Why Medical Schools Should Embrace Wikipedia

Total Page:16

File Type:pdf, Size:1020Kb

Why Medical Schools Should Embrace Wikipedia Innovation Report Why Medical Schools Should Embrace Wikipedia: Final-Year Medical Student Contributions to Wikipedia Articles for Academic Credit at One School Amin Azzam, MD, MA, David Bresler, MD, MA, Armando Leon, MD, Lauren Maggio, PhD, Evans Whitaker, MD, MLIS, James Heilman, MD, Jake Orlowitz, Valerie Swisher, Lane Rasberry, Kingsley Otoide, Fred Trotter, Will Ross, and Jack D. McCue, MD Abstract Problem course on student participants, and improved their articles, enjoyed giving Most medical students use Wikipedia readership of students’ chosen articles. back “specifically to Wikipedia,” and as an information source, yet medical broadened their sense of physician schools do not train students to improve Outcomes responsibilities in the socially networked Wikipedia or use it critically. Forty-three enrolled students made information era. During only the “active 1,528 edits (average 36/student), editing months,” Wikipedia traffic Approach contributing 493,994 content bytes statistics indicate that the 43 articles Between November 2013 and November (average 11,488/student). They added were collectively viewed 1,116,065 2015, the authors offered fourth-year higher-quality and removed lower- times. Subsequent to students’ efforts, medical students a credit-bearing course quality sources for a net addition of these articles have been viewed nearly to edit Wikipedia. The course was 274 references (average 6/student). As 22 million times. designed, delivered, and evaluated by of July 2016, none of the contributions faculty, medical librarians, and personnel of the first 28 students (2013, 2014) Next Steps from WikiProject Medicine, Wikipedia have been reversed or vandalized. If other schools replicate and improve Education Foundation, and Translators Students discovered a tension between on this initiative, future multi-institution Without Borders. The authors assessed comprehensiveness and readability/ studies could more accurately measure the effect of the students’ edits on translatability, yet readability of most the effect of medical students on Wikipedia’s content, the effect of the articles increased. Students felt they Wikipedia, and vice versa. Problem they have read about on the Internet. traditional sources of medical knowledge The rise and spread of Internet accessibility Although medical educators typically train (e.g., textbooks and journals), the idea students to address patient misperceptions of benefiting from active contribution has created an unprecedented resource for in clinical practice, they are not leveraging to crowd-sourced resources such as the dissemination of medical information, clinician and medical student knowledge Wikipedia remains the perspective of as well as an invaluable tool for health to improve the quality of the information a minority or fringe group within the care providers and the general public patients and others find online. academic medicine community. alike. At the same time, opportunities for the rapid spread of misinformation Wikipedia is a free, online, multilingual We believe that not contributing to or the misinterpretation of medical facts encyclopedia that is continually and crowd-sourced resources represents a lost have never been greater. Clinicians must collaboratively created. Anyone with an opportunity for enriching medical students’ sometimes gently redirect patients who are Internet connection can edit its articles. learning and for disseminating more convinced that they have some rare disease One of the most frequently visited Web sites accurate, up-to-date medical information worldwide, it is among the leading sources of to Wikipedia’s readers worldwide. Please see the end of this article for information health information for medical professionals about the authors. and health care consumers alike.1 At the Approach Correspondence should be addressed to Amin end of 2013, Wikipedia’s medical content Azzam, UCSF Department of Psychiatry, Box 0984- included over 155,000 articles written in 255 We created what is, to our knowledge, MSE, 401 Parnassus Ave., San Francisco, CA 94143- 0984; telephone: (415) 476-7836; e-mail: Amin. languages, supported by more than 950,000 the first formal medical school course [email protected]; Twitter: @AminMDMA. references.2 Despite its increasingly prevalent worldwide through which medical This is an open access article distributed