» Articles » PMID: 17214888

Relemed: Sentence-level Search Engine with Relevance Score for the MEDLINE Database of Biomedical Articles

Overview
Publisher Biomed Central
Date 2007 Jan 12
PMID 17214888
Citations 16
Authors
Affiliations
Soon will be listed here.
Abstract

Background: Receiving extraneous articles in response to a query submitted to MEDLINE/PubMed is common. When submitting a multi-word query (which is the majority of queries submitted), the presence of all query words within each article may be a necessary condition for retrieving relevant articles, but not sufficient. Ideally a relationship between the query words in the article is also required. We propose that if two words occur within an article, the probability that a relation between them is explained is higher when the words occur within adjacent sentences versus remote sentences. Therefore, sentence-level concurrence can be used as a surrogate for existence of the relationship between the words. In order to avoid the irrelevant articles, one solution would be to increase the search specificity. Another solution is to estimate a relevance score to sort the retrieved articles. However among the >30 retrieval services available for MEDLINE, only a few estimate a relevance score, and none detects and incorporates the relation between the query words as part of the relevance score.

Results: We have developed "Relemed", a search engine for MEDLINE. Relemed increases specificity and precision of retrieval by searching for query words within sentences rather than the whole article. It uses sentence-level concurrence as a statistical surrogate for the existence of relationship between the words. It also estimates a relevance score and sorts the results on this basis, thus shifting irrelevant articles lower down the list. In two case studies, we demonstrate that the most relevant articles appear at the top of the Relemed results, while this is not necessarily the case with a PubMed search. We have also shown that a Relemed search includes not only all the articles retrieved by PubMed, but potentially additional relevant articles, due to the extended 'automatic term mapping' and text-word searching features implemented in Relemed.

Conclusion: By using sentence-level matching, Relemed can deliver higher specificity, thus eliminating more false-positive articles. By introducing an appropriate relevance metric, the most relevant articles on which the user wishes to focus are listed first. Relemed also shrinks the displayed text, and hence the time spent scanning the articles.

Citing Articles

Probiotics interventions modulating gut microbiota composition in individuals with intestinal constipation: Protocol of a systemic review and meta-analysis of randomized controlled trials.

Mei Z, Du P, Han Y, Shao Z, Zheng D PLoS One. 2025; 20(1):e0311799.

PMID: 39854346 PMC: 11759984. DOI: 10.1371/journal.pone.0311799.


Grammar-constrained decoding for structured information extraction with fine-tuned generative models applied to clinical trial abstracts.

Schmidt D, Cimiano P Front Artif Intell. 2025; 7():1406857.

PMID: 39839970 PMC: 11747381. DOI: 10.3389/frai.2024.1406857.


The Association Between Effectiveness of Tinnitus Intervention and Cognitive Function-A Systematic Review.

Lan T, Cao Z, Zhao F, Perham N Front Psychol. 2021; 11:553449.

PMID: 33488438 PMC: 7815700. DOI: 10.3389/fpsyg.2020.553449.


PubMed Labs: an experimental system for improving biomedical literature search.

Fiorini N, Canese K, Bryzgunov R, Radetska I, Gindulyte A, Latterner M Database (Oxford). 2018; 2018.

PMID: 30239682 PMC: 6152140. DOI: 10.1093/database/bay094.


How to Interpret PubMed Queries and Why It Matters.

Yeganova L, Comeau D, Kim W, Wilbur W J Am Soc Inf Sci Technol. 2018; 60(2):264-274.

PMID: 29456459 PMC: 5815840. DOI: 10.1002/asi.20979.


References
1.
Tanner Jr W, Swets J . A decision-making theory of visual detection. Psychol Rev. 1954; 61(6):401-9. DOI: 10.1037/h0058700. View

2.
Willinger M, James L, Catz C . Defining the sudden infant death syndrome (SIDS): deliberations of an expert panel convened by the National Institute of Child Health and Human Development. Pediatr Pathol. 1991; 11(5):677-84. DOI: 10.3109/15513819109065465. View