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The large amount of time clinicians spend sifting through patient notes and documenting in electronic health records (EHRs) is a leading cause of clinician burnout.
Publicly available clinical BERT embeddings
Emily Alsentzer, John Murphy, William Boag, Wei-Hung Weng, Di Jindi, Tristan Naumann, and Matthew McDermott · 1909
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Word association norms, mutual information, and lexicography
Kenneth Church and Patrick Hanks · 1990
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Reading the medical record. i. analysis of physician’s ways of reading the medical record
Else Nygren and Peter Henriksson · 1992
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Using electronic health records to help coordinate care
Lynda C Burton, Gerard F Anderson, and Irvin W Kues · 2004
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ROUGE: A package for automatic evaluation of summaries
Chin-Yew Lin · 2004
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Combining association measures for collocation extraction
Pavel Pecina and Pavel Schlesinger · 2006
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Comparing icd9-encoded diagnoses and nlp-processed discharge summaries for clinical trials pre-screening: a case study
Li Li, Herbert S Chase, Chintan O Patel, Carol Friedman, and Chunhua Weng · 2008
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An interface-driven analysis of user interactions with an electronic health records system
Kai Zheng, Rema Padman, Michael P Johnson, and Herbert S Diamond · 2009
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Benefits and drawbacks of electronic health record systems
Nir Menachemi and Taleah H Collum · 2011
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Clinical documentation: composition or synthesis?
Lena Mamykina, David K Vawdrey, Peter D Stetson, Kai Zheng, and George Hripcsak · 2012
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A review of approaches to identifying patient phenotype cohorts using electronic health records
Chaitanya Shivade, Preethi Raghavan, Eric Fosler-Lussier, Peter J Embi, Noemie Elhadad, Stephen B Johnson, and Albert M Lai · 2014
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Harvest, a longitudinal patient record summarizer
Jamie S Hirsch, Jessica S Tanenbaum, Sharon Lipsky Gorman, Connie Liu, Eric Schmitz, Dritan Hashorva, Artem Ervits, David Vawdrey, Marc Sturm, and Noémie Elhadad · 2015
Cited alongside, same era.
Safe practices for copy and paste in the ehr
Amy Y Tsou, Christoph U Lehmann, Jeremy Michel, Ronni Solomon, Lorraine Possanza, and Tejal Gandhi · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Ł Ukasz Kaiser, and Illia Polosukhin · 2017
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Extractive summarization of ehr discharge notes
Emily Alsentzer and Anne Kim · 2018
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Doccurate : A Curation-Based Approach for Clinical Text Visualization
Nicole Sultanum, Devin Singh, Michael Brudno, and Fanny Chevalier · 2018
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Ontology-aware clinical abstractive summarization
Sean MacAvaney, Sajad Sotudeh, Arman Cohan, Nazli Goharian, Ish Talati, and Ross W Filice · 2019
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EHR audit logs: A new goldmine for health services research?
Julia Adler-Milstein, Jason S Adelman, Ming Tai-Seale, Vimla L Patel, and Chris Dymek · 2020
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Fast, structured clinical documentation via contextual autocomplete
Divya Gopinath, Monica Agrawal, Luke Murray, Steven Horng, David Karger, and David Sontag · 2020
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Using electronic health record audit logs to study clinical activity: a systematic review of aims, measures, and methods
Adam Rule, Michael F Chiang, and Michelle R Hribar · 2020
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Measurement of clinical documentation burden among physicians and nurses using electronic health records: a scoping review
Amanda J Moy, Jessica M Schwartz, RuiJun Chen, Shirin Sadri, Eugene Lucas, Kenrick D Cato, and Sarah Collins Rossetti · 2021
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Yanshan Wang, Liwei Wang, Majid Rastegar-Mojarad, Sungrim Moon, Feichen Shen, Naveed Afzal, Sijia Liu, Yuqun Zeng, Saeed Mehrabi, Sunghwan Sohn, et al · 2018
Cited alongside, same era.
Embedding electronic health records for clinical information retrieval
Xing Wei and Carsten Eickhoff · 2018
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2019
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Improving documentation of presenting problems in the emergency department using a domain-specific ontology and machine learning-driven user interfaces
Nathaniel R Greenbaum, Yacine Jernite, Yoni Halpern, Shelley Calder, Larry A Nathanson, David A Sontag, and Steven Horng · 2019
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Using machine learning to selectively highlight patient information
Andrew J King, Gregory F Cooper, Gilles Clermont, Harry Hochheiser, Milos Hauskrecht, Dean F Sittig, and Shyam Visweswaran · 2019
Cited alongside, same era.
Medknowts: unified documentation and information retrieval for electronic health records
Luke Murray, Divya Gopinath, Monica Agrawal, Steven Horng, David Sontag, and David R Karger · 2021
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Large language models are few-shot clinical information extractors
Monica Agrawal, Stefan Hegselmann, Hunter Lang, Yoon Kim, and David Sontag · 2022
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Neural natural language processing for unstructured data in electronic health records: A review
Irene Li, Jessica Pan, Jeremy Goldwasser, Neha Verma, Wai Pan Wong, Muhammed Yavuz Nuzumlalı, Benjamin Rosand, Yixin Li, Matthew Zhang, David Chang, R. Andrew Taylor, Harlan M. Krumholz, and Dragomir Radev · 2022
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Electronic health records and physician burnout: a scoping review
Raghad Muhiyaddin, Asma Elfadl, Ebtehag Mohamed, Zubair Shah, Tanvir Alam, Alaa Abd-Alrazaq, and Mowafa Househ · 2022
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Beyond summarization: Designing ai support for real-world expository writing tasks
Zejiang Shen, Tal August, Pao Siangliulue, Kyle Lo, Jonathan Bragg, Jeff Hammerbacher, Doug Downey, Joseph Chee Chang, and David Sontag · 2023
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