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Relation extraction between the clinical entities based on the shortest dependency path based LSTM
In this paper, we present an efficient relation extraction system based on the shortest dependency path (SDP) generated from the dependency parsed tree of the sentence. It will be published at @ICON 2018.
Automated Clinical Documentation Improvement
Complete and accurate clinical documentation in the medical record has a direct impact on the assignment of codes, more accurate levels of reimbursement, and is critical to the higher quality of patient care. This paper describes the development of a system which can automatically flag the cases if there is an opportunity for improvement in patient clinical documents.
Annotating a Large Representative Corpus of Clinical Notes for Parts of Speech
In this paper we described an ongoing effort to create a sample corpus of clinical notes across most of the sub-domains and including all the different types of linguistic styles in this domain. We have also used a novel method for creation of a representative corpus which can be said to represent the whole of the clinical text in current practice across providers within United States.