Publications by authors named "Li-wei H Lehman"

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MIMIC-IV, a freely accessible electronic health record dataset.
Alistair E W Johnson, Lucas Bulgarelli, Lu Shen, Alvin Gayles, Ayad Shammout, Steven Horng, Tom J Pollard, Sicheng Hao, Benjamin Moody, Brian Gow

January 2023

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Uncertainty Quantification for Conditional Treatment Effect Estimation under Dynamic Treatment Regimes.
Leon Deng, Hong Xiong, Feng Wu, Sanyam Kapoor, Soumya Ghosh, Li-Wei H Lehman

Proc Mach Learn Res· December 2024

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The impact of aggressive and conservative propensity for initiation of neuromuscular blockade in mechanically ventilated patients with hypoxemic respiratory failure.
Zach Shahn, Boris Jung, Daniel Talmor, Edward H Kennedy, Li-Wei H Lehman

J Crit Care· August 2024

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G-Transformer: Counterfactual Outcome Prediction under Dynamic and Time-varying Treatment Regimes.
Hong Xiong, Feng Wu, Leon Deng, Megan Su, Zach Shahn, Li-Wei H Lehman

Proc Mach Learn Res· August 2024

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Counterfactual Sepsis Outcome Prediction Under Dynamic and Time-Varying Treatment Regimes.
Megan Su, Stephanie Hu, Hong Xiong, Elias Baedorf Kassis, Li-Wei H Lehman

AMIA Jt Summits Transl Sci Proc· May 2024

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Forecasting Treatment Outcomes Over Time Using Alternating Deep Sequential Models.
Feng Wu, Guoshuai Zhao, Yuerong Zhou, Xueming Qian, Baedorf-Kassis Elias, Li-Wei H Lehman

IEEE Trans Biomed Eng· April 2024

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A Reinforcement Learning Model for Optimal Treatment Strategies in Intensive Care: Assessment of the Role of Cardiorespiratory Features.
Cristian Drudi, Maximiliano Mollura, Li-Wei H Lehman, Riccardo Barbieri

IEEE Open J Eng Med Biol· February 2024

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Effects of aggressive and conservative strategies for mechanical ventilation liberation.
Zach Shahn, Aman Choudhri, Boris Jung, Daniel Talmor, Li-Wei H Lehman

J Crit Care· August 2023

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Author Correction: MIMIC-IV, a freely accessible electronic health record dataset.
Alistair E W Johnson, Lucas Bulgarelli, Lu Shen, Alvin Gayles, Ayad Shammout, Li-Wei H Lehman

Sci Data· April 2023

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Titration of Ventilator Settings to Target Driving Pressure and Mechanical Power.
Elias N Baedorf Kassis, Stephanie Hu, MingYu Lu, Alistair E W Johnson, Somnath Bose, Li-Wei H Lehman

Respir Care· January 2023

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Author Correction: MIMIC-IV, a freely accessible electronic health record dataset.
Alistair E W Johnson, Lucas Bulgarelli, Lu Shen, Alvin Gayles, Ayad Shammout, Li-Wei H Lehman

Sci Data· January 2023

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Knowledge Distillation via Constrained Variational Inference.
Ardavan Saeedi, Yuria Utsumi, Li Sun, Kayhan Batmanghelich, Li-Wei H Lehman

Proc AAAI Conf Artif Intell· June 2022

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A contrastive learning approach for ICU false arrhythmia alarm reduction.
Yuerong Zhou, Guoshuai Zhao, Jun Li, Gan Sun, Xueming Qian, Li-Wei H Lehman

Sci Rep· March 2022

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A novel artificial intelligence based intensive care unit monitoring system: using physiological waveforms to identify sepsis.
Maximiliano Mollura, Li-Wei H Lehman, Roger G Mark, Riccardo Barbieri

Philos Trans A Math Phys Eng Sci· December 2021

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Delaying initiation of diuretics in critically ill patients with recent vasopressor use and high positive fluid balance.
Zachary Shahn, Li-Wei H Lehman, Roger G Mark, Daniel Talmor, Somnath Bose

Br J Anaesth· October 2021

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Multi-View Spatial-Temporal Graph Convolutional Networks With Domain Generalization for Sleep Stage Classification.
Ziyu Jia, Youfang Lin, Jing Wang, Xiaojun Ning, Yuanlai He, Li-Wei H Lehman

IEEE Trans Neural Syst Rehabil Eng· October 2021

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Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Hemodynamic Management in Sepsis Patients.
MingYu Lu, Zachary Shahn, Daby Sow, Finale Doshi-Velez, Li-Wei H Lehman

AMIA Annu Symp Proc· June 2021

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Fluid-limiting treatment strategies among sepsis patients in the ICU: a retrospective causal analysis.
Zach Shahn, Nathan I Shapiro, Patrick D Tyler, Daniel Talmor, Li-Wei H Lehman

Crit Care· February 2020

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Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning.
Xuefeng Peng, Yi Ding, David Wihl, Omer Gottesman, Matthieu Komorowski, Li-Wei H Lehman

AMIA Annu Symp Proc· December 2019

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Retaining Privileged Information for Multi-Task Learning.
Fengyi Tang, Cao Xiao, Fei Wang, Jiayu Zhou, Li-Wei H Lehman

KDD· July 2019

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You Snooze, You Win: the PhysioNet/Computing in Cardiology Challenge 2018.
Mohammad M Ghassemi, Benjamin E Moody, Li-Wei H Lehman, Christopher Song, Qiao Li

Comput Cardiol (2010)· September 2018

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Representation Learning Approaches to Detect False Arrhythmia Alarms from ECG Dynamics.
Eric P Lehman, Rahul G Krishnan, Xiaopeng Zhao, Roger G Mark, Li-Wei H Lehman

Proc Mach Learn Res· August 2018

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AF Classification from a Short Single Lead ECG Recording: the PhysioNet/Computing in Cardiology Challenge 2017.
Gari D Clifford, Chengyu Liu, Benjamin Moody, Li-Wei H Lehman, Ikaro Silva

Comput Cardiol (2010)· September 2017

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Phenotyping Hypotensive Patients in Critical Care Using Hospital Discharge Summaries.
Yang Dai, Sharukh Lokhandwala, William Long, Roger Mark, Li-Wei H Lehman

IEEE EMBS Int Conf Biomed Health Inform· February 2017

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Estimating Patient's Health State Using Latent Structure Inferred from Clinical Time Series and Text.
Aaron Zalewski, William Long, Alistair E W Johnson, Roger G Mark, Li-Wei H Lehman

IEEE EMBS Int Conf Biomed Health Inform· February 2017

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