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Improved Automatic Maturity Assessment of Wikipedia Medical Articles [chapter]

Emanuel Marzini, Angelo Spognardi, Ilaria Matteucci, Paolo Mori, Marinella Petrocchi, Riccardo Conti
2014 Lecture Notes in Computer Science  
Our proposal could help to automatically evaluate the maturity of Wikipedia medical articles in an efficient way.  ...  Focusing on the Wikipedia Medicinal Portal, in a previous work we implemented an automatic technique to assess the quality of each article and we compared our results to the classification of the articles  ...  Conclusions This paper enhances our previous automatic assessment of Wikipedia medical articles. We refined our AHP-based approach by identifying and pruning redundant features.  ... 
doi:10.1007/978-3-662-45563-0_37 fatcat:feezyzmklng2xezl3slmtryjj4

Maturity Assessment of Wikipedia Medical Articles

Riccardo Conti, Emanuel Marzini, Angelo Spognardi, Ilaria Matteucci, Paolo Mori, Marinella Petrocchi
2014 2014 IEEE 27th International Symposium on Computer-Based Medical Systems  
Automatic quality assessment of the Wikipedia medical articles has not received much attention by Academia and it presents open distinctive challenges.  ...  In this paper, we propose to tag the medical articles on the Wikipedia Medicine Portal, clearly stating their maturity degree, intended as a summarizing measure of several article properties.  ...  CONCLUSIONS In this paper, we defined the maturity degree of Wikipedia medical articles.  ... 
doi:10.1109/cbms.2014.69 dblp:conf/cbms/ContiMSMMP14 fatcat:fvzhjfsi55f7hipyjkdqigrzje

Developing an automated mechanism to identify medical articles from Wikipedia for knowledge extraction

Lishan Yu, Sheng Yu
2020 International Journal of Medical Informatics  
Identifying the subset of medical articles of Wikipedia has many benefits, such as facilitating medical knowledge extraction, serving as a corpus for language modeling, or simply making the size of data  ...  However, due to the extremely low prevalence of medical articles in the entire Wikipedia, articles identified by generic text classifiers would be bloated by irrelevant pages.  ...  However, it appears that our models still need to improve on classifying very short articles.  ... 
doi:10.1016/j.ijmedinf.2020.104234 pmid:32693245 pmcid:PMC7357526 fatcat:sbjaaell3jaxtfua3pq6azlft4

Are wikipedia citations important evidence of the impact of scholarly articles and books?

Kayvan Kousha, Mike Thelwall
2016 Journal of the Association for Information Science and Technology  
Individual academics and research evaluators often need to assess the value of published research.  ...  The results show that citations from Wikipedia to articles are too rare for most research evaluation purposes, with only 5% of articles being cited in all fields.  ...  impact assessment of academic articles and books.  ... 
doi:10.1002/asi.23694 fatcat:tchcirp6yndgbfeu65wqabkqwi

Special Issue: Generative Models in Artificial Intelligence and Their Applications

Mauro Castelli, Luca Manzoni
2022 Applied Sciences  
In recent years, artificial intelligence has been used to generate a significant amount of high-quality data, such as images, music, and videos [...]  ...  It assesses the short-term effects of conventional (i.e., human-composed) and algorithmic music on the relaxation level.  ...  They assessed the outcome of a particular music specification (guitar ballad) in a controlled real-world setup.  ... 
doi:10.3390/app12094127 fatcat:vsc7sm4rgfg4feb6ssmfpd5qyi

A Survey of Automated Text Simplification

Matthew Shardlow
2014 International Journal of Advanced Computer Science and Applications  
Text simplification modifies syntax and lexicon to improve the understandability of language for an end user.  ...  This survey gives an overview of contemporary research whilst taking into account the history that has brought text simplification to its current state.  ...  Named entities are recognised and annotated with short explanatory extracts from Wikipedia articles. These allow the user to learn more about the difficult concepts in a text.  ... 
doi:10.14569/specialissue.2014.040109 fatcat:fbskuhircjgo3nykcfbnir7gwi

Wikipedia Research and Tools: Review and Comments

Finn Årup Nielsen
2012 Social Science Research Network  
I here give an overview of Wikipedia and wiki research and tools. Well over 1,000 reports have been published in the field and there exist dedicated scientific meetings for Wikipedia research.  ...  It is not possible to give a complete review of all material published. This overview serves to describe some key areas of research. i  ...  Claudia Koltzenburg and James Heilman for pointing to references and tools Thanks also to Chitu Okoli, Mohamad Mehdi, Mostafa Mesgari and Arto Lanamäki with whom I am writing systematic reviews about Wikipedia  ... 
doi:10.2139/ssrn.2129874 fatcat:h4znerp2efhn5j5bdi5rl7addi

The People's Encyclopedia Under the Gaze of the Sages: A Systematic Review of Scholarly Research on Wikipedia

Chitu Okoli, Mohamad Mehdi, Mostafa Mesgari, Finn Årup Nielsen, Arto Lanamäki
2012 Social Science Research Network  
This article presents a systematic review of scholarly research on Wikipedia. We describe our detailed, rigorous methodology for identifying over 450 scholarly studies of Wikipedia.  ...  In the major section of this article, we then categorize and summarize the studies. An appendix features an extensive list of resources useful for Wikipedia researchers.  ...  Earlier versions of this study have been previously published in a conference (Okoli 2009 ) and as a working paper (Nielsen 2012) .  ... 
doi:10.2139/ssrn.2021326 fatcat:egbnz5qzcjbfbnzxlz75x4ktz4

