A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.

This study examined predictors of the development of Wikipedia articles that deal with controversial issues. We chose a corpus of articles in the German-language version of Wikipedia about alternative medicine as a representative controversial issue. We extracted edits made until March 2013 and cate...

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Main Authors: Jens Jirschitzka, Joachim Kimmerle, Iassen Halatchliyski, Julia Hancke, Detmar Meurers, Ulrike Cress
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5456356?pdf=render
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spelling doaj-5aef15f219f54e6391a222c38b34f29c2020-11-25T00:09:03ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01126e017898510.1371/journal.pone.0178985A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.Jens JirschitzkaJoachim KimmerleIassen HalatchliyskiJulia HanckeDetmar MeurersUlrike CressThis study examined predictors of the development of Wikipedia articles that deal with controversial issues. We chose a corpus of articles in the German-language version of Wikipedia about alternative medicine as a representative controversial issue. We extracted edits made until March 2013 and categorized them using a supervised machine learning setup as either being pro conventional medicine, pro alternative medicine, or neutral. Based on these categories, we established relevant variables, such as the perspectives of articles and of authors at certain points in time, the (im)balance of an article's perspective, the number of non-neutral edits per article, the number of authors per article, authors' heterogeneity per article, and incongruity between authors' and articles' perspectives. The underlying objective was to predict the development of articles' perspectives with regard to the controversial topic. The empirical part of the study is embedded in theoretical considerations about editorial biases and the effectiveness of norms and rules in Wikipedia, such as the neutral point of view policy. Our findings revealed a selection bias where authors edited mainly articles with perspectives similar to their own viewpoint. Regression analyses showed that an author's perspective as well as the article's previous perspectives predicted the perspective of the resulting edits, albeit both predictors interact with each other. Further analyses indicated that articles with more non-neutral edits were altogether more balanced. We also found a positive effect of the number of authors and of the authors' heterogeneity on articles' balance. However, while the effect of the number of authors was reserved to pro-conventional medicine articles, the authors' heterogenity effect was restricted to pro-alternative medicine articles. Finally, we found a negative effect of incongruity between authors' and articles' perspectives that was pronounced for the pro-alternative medicine articles.http://europepmc.org/articles/PMC5456356?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Jens Jirschitzka
Joachim Kimmerle
Iassen Halatchliyski
Julia Hancke
Detmar Meurers
Ulrike Cress
spellingShingle Jens Jirschitzka
Joachim Kimmerle
Iassen Halatchliyski
Julia Hancke
Detmar Meurers
Ulrike Cress
A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.
PLoS ONE
author_facet Jens Jirschitzka
Joachim Kimmerle
Iassen Halatchliyski
Julia Hancke
Detmar Meurers
Ulrike Cress
author_sort Jens Jirschitzka
title A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.
title_short A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.
title_full A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.
title_fullStr A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.
title_full_unstemmed A productive clash of perspectives? The interplay between articles' and authors' perspectives and their impact on Wikipedia edits in a controversial domain.
title_sort productive clash of perspectives? the interplay between articles' and authors' perspectives and their impact on wikipedia edits in a controversial domain.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
description This study examined predictors of the development of Wikipedia articles that deal with controversial issues. We chose a corpus of articles in the German-language version of Wikipedia about alternative medicine as a representative controversial issue. We extracted edits made until March 2013 and categorized them using a supervised machine learning setup as either being pro conventional medicine, pro alternative medicine, or neutral. Based on these categories, we established relevant variables, such as the perspectives of articles and of authors at certain points in time, the (im)balance of an article's perspective, the number of non-neutral edits per article, the number of authors per article, authors' heterogeneity per article, and incongruity between authors' and articles' perspectives. The underlying objective was to predict the development of articles' perspectives with regard to the controversial topic. The empirical part of the study is embedded in theoretical considerations about editorial biases and the effectiveness of norms and rules in Wikipedia, such as the neutral point of view policy. Our findings revealed a selection bias where authors edited mainly articles with perspectives similar to their own viewpoint. Regression analyses showed that an author's perspective as well as the article's previous perspectives predicted the perspective of the resulting edits, albeit both predictors interact with each other. Further analyses indicated that articles with more non-neutral edits were altogether more balanced. We also found a positive effect of the number of authors and of the authors' heterogeneity on articles' balance. However, while the effect of the number of authors was reserved to pro-conventional medicine articles, the authors' heterogenity effect was restricted to pro-alternative medicine articles. Finally, we found a negative effect of incongruity between authors' and articles' perspectives that was pronounced for the pro-alternative medicine articles.
url http://europepmc.org/articles/PMC5456356?pdf=render
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