under the use as a medical information resource in students actively work to improve Creative Commons Attribution License 4.0 (CCBY), clinical practice, clinical instructors and Wikipedia’s health-related articles. We which permits unrestricted use, distribution, and faculty members often dissuade medical expected enrolled students to hone their reproduction in any medium, provided the original work is properly cited. students from using Wikipedia, citing information retrieval and assessment concern for its perceived inaccuracies and skills,4 practice communicating medical Acad Med. XXXX;XX:00–00. lack of traditional editorial controls.3 knowledge to an exceptionally broad First published online 2 doi: 10.1097/ACM.0000000000001381 global audience, and expand their sense Supplemental digital content for this article is Although physicians and medical of health care providers’ roles in the available at http://links.lww.com/ACADMED/A386. students are encouraged to contribute to Internet age. We designed our course with Academic Medicine, Vol. XX, No. X / XX XXXX 1 Copyright © by the Association of American Medical Colleges. Unauthorized reproduction of this article is prohibited. Innovation Report assistance from WikiProject Medicine, of the course. WikiProject Medicine not always certain, a priori, how much a volunteer group of experienced maintains a list of the most frequently students can accomplish in a month, we Wikipedia editors who seek to ensure accessed health-related Wikipedia articles, encourage them to improve their selected that the general public and health care ranked by importance, and graded articles “as much as feasible.” Thus far, professionals have access to free, current, according to an article quality scheme that students have completed the majority accurate, and understandable medical is applied to most Wikipedia Projects.5 We of their editing work independently. information in their own language. encourage (but do not require) students Instructors (A.A. and J.H.) and medical to select a “top-” or “high-importance” librarians (E.W. and L.M.) provide Thus far, we have run the course four article that has also been tagged as intermittent encouragement via e-mail, times: November 2013, April 2014, needing quality improvement. At the hold weekly office hours, and schedule November 2014, and November 2015. beginning of the course, students receive consultation as needed. At the end of the Each cycle has begun with a two-day custom reports for their chosen articles course, faculty provide students access to orientation (Table 1) during which we that contain both a list of grammar and custom-built tools that allow comparison introduce students to Wikipedia’s editorial style errors and a quantitative readability of summary statistics of each article on tools, style, and standards. Additional score. These Acrolinx (San Jose, the first versus last day of the course. didactic activities include reviewing California) reports use specialized natural While presenting the final versions of guidelines for writing simplified English language processing software, which their Wikipedia pages, all students share and strategies for locating and evaluating considers sentence length and over 100 highlights of their accomplishments and source material quality. grammar and style rules. challenges, describe lessons learned, and provide feedback for future iterations of All students establish their own Wikipedia Detailed course structure and materials the course. user accounts and choose a single health- are publicly available under free license related article to edit over the remainder on our course Wikipedia page.6 As we are This report summarizes the outcomes of our pilot initiative at the University of California, San Francisco (UCSF). The Table 1 UCSF institutional review board reviewed Instructional Content During Initial Two-Day Orientation Session of UCSF Wikipedia- this research and deemed it exempt from Editing Course formal review. Day Content Content provider Effect on Wikipedia articles 1 Course structure Course faculty and guest We compared the state of the Wikipedia • Objectives instructors articles before and after student editing • Logistics using several approaches. Two UCSF- • Expectations affiliated physicians (E.W. and J.D.M.) • Defined deliverables provided independent subjective ratings WikiProject Medicine Members of the WikiProject of article changes and reconciled their Medicine community • Why Wikipedia matters and how it works impressions by consensus. Wikipedians • Managing your first edits with experience rating medical articles Global reach of Wikipedia Chief executive officer but unaffiliated with the elective received • Principles of simple writing of Content Rules (text blinded unedited and edited versions of simplification company) • Principles of writing for translation each article to evaluate using the general • Translators Without Borders and WikiProject WikiProject article-grading rubric. We Medicine collaboration obtained changes in word, paragraph, and 2 Wikipedia editing Experienced Wikipedian and citation counts using Wikipedia’s analysis • Core policies and the
