Literature DB >> 26958292

Examining the Distribution, Modularity, and Community Structure in Article Networks for Systematic Reviews.

Xiaonan Ji1, Raghu Machiraju2, Alan Ritter2, Po-Yin Yen3.   

Abstract

Systematic reviews (SRs) provide high quality evidence for clinical practice, but the article screening process is time and labor intensive. As SRs aim to identify relevant articles with a specific scope, we propose that a pre-defined article relationship, using similarity metrics, could accelerate this process. In this study, we established the article relationship using MEDLINE element similarities and visualized the article network with the Force Atlas layout. We also analyzed the article networks with graph diameter, closeness centrality, and module classes. The results revealed the distribution of articles and found that included articles tended to aggregate together in some module classes, providing further evidence of the existence of strong relationships among included articles. This approach can be utilized to facilitate the articles selection process through early identification of these dominant module classes. We are optimistic that the use of article network visualization can help better SR work prioritization.

Entities:  

Mesh:

Year:  2015        PMID: 26958292      PMCID: PMC4765615     

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


  24 in total

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Review 3.  Maps of random walks on complex networks reveal community structure.

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Journal:  PLoS Med       Date:  2009-11-17       Impact factor: 11.069

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5.  Public Perceptions around mHealth Applications during COVID-19 Pandemic: A Network and Sentiment Analysis of Tweets in Saudi Arabia.

Authors:  Samar Binkheder; Raniah N Aldekhyyel; Alanoud AlMogbel; Nora Al-Twairesh; Nuha Alhumaid; Shahad N Aldekhyyel; Amr A Jamal
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  5 in total

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