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Twitter for Scientific Communication
 How can Citations/References be Identified and Measured?

                                                                                                                                                                                                   Researchers Group „Science and the Internet“                                                                                              Dr. Katrin Weller                                                                                                                Dr. Cornelius Puschmann
                                                                                                                                                                                                   (Nachwuchsforschergruppe „Wissenschaft und Internet“, NFGWIN)                                                                             Dept. of Information Science, HHU Düsseldorf                                                                                     Dept. for English Language and Linguistics, HHU Düsseldorf
   Katrin Weller & Cornelius Puschmann                                                                                                                                                             Web: http://www.nfgwin.uni-duesseldorf.de                                                                                                 Email: weller@uni-duesseldorf.de                                                                                                 Email: cornelius.puschmann@uni-duesseldorf.de
                                                                                                                                                                                                   Twitter: #nfgwin                                                                                                                          Twitter: @kwelle                                                                                                                 Twitter: @coffee001




                                                                                     3 Datasets                                                                                                                                                                                                                                                                      2 Types of Citations/References



                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      http://
                                            Conference                                                             Conference                                                                                         scientwists:
                                             tweets:                                                                tweets:                                                                                        Tweets by selected                                                                                                                                                Internal Citations                                                                                                             External Citations
                                            #www2010                                                                 #mla09                                                                                          scientific users
• 903 unique users                                                                                 • 369 unique users                                                                                        •          589 selected users                                                                                                                     •      User-related citations                                                                                                  •          Resource-related citations
• 3,358 tweets                                                                                     • 1,929 tweets                                                                                            •          410,609 tweets                                                                                                                         •      Retweets (RTs) within Twitter                                                                                           •          Links (URLs) to external resources
• 13.04.-14.05.2010                                                                                • 15.12.’09-14.01.’10                                                                                     •          07.01.-31.08.2010                                                                                                                      •      Reference to other users /                                                                                              •          References to various types of
                                                                                                                                                                                                                                                                                                                                                                      quotation of tweets                                                                                                                Web content
                                                                                                                                                                                                                                                                                                                                                               •      Users cite and are cited                                                                                                •          Users cite, websites are cited



                                                                                                                                                                                                       How do Scientists Cite on Twitter?
                                                                               Internal citations: Percentage of retweets                                                                                                                                                                                                                   External citations: Percentage of tweets that include at least one URL

                                                                  #www2010                                                         #mla09                                                                                     scientwists                                                                                                       #www2010                                                                    #mla09                                                                          scientwists


                                                                                                                                                                       413
                                                                                                                                                                                                                                         92,225
                                                                                                                                                                       21%
                                                                                        1,121                                                                                                                                             22%
                                                                                                                                                                                                                                                                                                                                                                                                                                                             525; 27%
                                                                                         33%                                                                                                                                                                                                                                                                        1,338
                                                                                                                                                                                                                                                                                                                                                                     40%                                                                                                                                              227,550
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        55%




                                                                             Distribution of internal citations                                                                                                                                                                   Different ways of counting external citations                                                                                                                                         Overlap of external and internal citations
                                            Distribution of given and received retweets for                                                                                  Distribution of given and received retweets for
                                                                                                                              number of RTs received for or given by




                                                               #www2010                                                                                                                          #mla09                                                                                                                   #www2010                                 #mla09                          scientwists
   number of RTs received for or given by




                                              90                                                                                                                       60
                                              80                                                   RTs received
                                                                                                                                                                                                                                  RTs received                                Number (and %) of tweets                                        1,338                                  525                             227,550
                                                                                                                                        person on rank n




                                                                                                                                                                       50
                                              70                                                                                                                                                                                  RTs given                                   including at least one URL                                   (39.85%)                             (27.22%)                            (55.42%)
                                                                                                   RTs given
            person on rank n




                                              60                                                                                                                       40
                                              50
                                                                                                                                                                       30
                                                                                                                                                                                                                                                                              Number of total URLs                                              1,460                                    551                          234,731
                                              40
                                              30                                                                                                                       20                                                                                                     Number of unique URLs                                                 574                                  199 Approx. 180.000*                                                                                 URLs
                                              20                         239                                                                                           10                                    89
                                              10
                                               0                                                                                                                        0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          227,550                                                   RTs with
                                                   1   51 101 151 201 251 301 351 401 451 501 551                                                                            1     21       41    61     81 101 121 141 161 181
                                                                person on rank n                                                                                                                       person on rank n                                                                                                                                                                                                                                                                                                                               URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               RTs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    58,525
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          92,225
                                                                         External citations: What is highly cited?                                                                                                                                                   External citations: Which websites are highly cited?*
                                                                                                                                                                                                                                                                                                                                              * Preliminary results, automatic URL clustering is currently being refined.