Recommended publications
  • Decentralization in Wikipedia Governance
    Decentralization in Wikipedia Governance Andrea Forte1, Vanessa Larco2 and Amy Bruckman1 1GVU Center, College of Computing, Georgia Institute of Technology {aforte, asb}@cc.gatech.edu 2Microsoft [email protected] This is a preprint version of the journal article: Forte, Andrea, Vanessa Larco and Amy Bruckman. (2009) Decentralization in Wikipedia Governance. Journal of Management Information Systems. 26(1) pp 49-72. Publisher: M.E. Sharp www.mesharpe.com/journals.asp Abstract How does “self-governance” happen in Wikipedia? Through in-depth interviews with twenty individuals who have held a variety of responsibilities in the English-language Wikipedia, we obtained rich descriptions of how various forces produce and regulate social structures on the site. Our analysis describes Wikipedia as an organization with highly refined policies, norms, and a technological architecture that supports organizational ideals of consensus building and discussion. We describe how governance on the site is becoming increasingly decentralized as the community grows and how this is predicted by theories of commons-based governance developed in offline contexts. We also briefly examine local governance structures called WikiProjects through the example of WikiProject Military History, one of the oldest and most prolific projects on the site. 1. The Mechanisms of Self-Organization Should a picture of a big, hairy tarantula appear in an encyclopedia article about arachnophobia? Does it illustrate the point, or just frighten potential readers? Reasonable people might disagree on this question. In a freely editable site like Wikipedia, anyone can add the photo, and someone else can remove it. And someone can add it back, and the process continues.
    [Show full text]
  • State of Wikimedia Communities of India
    State of Wikimedia Communities of India Assamese http://as.wikipedia.org State of Assamese Wikipedia RISE OF ASSAMESE WIKIPEDIA Number of edits and internal links EDITS PER MONTH INTERNAL LINKS GROWTH OF ASSAMESE WIKIPEDIA Number of good Date Articles January 2010 263 December 2012 301 (around 3 articles per month) November 2011 742 (around 40 articles per month) Future Plans Awareness Sessions and Wiki Academy Workshops in Universities of Assam. Conduct Assamese Editing Workshops to groom writers to write in Assamese. Future Plans Awareness Sessions and Wiki Academy Workshops in Universities of Assam. Conduct Assamese Editing Workshops to groom writers to write in Assamese. THANK YOU Bengali বাংলা উইকিপিডিয়া Bengali Wikipedia http://bn.wikipedia.org/ By Bengali Wikipedia community Bengali Language • 6th most spoken language • 230 million speakers Bengali Language • National language of Bangladesh • Official language of India • Official language in Sierra Leone Bengali Wikipedia • Started in 2004 • 22,000 articles • 2,500 page views per month • 150 active editors Bengali Wikipedia • Monthly meet ups • W10 anniversary • Women’s Wikipedia workshop Wikimedia Bangladesh local chapter approved in 2011 by Wikimedia Foundation English State of WikiProject India on ENGLISH WIKIPEDIA ● One of the largest Indian Wikipedias. ● WikiProject started on 11 July 2006 by GaneshK, an NRI. ● Number of article:89,874 articles. (Excludes those that are not tagged with the WikiProject banner) ● Editors – 465 (active) ● Featured content : FAs - 55, FLs - 20, A class – 2, GAs – 163. BASIC STATISTICS ● B class – 1188 ● C class – 801 ● Start – 10,931 ● Stub – 43,666 ● Unassessed for quality – 20,875 ● Unknown importance – 61,061 ● Cleanup tags – 43,080 articles & 71,415 tags BASIC STATISTICS ● Diversity of opinion ● Lack of reliable sources ● Indic sources „lost in translation“ ● Editor skills need to be upgraded ● Lack of leadership ● Lack of coordinated activities ● ….
