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Learning the Structure of Surgical Procedures from Operative Notes

Authors: Ramón Maldonado;

Learning the Structure of Surgical Procedures from Operative Notes

Abstract

Electronic Operative Notes are generated after surgical procedures for documentation and billing. These operative notes, like many other Electronic Medical Records (EMRs) have the potential of an important secondary use: they can enable surgical clinical research aimed at improving evidence-based medical practice. Recognizing surgical techniques by capturing the structure of a surgical procedure requires the semantic processing and discourse understanding of operative notes. Identifying only predicates pertaining to surgical actions does not explain the various possible surgical scripts. Similarly, recognizing all actions and observations pertaining to a surgical step cannot be performed without taking into account discourse structure. In this paper we show how combining both forms of clinical language processing leads to learning the structure of surgical procedures. Experimental results on two large sets of operative notes show promising results.

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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