Estimating influenza incidence using search query deceptiveness and generalized ridge regression [article]

Reid Priedhorsky, Martha Barnard Los Alamos National Laboratory, Minnetonka Public Schools)
2019 arXiv   pre-print
a semantic distance measure derived from the Wikipedia article category tree serves as a useful proxy for deceptiveness.  ...  This capability would improve public health by decreasing the cost and increasing the timeliness of such estimates.  ...  Acknowledgments We thank the Wikipedia editing community for building the link and category networks used to compute semantic distance and Google, Inc. for providing us with search volume data.  ... 
arXiv:1901.03677v1 fatcat:2cncgywy6fbijohlyj42gzsk6i

Estimating influenza incidence using search query deceptiveness and generalized ridge regression

Reid Priedhorsky, Ashlynn R. Daughton, Martha Barnard, Fiona O'Connell, Dave Osthus, Alessandro Vespignani
2019 PLoS Computational Biology  
a semantic distance measure derived from the Wikipedia article category tree serves as a useful proxy for deceptiveness.  ...  This capability would improve public health by decreasing the cost and increasing the timeliness of such estimates.  ...  Acknowledgments We thank the Wikipedia editing community for building the link and category networks used to compute semantic distance and Google, Inc. for providing us with search volume data.  ... 
doi:10.1371/journal.pcbi.1007165 pmid:31574086 pmcid:PMC6771994 fatcat:larplo6trrcupftqmh4oi5y5qm

Mining meaning from Wikipedia

Olena Medelyan, David Milne, Catherine Legg, Ian H. Witten
2009 International Journal of Human-Computer Studies  
The article addresses how Wikipedia is being used as is, how it is being improved and adapted, and how it is being combined with other structures to create entirely new resources.  ...  This article provides a comprehensive description of this work.  ...  Acknowledgements We warmly thank Evgeniy Gabrilovich, Rada Mihalcea, Dan Weld, Sö ren Auer, Fabian Suchanek and the YAGO team for their valuable comments on a draft of this paper.  ... 
doi:10.1016/j.ijhcs.2009.05.004 fatcat:mzxszf4jlfcizbgxuemgdwzdiy

Collaborative Structuring of Knowledge by Experts and the Public [article]

Tom Morris, Daniel Mietchen
2010 arXiv   pre-print
using their real names, while those with specific expertise are given a special role in assessing the quality of content.  ...  "cluster" (an article with subpages providing supplementary information) and a draft version, the latter to allow for further development and updates.  ...  Berkowitz, Steven Mansour and Peter Schmitt for critical comments on earlier versions of this draft as well as Claudia Koltzenburg, François Dongier and Charles van den Heuvel for helpful discussions.  ... 
arXiv:1008.3977v1 fatcat:xxaa6nyve5axjcvns6rqnc5uk4

From information to knowledge

Gerhard Weikum, Martin Theobald
2010 Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems of data - PODS '10  
This is enabled by the advent of knowledge-sharing communities such as Wikipedia and the progress in automatically extracting entities and relationships from semistructured as well as natural-language  ...  The goal is to automatically construct and maintain a comprehensive knowledge base of facts about named entities, their semantic classes, and their mutual relations as well as temporal contexts, with high  ...  Even the rate of major edits of Wikipedia articles presents a challenge.  ... 
doi:10.1145/1807085.1807097 dblp:conf/pods/WeikumT10 fatcat:vtgbi6sjafgsrhmnlztf6q5mxu

"The sum of all human knowledge": A systematic review of scholarly research on the content of Wikipedia

Mostafa Mesgari, Chitu Okoli, Mohamad Mehdi, Finn Årup Nielsen, Arto Lanamäki
2014 Journal of the Association for Information Science and Technology  
Two major streams of research are identified: the quality of Wikipedia content (including comprehensiveness, currency, readability and reliability) and the size of Wikipedia.  ...  A decade of research has thrown light on many aspects of the Wikipedia community, its processes, and content.  ...  Earlier versions of this study have been previously published in a conference (Okoli, 2009 ) and as working papers (Nielsen, 2012; Okoli et al., 2012) .  ... 
doi:10.1002/asi.23172 fatcat:w6mdlg42ovehbaees6ptaiit2m

Clinical Natural Language Processing in 2015: Leveraging the Variety of Texts of Clinical Interest

A. Névéol, P. Zweigenbaum
2016 IMIA Yearbook of Medical Informatics  
Objective: To summarize recent research and present a selection of the best papers published in 2015 in the field of clinical Natural Language Processing (NLP).  ...  Results: The clinical NLP best paper selection shows that clinical NLP is making use of a variety of texts of clinical interest to contribute to the analysis of clinical information and the building of  ...  not reached the level of maturity expected from a "best paper".  ... 
doi:10.15265/iy-2016-049 pmid:27830256 pmcid:PMC5171575 fatcat:lpjlk27gxzc7jd3gindlth2wcm
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