    [Show full text]
  • Letter to SUBTEL Re Wikipedia Zero
    Letter to SUBTEL re Wikipedia Zero To the Undersecretariat of Telecommunications: Mr. Pedro Huichalaf, We write to you to ask for clarification regarding the official circular letter No. 40 /DAP 13221 /F­51, issued on April 14, 2014. In particular, we would like to clarify that this order does not apply to providing free mobile access to educational resources. In developing nations across the globe, the Wikimedia Foundation has partnered with mobile network operators interested in expanding their philanthropic operations to provide mobile access to Wikipedia without data charges through a project called Wikipedia Zero. Chile is an ideal country for Wikipedia Zero because it has a great need for free knowledge and a high mobile penetration in urban and rural areas, providing the perfect setting to deploy the program. “Imagine a world in which every single human being can freely share in the sum of all knowledge” – that is the vision statement that guides the Wikimedia Foundation, the non­profit organization behind Wikipedia. As the largest and most popular online encyclopedia in the world, Wikipedia has more than 30 million volunteer­authored articles in over 287 languages (including Spanish), and is visited by more than 490 million people every month, making it the largest collection of shared knowledge in human history. All the content on Wikipedia is provided under a Creative Commons license to encourage anyone to freely reuse and contribute to the content. That is why Wikipedia content can now be found in multiple third party applications and websites, like the Google Knowledge Graph. Our mission is to empower a global volunteer community to collect and develop the world's knowledge and to make it available to everyone for free.
    [Show full text]
  • The Culture of Wikipedia
    Good Faith Collaboration: The Culture of Wikipedia Good Faith Collaboration The Culture of Wikipedia Joseph Michael Reagle Jr. Foreword by Lawrence Lessig The MIT Press, Cambridge, MA. Web edition, Copyright © 2011 by Joseph Michael Reagle Jr. CC-NC-SA 3.0 Purchase at Amazon.com | Barnes and Noble | IndieBound | MIT Press Wikipedia's style of collaborative production has been lauded, lambasted, and satirized. Despite unease over its implications for the character (and quality) of knowledge, Wikipedia has brought us closer than ever to a realization of the centuries-old Author Bio & Research Blog pursuit of a universal encyclopedia. Good Faith Collaboration: The Culture of Wikipedia is a rich ethnographic portrayal of Wikipedia's historical roots, collaborative culture, and much debated legacy. Foreword Preface to the Web Edition Praise for Good Faith Collaboration Preface Extended Table of Contents "Reagle offers a compelling case that Wikipedia's most fascinating and unprecedented aspect isn't the encyclopedia itself — rather, it's the collaborative culture that underpins it: brawling, self-reflexive, funny, serious, and full-tilt committed to the 1. Nazis and Norms project, even if it means setting aside personal differences. Reagle's position as a scholar and a member of the community 2. The Pursuit of the Universal makes him uniquely situated to describe this culture." —Cory Doctorow , Boing Boing Encyclopedia "Reagle provides ample data regarding the everyday practices and cultural norms of the community which collaborates to 3. Good Faith Collaboration produce Wikipedia. His rich research and nuanced appreciation of the complexities of cultural digital media research are 4. The Puzzle of Openness well presented.
    [Show full text]
  • Group Identification, Goal Setting and Social Modeling in Directing Online
    Organizing without Formal Organization: Group Identification, Goal Setting and Social Modeling in Directing Online Production Haiyi Zhu, Robert Kraut, Aniket Kittur Carnegie Mellon University 5000 Forbes Avenue, Pittsburgh, PA15213 {haiyiz, robert.kraut, nkittur}@cs.cmu.edu ABSTRACT INTRODUCTION A challenge for many online production communities is to Online production communities are becoming increasingly direct their members to accomplish tasks that are important important in creating innovative products in the networked to the group, even when these tasks may not match world. These organizations have successfully aggregated individual members’ interests. Here we investigate how the efforts of millions of volunteers to produce complex combining group identification and direction setting can artifacts such as GNU/Linux and Wikipedia. Currently most motivate volunteers in online communities to accomplish large online projects primarily rely on a paradigm of self- tasks important to the success of the group as a whole. We direction in which contributors work primarily on the tasks hypothesize that group identity, the perception of belonging they are interested in. This paradigm provides a number of to a group, triggers in-group favoritism; and direction benefits. Contributors are motivated to work on the tasks in setting (including explicit direction from group goals and which they are intrinsically interested in and are likely to implicit direction from role models) focuses people’s choose tasks in which they already have some expertise [4]. group-oriented motivation towards the group’s important However, this approach breaks down when there are tasks. We tested our hypotheses in the context of conflicts between the interests of the contributors and the Wikipedia's Collaborations of the Week (COTW), a group interests of the project as a whole.
