Literature DB >> 20351885

Using a statistical natural language Parser augmented with the UMLS specialist lexicon to assign SNOMED CT codes to anatomic sites and pathologic diagnoses in full text pathology reports.

Henry J Lowe1, Yang Huang, Donald P Regula.   

Abstract

To address the problem of extracting structured information from pathology reports for research purposes in the STRIDE Clinical Data Warehouse, we adapted the ChartIndex Medical Language Processing system to automatically identify and map anatomic and diagnostic noun phrases found in full-text pathology reports to SNOMED CT concept descriptors. An evaluation of the system's performance showed a positive predictive value for anatomic concepts of 92.3% and positive predictive value for diagnostic concepts of 84.4%. The experiment also suggested strategies for improving ChartIndex's performance coding pathology reports.

Mesh:

Year:  2009        PMID: 20351885      PMCID: PMC2815395     

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


  19 in total

1.  Automatic resolution of ambiguous terms based on machine learning and conceptual relations in the UMLS.

Authors:  Hongfang Liu; Stephen B Johnson; Carol Friedman
Journal:  J Am Med Inform Assoc       Date:  2002 Nov-Dec       Impact factor: 4.497

2.  Extracting structured information from free text pathology reports.

Authors:  Gunther Schadow; Clement J McDonald
Journal:  AMIA Annu Symp Proc       Date:  2003

3.  A pilot study of contextual UMLS indexing to improve the precision of concept-based representation in XML-structured clinical radiology reports.

Authors:  Yang Huang; Henry J Lowe; William R Hersh
Journal:  J Am Med Inform Assoc       Date:  2003-08-04       Impact factor: 4.497

4.  Implementation and evaluation of a negation tagger in a pipeline-based system for information extract from pathology reports.

Authors:  Kevin J Mitchell; Michael J Becich; Jules J Berman; Wendy W Chapman; John Gilbertson; Dilip Gupta; James Harrison; Elizabeth Legowski; Rebecca S Crowley
Journal:  Stud Health Technol Inform       Date:  2004

5.  STRIDE--An integrated standards-based translational research informatics platform.

Authors:  Henry J Lowe; Todd A Ferris; Penni M Hernandez; Susan C Weber
Journal:  AMIA Annu Symp Proc       Date:  2009-11-14

6.  Automatic indexing of pathology data.

Authors:  G S Dunham; M G Pacak; A W Pratt
Journal:  J Am Soc Inf Sci       Date:  1978-03

7.  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

8.  Developing a test collection for biomedical word sense disambiguation.

Authors:  M Weeber; J G Mork; A R Aronson
Journal:  Proc AMIA Symp       Date:  2001

9.  Facilitating cancer research using natural language processing of pathology reports.

Authors:  Hua Xu; Kristin Anderson; Victor R Grann; Carol Friedman
Journal:  Stud Health Technol Inform       Date:  2004

10.  Failure analysis of MetaMap Transfer (MMTx).

Authors:  Guy Divita; Tse Tse; Laura Roth
Journal:  Stud Health Technol Inform       Date:  2004
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  4 in total

1.  An evaluation of the UMLS in representing corpus derived clinical concepts.

Authors:  Jeff Friedlin; Marc Overhage
Journal:  AMIA Annu Symp Proc       Date:  2011-10-22

Review 2.  Natural language processing systems for capturing and standardizing unstructured clinical information: A systematic review.

Authors:  Kory Kreimeyer; Matthew Foster; Abhishek Pandey; Nina Arya; Gwendolyn Halford; Sandra F Jones; Richard Forshee; Mark Walderhaug; Taxiarchis Botsis
Journal:  J Biomed Inform       Date:  2017-07-17       Impact factor: 6.317

3.  Natural language processing algorithms for mapping clinical text fragments onto ontology concepts: a systematic review and recommendations for future studies.

Authors:  Martijn G Kersloot; Florentien J P van Putten; Ameen Abu-Hanna; Ronald Cornet; Derk L Arts
Journal:  J Biomed Semantics       Date:  2020-11-16

Review 4.  The Unified Medical Language System at 30 Years and How It Is Used and Published: Systematic Review and Content Analysis.

Authors:  Xia Jing
Journal:  JMIR Med Inform       Date:  2021-08-27
  4 in total

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