Literature DB >> 18721900

Vaidurya: a multiple-ontology, concept-based, context-sensitive clinical-guideline search engine.

Robert Moskovitch1, Yuval Shahar.   

Abstract

We designed and implemented a generic search engine (Vaidurya), as part of our Digital clinical-Guideline Library (DeGeL) framework. Two search methods were implemented in addition to full-text search: (1) concept-based search, which relies on pre-indexing the guidelines in a clinically meaningful fashion, and (2) context-sensitive search, which relies on first semi-structuring the guidelines according to a given ontology, then searching for terms within specific labeled text segments. The Vaidurya engine is fully functional and is used within the DeGeL system. We describe the Vaidurya ontological and algorithmic framework; we also briefly summarize the results of a detailed evaluation in the clinical-guideline domain, demonstrating that both concept-based and context-sensitive ontology-independent search are highly feasible and significantly improve on free text search retrieval performance. We conclude by analyzing the limitations and advantages of the approach, and the steps that we have started to take to extend it based on user feedback.

Mesh:

Year:  2008        PMID: 18721900     DOI: 10.1016/j.jbi.2008.07.003

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  5 in total

1.  Improving condition severity classification with an efficient active learning based framework.

Authors:  Nir Nissim; Mary Regina Boland; Nicholas P Tatonetti; Yuval Elovici; George Hripcsak; Yuval Shahar; Robert Moskovitch
Journal:  J Biomed Inform       Date:  2016-03-22       Impact factor: 6.317

2.  Inter-labeler and intra-labeler variability of condition severity classification models using active and passive learning methods.

Authors:  Nir Nissim; Yuval Shahar; Yuval Elovici; George Hripcsak; Robert Moskovitch
Journal:  Artif Intell Med       Date:  2017-04-27       Impact factor: 5.326

3.  A scalable architecture for incremental specification and maintenance of procedural and declarative clinical decision-support knowledge.

Authors:  Avner Hatsek; Yuval Shahar; Meirav Taieb-Maimon; Erez Shalom; Denis Klimov; Eitan Lunenfeld
Journal:  Open Med Inform J       Date:  2010-12-14

4.  Information discovery on electronic health records using authority flow techniques.

Authors:  Vagelis Hristidis; Ramakrishna R Varadarajan; Paul Biondich; Michael Weiner
Journal:  BMC Med Inform Decis Mak       Date:  2010-10-22       Impact factor: 2.796

5.  Requirements for guidelines systems: implementation challenges and lessons from existing software-engineering efforts.

Authors:  Hemant Shah; Raymond D Allard; Robert Enberg; Ganesh Krishnan; Patricia Williams; Prakash M Nadkarni
Journal:  BMC Med Inform Decis Mak       Date:  2012-03-09       Impact factor: 2.796

  5 in total

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