    [Show full text]
  • COI Editing and Its Discontents
    Wikipedia @ 20 Paid With Interest: COI Editing and its Discontents William Beutler Published on: Jun 10, 2019 Updated on: Jun 19, 2019 License: Creative Commons Attribution 4.0 International License (CC-BY 4.0) Wikipedia @ 20 Paid With Interest: COI Editing and its Discontents Image credit: Jim Pennucci. 1. Everyone involved with Wikipedia has some kind of interest in what it says. In the classic formulation, its volunteer editors are inspired to empower a global audience by compiling information in an accessible format. Practically speaking, though, most participate because the project appeals to their personality, their sense of justice, or there's an ego boost in deciding what the world knows about their pet subject. Its readers care simply because they want to learn something. For the most part, this works very well. Things are rather different when the motivation is financial. Most contributors consider editing Wikipedia to promote a business a morally different endeavor, and its readers, too, may be alarmed to learn some edits are made not to benevolently share knowledge with the world, but because the writer has a material stake in how the topic is represented. And yet the structure of Wikipedia makes this tension inevitable. The site's vast influence owes something to the fact that anyone can influence it, so when those described in its virtual pages decide to do exactly that, the result is one of Wikipedia's most challenging existential dilemmas. Wikipedia's favored terminology for this is "conflict of interest", referred to in shorthand as "COI"— although other terms such as "paid editing" or "paid advocacy" are often encountered.
    [Show full text]
  • Wiki-Hacking: Opening up the Academy with Wikipedia
    St. John's University St. John's Scholar Faculty Publications Department of English 2010 Wiki-hacking: Opening Up the Academy with Wikipedia Adrianne Wadewitz Occidental College Anne Ellen Geller St. John's University, [email protected] Jon Beasley-Murray University of British Columbia, [email protected] Follow this and additional works at: https://scholar.stjohns.edu/english_facpubs Part of the Education Commons, and the English Language and Literature Commons Recommended Citation Wadewitz, A., Geller, A. E., & Beasley-Murray, J. (2010). Wiki-hacking: Opening Up the Academy with Wikipedia. Hacking the Academy Retrieved from https://scholar.stjohns.edu/english_facpubs/4 This Book Chapter is brought to you for free and open access by the Department of English at St. John's Scholar. It has been accepted for inclusion in Faculty Publications by an authorized administrator of St. John's Scholar. For more information, please contact [email protected]. Wiki-hacking: Opening up the academy with Wikipedia Contents Wiki-hacking: Opening up the academy with Wikipedia Introduction Wikipedia in academia Constructing knowledge Writing within discourse communities What's missing from Wikipedia Postscript: Authorship and attribution in this article Links Notes Bibliography Wiki-hacking: Opening up the academy with Wikipedia By Adrianne Wadewitz, Anne Ellen Geller, Jon Beasley-Murray Introduction A week ago, on Friday, May 21, 2010, we three were part of a roundtable dedicated to Wikipedia and pedagogy as part of the 2010 Writing Across the Curriculum (http://www.indiana.edu/~wac2010/abstracts.shtml) conference. That was our first face-to-face encounter; none of us had ever met in real life.
