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Matthew M. Churpek

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

9

Venues

4

Active years

2018–2024

Best venue rank

A*

Where they publish

Papers

9 indexed papers, newest first.

YearVenueTitleAuthors
2024EMNLPWhen Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications?Yanjun Gao, Skatje Myers, Shan Chen, Dmitriy Dligach, Timothy A. Miller, Danielle S. Bitterman, Matthew M. Churpek, Majid Afshar
2022AMIAExplaining Alerts from a Pediatric Deterioration Prediction Model Using Clinical Text.Anoop M. Mayampurath, Kyle A. Carey, Priti Jani, Majid Afshar, Matthew M. Churpek, Dmitriy Dligach
2022COLINGSummarizing Patients' Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models.Yanjun Gao, Dmitriy Dligach, Timothy Miller, Dongfang Xu, Matthew M. Churpek, Majid Afshar
2022LRECHierarchical Annotation for Building A Suite of Clinical Natural Language Processing Tasks: Progress Note Understanding.Yanjun Gao, Dmitriy Dligach, Timothy Miller, Samuel Tesch, Ryan Laffin, Matthew M. Churpek, Majid Afshar
2021AMIABias Assessment and Correction in Machine Learning Algorithms: A Use-Case in a Natural Language Processing Algorithm to Identify Hospitalized Patients with Unhealthy Alcohol Use.Marissa Borgese, Cara Joyce, Emily E. Anderson, Matthew M. Churpek, Majid Afshar
2021AMIASepsis Prediction Using Semi-Supervised and Transfer Learning.John R. Caskey, Fereshteh S. Bashiri, Anoop M. Mayampurath, Nicole Dussault, Jay Dumanian, Sivasubramanium V. Bhavani, Kyle A. Carey, Emily R. Gilbert, Christopher J. Winslow, Nirav S. Shah, Dana P. Edelson, Majid Afshar, Matthew M. Churpek
2021AMIAA multi-label classifier to screen different types of substance misuse in hospitalized patients.Brihat Sharma, Dmitriy Dligach, Hale Thomson, Matthew M. Churpek, Niranjan S. Karnik, Majid Afshar
2021AMIAThe Addition of United States Census-Tract Data Does Not Improve the Prediction of Substance Misuse.Daniel To, Cara Joyce, Sujay Kulshrestha, Brihat Sharma, Dmitriy Dligach, Matthew M. Churpek, Majid Afshar
2018AMIAA Computable Phenotype for Acute Respiratory Distress Syndrome Using Natural Language Processing and Machine Learning.Majid Afshar, Cara Joyce, Anthony Oakey, Perry Formanek, Philip Yang, Matthew M. Churpek, Richard S. Cooper, Ron Price, Susan J. Zelisko, Dmitriy Dligach