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Peter Szolovits

N3C Natural Language Processing

Learning to Ask Like a Physician



Eric Lehman , Vladislav Lialin , Katelyn Y. Legaspi , Anne Janelle R. Sy , Patricia Therese S. Pile , Nicole Rose I. Alberto , Richard Raymund R. Ragasa , Corinna Victoria M. Puyat , Isabelle Rose I. Alberto , Pia Gabrielle I. Alfonso , Marianne Taliño , Dana Moukheiber , Byron C. Wallace , Anna Rumshisky , Jenifer J. Liang , Preethi Raghavan , Leo Anthony Celi , Peter Szolovits


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Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View



Di Jin , Elena Sergeeva , Wei-Hung Weng , Geeticka Chauhan , Peter Szolovits

* The first four authors contributed equally, psz is the corresponding author. To appear as an advanced review in WIREs Mechanisms of Disease Journal 

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An Open Natural Language Processing Development Framework for EHR-based Clinical Research: A case demonstration using the National COVID Cohort Collaborative (N3C)



Sijia Liu , Andrew Wen , Liwei Wang , Huan He , Sunyang Fu , Robert Miller , Andrew Williams , Daniel Harris , Ramakanth Kavuluru , Mei Liu , Noor Abu-el-rub , Rui Zhang , John D. Osborne , Masoud Rouhizadeh , Yongqun He , Emily Pfaff , Christopher G. Chute , Tim Duong , Melissa A. Haendel , Rafael Fuentes , Peter Szolovits , Hua Xu , Hongfang Liu


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Rethinking Relational Encoding in Language Model: Pre-Training for General Sequences



Matthew B. A. McDermott , Brendan Yap , Peter Szolovits , Marinka Zitnik


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Adversarial Contrastive Pre-training for Protein Sequences



Matthew B. A. McDermott , Brendan Yap , Harry Hsu , Di Jin , Peter Szolovits


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What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams



Di Jin , Eileen Pan , Nassim Oufattole , Wei-Hung Weng , Hanyi Fang , Peter Szolovits

* Submitted to AAAI 2021 

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Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment



Geeticka Chauhan , Ruizhi Liao , William Wells , Jacob Andreas , Xin Wang , Seth Berkowitz , Steven Horng , Peter Szolovits , Polina Golland

* The two first authors contributed equally. To be published in the proceedings of MICCAI 2020 

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A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data



Matthew B. A. McDermott , Bret Nestor , Evan Kim , Wancong Zhang , Anna Goldenberg , Peter Szolovits , Marzyeh Ghassemi


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TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear Subspaces



So Yeon Min , Preethi Raghavan , Peter Szolovits

* Conference Paper published in the proceedings of AKBC (Automated Knowledge Base Construction) 2020 (https://openreview.net/forum?id=shkmWLRBXH

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CheXpert++: Approximating the CheXpert labeler for Speed,Differentiability, and Probabilistic Output



Matthew B. A. McDermott , Tzu Ming Harry Hsu , Wei-Hung Weng , Marzyeh Ghassemi , Peter Szolovits

* To appear at MLHC 2020 

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