    [Show full text]
  • Embracing Wikipedia As a Teaching and Learning Tool Benefits Health Professional Schools and the Populations They Serve
    2017 Embracing Wikipedia as a teaching and learning tool benefits health professional schools and the populations they serve Author schools’ local service missions, suggesting that embracing Wikipedia as a teaching and learning Amin Azzam1* tool for tomorrow’s health professionals may be globally generalizable. A network of health Abstract professional schools and students contributing to Wikipedia would accelerate fulfillment of Wikipedia’s To paraphrase Wikipedia cofounder Jimmy Wales, audacious aspirational goal—providing every single “Imagine a world where all people have access person on the planet free access to the sum of all to high quality health information clearly written human knowledge. in their own language.” Most health professional students likely endorse that goal, as do individuals Keywords who volunteer to contribute to Wikipedia’s health- related content. Bringing these two communities medical education; medical communication; together inspired our efforts: a course for medical Wikipedia students to earn academic credit for improving Wikipedia. Here I describe the evolution of that Introduction course between 2013 – 2017, during which 80 students completed the course. Collectively they “Imagine a world in which every single person on the edited 65 pages, adding over 93,100 words and planet is given free access to the sum of all human 608 references. Impressively, these 65 Wikipedia knowledge. That’s what we’re doing.”1 pages were viewed 1,825,057 times during only the students’ active editing days. The students’ Some might consider this audacious statement a efforts were in partnership with communities naïve dreamer’s fantasy. Yet even at 16 years old, outside of academia—namely Wikiproject Medicine, Wikipedia continues to rank amongst the top 10 most 2 Translators Without Borders, and Wikipedia Zero.
    [Show full text]
  • Eindversie-Paper-Rianne-Nieland-2057069
    Talking to Linked Data: Comparing voice interfaces for general­purpose data Master thesis of Information Sciences Rianne Nieland Vrije Universiteit Amsterdam [email protected] ABSTRACT ternet access (Miniwatts Marketing Group, 2012) and People in developing countries cannot access informa- 31.1% is literate (UNESCO, 2010). tion on the Web, because they have no Internet access and are often low literate. A solution could be to pro- A solution to the literacy and Internet access problem vide voice-based access to data on the Web by using the is to provide voice-based access to the Internet by us- GSM network. Related work states that Linked Data ing the GSM network (De Boer et al., 2013). 2G mobile could be a useful input source for such voice interfaces. phones are digital mobile phones that use the GSM net- work (Fendelman, 2014). In Africa the primary mode The aim of this paper is to find an efficient way to make of telecommunication is mobile telephony (UNCTAD, general-purpose data, like Wikipedia information, avail- 2007). able using voice interfaces for GSM. To achieve this, we developed two voice interfaces, one for Wikipedia This paper is about how information on the Web ef- and one for DBpedia, by doing requirements elicitation ficiently can be made available using voice interfaces from literature and developing a voice user interface and for GSM. We developed two voice interfaces, one us- conversion algorithms for Wikipedia and DBpedia con- ing Wikipedia and the other using DBpedia. In this cepts. With user tests the users evaluated the two voice paper we see Wikipedia and DBpedia as two different interfaces, to be able to compare them.
    [Show full text]
  • Wikimania Stockholm Program.Xlsx
    Wikimania Stockholm Program Aula Magna Södra Huset combined left & right A wing classroom. Plenary sessions 1200 Szymborska 30 halls Room A5137 B wing lecture hall. Murad left main hall 700 Maathai 100 Room B5 B wing classroom. Arnold right main hall 600 Strickland 30 Room B315 classroom on top level. B wing classroom. Gbowee 30 Menchú 30 Room B487 Officially Kungstenen classroom on top level. B wing classroom. Curie 50 Tu 40 Room B497 Officially Bergsmann en open space on D wing classroom. Karman 30 Ostrom 30 middle level Room D307 D wing classroom. Allhuset Ebadi 30 Room D315 Hall. Officially the D wing classroom. Yousafzai 120 Lessing 70 Rotunda Room D499 D wing classroom. Juristernas hus Alexievich 100 Room D416 downstairs hall. Montalcini 75 Officially the Reinholdssalen Williams upstairs classroom 30 Friday 16 August until 15:00 All day events: Community Village Hackathon upstairs in Juristernas Wikitongues language Building Aula Magna Building 08:30 – Registration 08:30 – 10:00 10:00 Welcome session & keynote 10:00 – Michael Peter Edson 10:00 – 12:00 12:00 co-founder and Associate Director of The Museum for the United Nations — UN Live 12:00 – Lunch 12:00 – 13:00 13:00 & meetups Building Aula Magna Allhuset Juristernas hus Södra Huset Building Murad Arnold Curie Karman Yousafzai Montalcini Szymborska Maathai Strickland Menchú Tu Ostrom Ebadi Lessing Room A5137 B5 B315 B487 B497 D307 D315 D499 Room Space Free Knowledge and the Sustainable RESEARCH STRATEGY EDUCATION GROWTH TECHNOLOGY PARTNERSHIPS TECHNOLOGY STRATEGY HEALTH PARTNERSHIPS
