Title
Exploiting term dependence while handling negation in medical search
Abstract
In medical records, negative qualifiers, e.g. no or without, are commonly used by health practitioners to identify the absence of a medical condition. Without considering whether the term occurs in a negative or positive context, the sole presence of a query term in a medical record is insufficient to imply that the record is relevant to the query. In this paper, we show how to effectively handle such negation within a medical records information retrieval system. In particular, we propose a term representation that tackles negated language in medical records, which is further extended by considering the dependence of negated query terms. We evaluate our negation handling technique within the search task provided by the TREC Medical Records 2011 track. Our results, which show a significant improvement upon a system that does not consider negated context within records, attest the importance of handling negation.
Year
DOI
Venue
2012
10.1145/2348283.2348471
SIGIR
Keywords
Field
DocType
medical record,medical records information retrieval,medical condition,exploiting term dependence,negation handling technique,negative qualifier,health practitioner,trec medical records,term representation,medical search,query term,positive context,information retrieval system,medical records,negation
Data mining,Negation,Information retrieval,Computer science,Medical search,Medical record
Conference
Citations 
PageRank 
References 
19
0.93
5
Authors
4
Name
Order
Citations
PageRank
Nut Limsopatham117214.86
Craig Macdonald22588178.50
Richard Mccreadie340332.43
Iadh Ounis43438234.59