Using Citation Data to Improve Retrieval from MEDLINE

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Using Citation Data to Improve Retrieval from MEDLINE

Design and Measurements: A direct comparison of eight algorithms: simple PubMed queries, clinical queries (sensitive and specific versions), vector cosine comparison, citation count, journal impact factor, PageRank, and machine learning based on polynomial support vector machines. The objective was to prioritize important articles, defined as being included in a pre-existing bibliography of imp...

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Research Paper: Using Citation Data to Improve Retrieval from MEDLINE

OBJECTIVE To determine whether algorithms developed for the World Wide Web can be applied to the biomedical literature in order to identify articles that are important as well as relevant. DESIGN AND MEASUREMENTS A direct comparison of eight algorithms: simple PubMed queries, clinical queries (sensitive and specific versions), vector cosine comparison, citation count, journal impact factor, Pag...

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Using Medline Queries to Generate Image Retrieval Tasks for Benchmarking

Medical visual information retrieval has been a very active research area over the past ten years as an increasing amount of images is produced digitally and made available in the electronic patient record. Tools are required to give access to the images and exploit the information inherently stored in medical cases including images. To compare image retrieval techniques of research prototypes ...

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Using Discourse Analysis to Improve Text Categorization in MEDLINE

PROBLEM Automatic keyword assignment has been largely studied in medical informatics in the context of the MEDLINE database, both for helping search in MEDLINE and in order to provide an indicative "gist" of the content of an article. Automatic assignment of Medical Subject Headings (MeSH), which is formally an automatic text categorization task, has been proposed using different methods or com...

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Semantic Processing to Enhance Retrieval of Diagnosis Citations from Medline

We investigate the use of natural language processing (NLP) for enhancing precision when retrieving Medline citations on diagnostic procedure. Inter-annotator agreement is described as part of the evaluation method, and preliminary results are presented.

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ژورنال

عنوان ژورنال: Journal of the American Medical Informatics Association

سال: 2006

ISSN: 1067-5027,1527-974X

DOI: 10.1197/jamia.m1909