    [Show full text]
  • Free Basics and Wikipedia Zero in Ghana Genevieve Gebhart University of Washington Information School Seattle, WA 98103 [email protected]
    Zero-rating in emerging mobile markets: Free Basics and Wikipedia Zero in Ghana Genevieve Gebhart University of Washington Information School Seattle, WA 98103 [email protected] ABSTRACT governments. In the case of Free Basics and Wikipedia Zero, Despite widespread controversy surrounding zero-rating—that is, platform providers Facebook and the Wikimedia Foundation the practice of subsidizing mobile data—the field suffers from a partner with Ghanaian telcos Airtel and MTN, respectively, to lack of inquiry into user understanding of and experience with provide free access to their applications. The Free Basics zero-rated services. This paper explores how Ghanaian mobile application provides access to Facebook and a country-specific users interact with zero-rated mobile applications Free Basics and suite of content and services (see Appendix 1 for content and Wikipedia Zero. Based on semi-structured interviews with users services in Ghana), and Wikipedia Zero provides access to and and non-users of the applications, I discuss how mobile phone editing capabilities in all language editions of Wikipedia. users perceive Free Basics and Wikipedia Zero, what motivates As Free Basics and Wikipedia Zero expand to more countries and them to use or not use the applications, and how the availability of regions, zero-rating has become the subject of controversy. While the applications influences their data-buying strategies. Findings proponents assert its potential to connect more numerous and suggest that respondents, including those who did not actively use diverse users to the Internet, critics argue that it may violate the applications, understood and experienced Free Basics and network neutrality, and as such may pose a threat to openness and Wikipedia Zero in ways divergent from the providers’ aim of innovation on the Internet [14, 27, 30].
    [Show full text]
  • Detecting Undisclosed Paid Editing in Wikipedia
    Detecting Undisclosed Paid Editing in Wikipedia Nikesh Joshi, Francesca Spezzano, Mayson Green, and Elijah Hill Computer Science Department, Boise State University Boise, Idaho, USA [email protected] {nikeshjoshi,maysongreen,elijahhill}@u.boisestate.edu ABSTRACT 1 INTRODUCTION Wikipedia, the free and open-collaboration based online ency- Wikipedia is the free online encyclopedia based on the principle clopedia, has millions of pages that are maintained by thousands of of open collaboration; for the people by the people. Anyone can volunteer editors. As per Wikipedia’s fundamental principles, pages add and edit almost any article or page. However, volunteers should on Wikipedia are written with a neutral point of view and main- follow a set of guidelines when editing Wikipedia. The purpose tained by volunteer editors for free with well-defned guidelines in of Wikipedia is “to provide the public with articles that summa- order to avoid or disclose any confict of interest. However, there rize accepted knowledge, written neutrally and sourced reliably” 1 have been several known incidents where editors intentionally vio- and the encyclopedia should not be considered as a platform for late such guidelines in order to get paid (or even extort money) for advertising and self-promotion. Wikipedia’s guidelines strongly maintaining promotional spam articles without disclosing such. discourage any form of confict-of-interest (COI) editing and require In this paper, we address for the frst time the problem of identi- editors to disclose any COI contribution. Paid editing is a form of fying undisclosed paid articles in Wikipedia. We propose a machine COI editing and refers to editing Wikipedia (in the majority of the learning-based framework using a set of features based on both cases for promotional purposes) in exchange for compensation.
    [Show full text]