Literature DB >> 14728276

IndexFinder: a method of extracting key concepts from clinical texts for indexing.

Qinghua Zou1, Wesley W Chu, Craig Morioka, Gregory H Leazer, Hooshang Kangarloo.   

Abstract

Extracting key concepts from clinical texts for indexing is an important task in implementing a medical digital library. Several methods are proposed for mapping free text into standard terms defined by the Unified Medical Language System (UMLS). For example, natural language processing techniques are used to map identified noun phrases into concepts. They are, however, not appropriate for real time applications. Therefore, in this paper, we present a new algorithm for generating all valid UMLS concepts by permuting the set of words in the input text and then filtering out the irrelevant concepts via syntactic and semantic filtering. We have implemented the algorithm as a web-based service that provides a search interface for researchers and computer programs. Our preliminary experiment shows that the algorithm is effective at discovering relevant UMLS concepts while achieving a throughput of 43K bytes of text per second. The tool can extract key concepts from clinical texts for indexing.

Mesh:

Year:  2003        PMID: 14728276      PMCID: PMC1480259     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  7 in total

1.  Discovering missed synonymy in a large concept-oriented Metathesaurus.

Authors:  W T Hole; S Srinivasan
Journal:  Proc AMIA Symp       Date:  2000

2.  Effective mapping of biomedical text to the UMLS Metathesaurus: the MetaMap program.

Authors:  A R Aronson
Journal:  Proc AMIA Symp       Date:  2001

3.  Finding UMLS Metathesaurus concepts in MEDLINE.

Authors:  Suresh Srinivasan; Thomas C Rindflesch; William T Hole; Alan R Aronson; James G Mork
Journal:  Proc AMIA Symp       Date:  2002

4.  Metaphrase: an aid to the clinical conceptualization and formalization of patient problems in healthcare enterprises.

Authors:  M S Tuttle; N E Olson; K D Keck; W G Cole; M S Erlbaum; D D Sherertz; C G Chute; P L Elkin; G E Atkin; B H Kaihoi; C Safran; D Rind; V Law
Journal:  Methods Inf Med       Date:  1998-11       Impact factor: 2.176

Review 5.  Evaluating natural language processors in the clinical domain.

Authors:  C Friedman; G Hripcsak
Journal:  Methods Inf Med       Date:  1998-11       Impact factor: 2.176

6.  Conceptual mapping of user's queries to medical subject headings.

Authors:  Y L Zieman; H L Bleich
Journal:  Proc AMIA Annu Fall Symp       Date:  1997

7.  Workflow management of HIS/RIS textual documents with PACS image studies for neuroradiology.

Authors:  Craig A Morioka; Suzie El-Saden; Gary Duckwiler; Qinghua Zou; Rene Ying; Alex Bui; David Johnson; Hooshang Kangarloo
Journal:  AMIA Annu Symp Proc       Date:  2003
  7 in total
  25 in total

1.  Automated encoding of clinical documents based on natural language processing.

Authors:  Carol Friedman; Lyudmila Shagina; Yves Lussier; George Hripcsak
Journal:  J Am Med Inform Assoc       Date:  2004-06-07       Impact factor: 4.497

2.  Developing a natural language processing application for measuring the quality of colonoscopy procedures.

Authors:  Henk Harkema; Wendy W Chapman; Melissa Saul; Evan S Dellon; Robert E Schoen; Ateev Mehrotra
Journal:  J Am Med Inform Assoc       Date:  2011-09-21       Impact factor: 4.497

3.  A unified architecture for biomedical search engines based on semantic web technologies.

Authors:  Vahid Jalali; Mohammad Reza Matash Borujerdi
Journal:  J Med Syst       Date:  2009-08-25       Impact factor: 4.460

4.  Improved identification of noun phrases in clinical radiology reports using a high-performance statistical natural language parser augmented with the UMLS specialist lexicon.

Authors:  Yang Huang; Henry J Lowe; Dan Klein; Russell J Cucina
Journal:  J Am Med Inform Assoc       Date:  2005-01-31       Impact factor: 4.497

5.  Automation of a problem list using natural language processing.

Authors:  Stephane Meystre; Peter J Haug
Journal:  BMC Med Inform Decis Mak       Date:  2005-08-31       Impact factor: 2.796

6.  MediClass: A system for detecting and classifying encounter-based clinical events in any electronic medical record.

Authors:  Brian Hazlehurst; H Robert Frost; Dean F Sittig; Victor J Stevens
Journal:  J Am Med Inform Assoc       Date:  2005-05-19       Impact factor: 4.497

7.  Inductive creation of an annotation schema for manually indexing clinical conditions from emergency department reports.

Authors:  Wendy W Chapman; John N Dowling
Journal:  J Biomed Inform       Date:  2005-08-22       Impact factor: 6.317

8.  Indexing anatomical phrases in neuro-radiology reports to the UMLS 2005AA.

Authors:  Vijayaraghavan Bashyam; Ricky K Taira
Journal:  AMIA Annu Symp Proc       Date:  2005

9.  Comparison of machine learning classifiers for influenza detection from emergency department free-text reports.

Authors:  Arturo López Pineda; Ye Ye; Shyam Visweswaran; Gregory F Cooper; Michael M Wagner; Fuchiang Rich Tsui
Journal:  J Biomed Inform       Date:  2015-09-16       Impact factor: 6.317

10.  NLP-based identification of pneumonia cases from free-text radiological reports.

Authors:  Peter L Elkin; David Froehling; Dietlind Wahner-Roedler; Brett Trusko; Gail Welsh; Haobo Ma; Armen X Asatryan; Jerome I Tokars; S Trent Rosenbloom; Steven H Brown
Journal:  AMIA Annu Symp Proc       Date:  2008-11-06
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