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Clinical outcome prediction under hypothetical interventions -- a representation learning framework for counterfactual reasoning


May 15, 2022
Yikuan Li, Mohammad Mamouei, Shishir Rao, Abdelaali Hassaine, Dexter Canoy, Thomas Lukasiewicz, Kazem Rahimi, Gholamreza Salimi-Khorshidi


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Multimodal Machine Learning in Precision Health


Apr 10, 2022
Adrienne Kline, Hanyin Wang, Yikuan Li, Saya Dennis, Meghan Hutch, Zhenxing Xu, Fei Wang, Feixiong Cheng, Yuan Luo


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Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences


Feb 12, 2022
Yikuan Li, Ramsey M. Wehbe, Faraz S. Ahmad, Hanyin Wang, Yuan Luo


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Targeted-BEHRT: Deep learning for observational causal inference on longitudinal electronic health records


Feb 07, 2022
Shishir Rao, Mohammad Mamouei, Gholamreza Salimi-Khorshidi, Yikuan Li, Rema Ramakrishnan, Abdelaali Hassaine, Dexter Canoy, Kazem Rahimi

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients


Dec 15, 2021
Hanyin Wang, Yikuan Li, Andrew Naidech, Yuan Luo


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Early Prediction of Mortality in Critical Care Setting in Sepsis Patients Using Structured Features and Unstructured Clinical Notes


Nov 09, 2021
Jiyoung Shin, Yikuan Li, Yuan Luo


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Transfer Learning in Electronic Health Records through Clinical Concept Embedding


Jul 27, 2021
Jose Roberto Ayala Solares, Yajie Zhu, Abdelaali Hassaine, Shishir Rao, Yikuan Li, Mohammad Mamouei, Dexter Canoy, Kazem Rahimi, Gholamreza Salimi-Khorshidi


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Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records


Jun 21, 2021
Yikuan Li, Mohammad Mamouei, Gholamreza Salimi-Khorshidi, Shishir Rao, Abdelaali Hassaine, Dexter Canoy, Thomas Lukasiewicz, Kazem Rahimi


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Risk factor identification for incident heart failure using neural network distillation and variable selection


Mar 01, 2021
Yikuan Li, Shishir Rao, Mohammad Mamouei, Gholamreza Salimi-Khorshidi, Dexter Canoy, Abdelaali Hassaine, Thomas Lukasiewicz, Kazem Rahimi


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