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05/19/2023
LATTE: Label-efficient Incident Phenotyping from Longitudinal Electronic Health Records
Electronic health record (EHR) data are increasingly used to support rea...
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05/09/2023
Investigating the effect of sub-word segmentation on the performance of transformer language models
We would like to explore how morphemes can affect the performance of a l...
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12/03/2022
Linguistic Constructs as the Representation of the Domain Model in an Intelligent Language Tutoring System
This paper presents the development of an AI-based language learning pla...
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11/29/2022
Harnessing electronic health records for real-world evidence
While randomized controlled trials (RCTs) are the gold-standard for esta...
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11/04/2022
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss
Deep learning methods have contributed substantially to the rapid advanc...
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12/17/2021
Federated Adaptive Causal Estimation (FACE) of Target Treatment Effects
Federated learning of causal estimands may greatly improve estimation ef...
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10/24/2021
Efficient and Robust Semi-supervised Estimation of ATE with Partially Annotated Treatment and Response
A notable challenge of leveraging Electronic Health Records (EHR) for tr...
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10/18/2021
Semi-supervised Approach to Event Time Annotation Using Longitudinal Electronic Health Records
Large clinical datasets derived from insurance claims and electronic hea...
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05/04/2021
Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction
Risk modeling with EHR data is challenging due to a lack of direct obser...
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03/07/2021
Risk Prediction with Imperfect Survival Outcome Information from Electronic Health Records
Readily available proxies for time of disease onset such as time of the ...
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06/29/2019
Estimating Treatment Effect under Additive Hazards Models with High-dimensional Covariates
Estimating causal effects for survival outcomes in the high-dimensional ...
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07/29/2017