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Hits 1 – 9 of 9
1
Exploring the Ability of Natural Language Processing to Extract Data from Nursing Narratives
Hyun, Sookyung
;
Johnson, Stephen B.
;
Bakken, Suzanne
. - 2009
Abstract:
Natural Language Processing (NLP) offers an approach for capturing data from narratives and creating structured reports for further computer processing. We explored the ability of a NLP system, Medical Language Extraction and Encoding (MedLEE), on nursing narratives. MedLEE extracted 490 concepts from narrative text in a sample of 553 oncology nursing progress notes. The most frequently monitored and recorded signs and symptoms were related to chemotherapy care, such as adverse reactions, shortness of breath, nausea, pain, bleeding. In terms of nursing interventions, chemotherapy, blood culture, medication, and blood transfusion were commonly recorded in free text. NLP may provide a feasible approach to extract data related to patient safety/quality measures and nursing outcomes by capturing nursing concepts that are not recorded through structured data entry. For better NLP performance in the domain of nursing, additional nursing terms and abbreviations must be added to MedLEE’s lexicon.
Keyword:
Article
URL:
http://www.ncbi.nlm.nih.gov/pubmed/19574746
https://doi.org/10.1097/NCN.0b013e3181a91b58
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4415266/
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2
An Unsupervised Machine Learning Approach to Segmentation of Clinician-Entered Free Text
Wrenn, Jesse O.
;
Stetson, Peter D.
;
Johnson, Stephen B.
. - : American Medical Informatics Association, 2007
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3
Conceptual Knowledge Acquisition in Biomedicine: A Methodological Review
Payne, Philip R.O.
;
Mendonça, Eneida A.
;
Johnson, Stephen B.
. - 2007
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4
A Framework for the Biomedical Informatics Curriculum
Johnson, Stephen B.
. - : American Medical Informatics Association, 2003
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5
Automatic Learning of the Morphology of Medical Language using Information Compression
Mollah, Shamim Ara
;
Johnson, Stephen B.
. - : American Medical Informatics Association, 2003
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6
Computability of language
Sager, Naomi
(Mitarb.);
Nhan, Ngo Thanh
(Mitarb.);
Joshi, Aravind K.
(Mitarb.)...
In:
The legacy of Zellig Harris ; 2. Computability of language and computer applications. - Amsterdam [u.a.] : Benjamins
(2002), 77-160
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7
The sublanguage of cross-coverage.
Stetson, Peter D.
;
Johnson, Stephen B.
;
Scotch, Matthew
. - : American Medical Informatics Association, 2002
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8
A Semantic Lexicon for Medical Language Processing
Johnson, Stephen B.
. - : American Medical Informatics Association, 1999
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9
Zellig S. Harris (1909-1992)
http://zelligharris.org/
Topic:
Computational linguistics
;
Grammar research
;
Syntax
; ...
Source type:
Introductions / Tutorials
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Linguists
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