Learning the grammar of prescription: recurrent neural network grammars for medication information extraction in clinical texts
@article{Lerner2020LearningTG, title={Learning the grammar of prescription: recurrent neural network grammars for medication information extraction in clinical texts}, author={Ivan Lerner and Jordan Jouffroy and Anita Burgun-Parenthoine and A. Neuraz}, journal={ArXiv}, year={2020}, volume={abs/2004.11622} }
In this study, we evaluated the RNNG, a neural top-down transition based parser, for medication information extraction in clinical texts. We evaluated this model on a French clinical corpus. The task was to extract the name of a drug (or class of drug), as well as fields informing its administration: frequency, dosage, duration, condition and route of administration. We compared the RNNG model that jointly identify entities and their relations with separate BiLSTMs models for entities and… CONTINUE READING
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- 2020
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References
SHOWING 1-10 OF 40 REFERENCES
Extracting medication information from clinical text
- Computer Science, Medicine
- J. Am. Medical Informatics Assoc.
- 2010
- 375
- PDF
Terminologies augmented recurrent neural network model for clinical named entity recognition
- Computer Science, Medicine
- J. Biomed. Informatics
- 2020
- 5
- PDF
FABLE: A Semi-Supervised Prescription Information Extraction System
- Computer Science, Medicine
- AMIA
- 2018
- 4
High accuracy information extraction of medication information from clinical notes: 2009 i2b2 medication extraction challenge
- Computer Science, Medicine
- J. Am. Medical Informatics Assoc.
- 2010
- 132
- PDF
An end-to-end hybrid algorithm for automated medication discrepancy detection
- Computer Science, Medicine
- BMC Medical Informatics and Decision Making
- 2015
- 21
- PDF
Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency Trees
- Computer Science
- ACL
- 2017
- 80
- PDF
A French clinical corpus with comprehensive semantic annotations: development of the Medical Entity and Relation LIMSI annOtated Text corpus (MERLOT)
- Computer Science
- Lang. Resour. Evaluation
- 2018
- 17
- PDF