Exploring Unsupervised Query Paraphrasing to Identify Relevant Search Phrases for a Literature Review.

Laura-Maria Peltonen, Miretta Tommila, Hans Moen
Author Information
  1. Laura-Maria Peltonen: Department of Nursing Science, University of Turku, Turku, Finland.
  2. Miretta Tommila: Department of Perioperative Services, Intensive Care Medicine and Pain Management, Turku University Hospital and University of Turku, Turku, Finland.
  3. Hans Moen: Department of Future Technologies, University of Turku, Turku, Finland.

Abstract

Literature databases have multifaceted search options, but emerging research areas do not have an established terminology and therefore it is difficult to find relevant literature when conducting a review. This study aimed to explore if an unsupervised paraphrasing approach is useful in identifying relevant search phrases for a literature review on an emerging research topic - situational leadership in critical care. Using an initial set of 12 search phrases, the system was used to propose additional phrases, which were manually classified and further used in an expanded PubMed database search. Finally, we assessed the papers found with the expanded search and compared this to the initial search results. As a result, the expanded search more than tripled the search results, from 182 to 673 papers. The expanded search also more than tripled the number of relevant papers, from 12 in the original search to 39 in the expanded search.

Keywords

MeSH Term

Data Management
Leadership
PubMed

Word Cloud

Created with Highcharts 10.0.0searchexpandedLiteraturerelevantreviewunsupervisedphrasespapersemergingresearchliteratureparaphrasingleadershipcareinitial12usedPubMedresultstripleddatabasesmultifacetedoptionsareasestablishedterminologythereforedifficultfindconductingstudyaimedexploreapproachusefulidentifyingtopic-situationalcriticalUsingsetsystemproposeadditionalmanuallyclassifieddatabaseFinallyassessedfoundcomparedresult182673alsonumberoriginal39ExploringUnsupervisedQueryParaphrasingIdentifyRelevantSearchPhrasesReviewhealthstrategyqueryrewriting

Similar Articles

Cited By

No available data.