Mar 06, 2020
Edward T. Moseley, Joy T. Wu, Jonathan Welt, John Foote, Patrick D. Tyler, David W. Grant, Eric T. Carlson, Sebastian Gehrmann, Franck Dernoncourt, Leo Anthony Celi

* Accepted at LREC 2020 

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Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions

Feb 14, 2020
Omer Gottesman, Joseph Futoma, Yao Liu, Sonali Parbhoo, Leo Anthony Celi, Emma Brunskill, Finale Doshi-Velez

* Change: Correction of typo in meta-data author names 

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Interpretable Machine Learning Model for Early Prediction of Mortality in Elderly Patients with Multiple Organ Dysfunction Syndrome (MODS): a Multicenter Retrospective Study and Cross Validation

Jan 28, 2020
Xiaoli Liu, Pan Hu, Zhi Mao, Po-Chih Kuo, Peiyao Li, Chao Liu, Jie Hu, Deyu Li, Desen Cao, Roger G. Mark, Leo Anthony Celi, Zhengbo Zhang, Feihu Zhou

* 33 pages, 14 figures, 14 tables, article, Co-author: Xiaoli Liu and Pan Hu, Co-correspondence: Feihu Zhou and Zhengbo Zhang 

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Ensembles of Locally Independent Prediction Models

Nov 27, 2019
Andrew Slavin Ross, Weiwei Pan, Leo Anthony Celi, Finale Doshi-Velez

* This is an expansion of arXiv:1806.08716 with different applications and focus, accepted to AAAI 2020 

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Withholding aggressive treatments may not accelerate time to death among dying ICU patients

Aug 04, 2018
Daniele Ramazzotti, Peter Clardy, Leo Anthony Celi, David J. Stone, Robert S. Rudin


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Modeling Mistrust in End-of-Life Care

Jun 30, 2018
Willie Boag, Harini Suresh, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi


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Evaluating Reinforcement Learning Algorithms in Observational Health Settings

May 31, 2018
Omer Gottesman, Fredrik Johansson, Joshua Meier, Jack Dent, Donghun Lee, Srivatsan Srinivasan, Linying Zhang, Yi Ding, David Wihl, Xuefeng Peng, Jiayu Yao, Isaac Lage, Christopher Mosch, Li-wei H. Lehman, Matthieu Komorowski, Matthieu Komorowski, Aldo Faisal, Leo Anthony Celi, David Sontag, Finale Doshi-Velez


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Clinical Intervention Prediction and Understanding using Deep Networks

May 23, 2017
Harini Suresh, Nathan Hunt, Alistair Johnson, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi


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Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach

May 23, 2017
Aniruddh Raghu, Matthieu Komorowski, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi


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Comparing Rule-Based and Deep Learning Models for Patient Phenotyping

Mar 25, 2017
Sebastian Gehrmann, Franck Dernoncourt, Yeran Li, Eric T. Carlson, Joy T. Wu, Jonathan Welt, John Foote Jr., Edward T. Moseley, David W. Grant, Patrick D. Tyler, Leo Anthony Celi


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