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Retrieval and classification of dental research articles.

Bartling, WC and Schleyer, TK and Visweswaran, S (2003) Retrieval and classification of dental research articles. In: UNSPECIFIED UNSPECIFIED, 115 - 120. ISBN UNSPECIFIED

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Abstract

Successful retrieval of a corpus of literature on a broad topic can be difficult. This study demonstrates a method to retrieve the dental and craniofacial research literature. We explored MeSH manually for dental or craniofacial indexing terms. MEDLINE was searched using these terms, and a random sample of references was extracted from the resulting set. Sixteen dental research experts categorized these articles, reading only the title and abstract, as either: (1) dental research, (2) dental non-research, (3) non-dental, or (4) not sure. Identify Patient Sets (IPS), a probabilistic text classifier, created models, based on the presence or absence of words or UMLS phrases, that distinguished dental research articles from all others. These models were applied to a test set with different inputs for each article: (1) title and abstract only, (2) MeSH terms only, or (3) both. By title and abstract only, IPS correctly classified 64% of all dental research articles present in the test set. The percentage of correctly classified dental research articles in this retrieved set was 71%. MeSH term inclusion decreased performance. Computer programs that use text input to categorize articles may aid in retrieval of a broad corpus of literature better than indexing terms or key words alone.


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Details

Item Type: Book Section
Status: Published
Creators/Authors:
CreatorsEmailPitt UsernameORCID
Bartling, WC
Schleyer, TKtitus@pitt.eduTITUS0000-0003-1829-971X
Visweswaran, Sshv3@pitt.eduSHV3
Centers: Other Centers, Institutes, or Units > Center for Dental Informatics
Date: 1 January 2003
Date Type: Publication
Access Restriction: No restriction; Release the ETD for access worldwide immediately.
Journal or Publication Title: Advances in dental research
Volume: 17
Page Range: 115 - 120
DOI or Unique Handle: 10.1177/154407370301700126
Institution: University of Pittsburgh
Schools and Programs: School of Dental Medicine > Dental Science
Refereed: Yes
Date Deposited: 02 Oct 2012 18:52
Last Modified: 29 May 2018 06:55
URI: http://d-scholarship.pitt.edu/id/eprint/14807

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