                                                                                                                                                                                                                                                                       9000                                                                     9000
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               scientwists
                                                                                                                                                                                                                                                                                                URLs from                                       8000




                                                       Blog                                                                                                                          Blog
                                                                                                                                                                                      Blog
                                                                                                                                                                                                                                                                                                scientwists
                                                                                                                                                                                                                                                                       8000                                                                     7000
                                                                                                                                                                                                                                                                                                                                                6000
                                                                                                                                                                                                                                                                       7000                                                                     5000                                                                                                                                                                                                                        RTs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              URLs            RTs with
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            with
                                                                                                                                                                                                                                                                                                                                                4000                                                                                                                                                                                                             URLs                RTs
                                                                                                Publi-                                                                                                                                                                 6000                                                                     3000                                                                                                                          1,338
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  530
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              RTs                                                525        URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            270
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    414
                                                                                                                                                                                                                                                                                                                                                2000
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             1,121
                                                               Rank 1: 41 times                 cation                                                                                           Rank 1: 27 times                                                      5000                                                                     1000
                                                                                                                                                                                                                                                                                                                                                      0
                                                                                                                                                                                                                                                                       4000                                                                                1   101 201 301 401 501 601 701 801 901
                                                                                                Rank 2: 35 times


                                                                          Twitter                                                                                                Blog                                                                                  3000


                                                                                                                                                                                                                                                                       2000
                                                                                                                                                                                                                                                                                                                                                          Top 30                                                                                                               #www2010                                                                            #mla09
                                                                          Rank 3: 29 times    Error                                                                                                                 Blog                                               1000

                                                                                    Confe-     Rank 4
                                                                                                                                                                                   Rank 2: 23 times
                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Internal citations: Highly cited tweets from #mla09
                                                                                    rence                                                                                                                          Rank 3: 22 times                                       0
                                                                                                Confe
                                                                                                                                                                                                  Error
                                                                                                                                                                                                                                                                                www.scientificamerican.com
                                                                                                                                                                                                                                                                                                  twitpic.com




                                                                                                                                                                                                                                                                                          www.nytimes.com




                                                                                                                                                                                                                                                                                                    yfrog.com




                                                                                                                                                                                                                                                                                                       blip.fm
                                                                                                                                                                                                                                                                                www.scientistsolutions.com




                                                                                                                                                                                                                                                                                           news.google.com
                                                                                                                                                                                                                                                                                      feedproxy.google.com




                                                                                                                                                                                                                                                                                         news.discovery.com
                                                                                                                                                                                                                                                                                           www.tumblr.com
                                                                                                                                                                                                                                                                                        www.guardian.co.uk
                                                                                                                                                                                                                                                                                            feeds.wired.com




                                                                                                                                                                                                                                                                                           www.nature.com




                                                                                                                                                                                                                                                                                           blogs.nature.com
                                                                                                                                                                                                                                                                                              friendfeed.com




                                                                                                                                                                                                                                                                                blogs.discovermagazine.com
                                                                                                                                                                                                                                                                              openparachute.wordpress.com




                                                                                                                                                                                                                                                                                             foursquare.com
                                                                                                                                                                                                                                                                                         www.facebook.com
                                                                                                                                                                                                                                                                                              news.bbc.co.uk




                                                                                                                                                                                                                                                                                      www.ncbi.nlm.nih.gov

                                                                                                                                                                                                                                                                                                  lockerz.com
                                                                                                                                                                                                                                                                                                          is.gd




                                                                                                                                                                                                                                                                                     www.newscientist.com
                                                                                                                                                                                                                                                                                           scienceblogs.com
                                                                                                                                                                                                                                                                                          www.labspaces.net



                                                                                                                                                                                                                                                                                     www.microbeworld.org




                                                                                                                                                                                                                                                                                             www.flickr.com
                                                                                                                                                                                                                                                                                          www.youtube.com




                                                                                    Rank 5      rence    Confe-
                                                                                                         rence                                                                                                                                                                                                                                                                                                                                                                        Tweet text and ID                                                                  From User              RTs
                                                                                               Rank 6
                                                                                     Slides              Rank 7                                                                                    Rank 4
                                                                                                                                                                                        Press                                                                                                                                                                                                                                                                                       Hey, guys, I've blogged about "the amplification of amandafrench                                            18
                                                                                     Rank 8     Confe-                                                                                  Rank 5                                                                                                                                                                                                                                                                    URL No. 1         scholarly communication": Twitter, #MLA09,
                                                                                                rence                                                                                             Blog                                                                                                                                                                                                                                                                              @briancroxall, & such: http://bit.ly/7SRgqZ (ID:
                                                        #www2010                                Rank 9
                                                                                                                                                                         Press Press
                                                                                                                                                                                      Rank 7
                                                                                                                                                                                                  Rank 6
                                                                                                                                                                                                              #mla09                                                                                                                                                                                                                                                                7221520139)
                                                                                                                                                                         Rank 8                                                                                                                                                                                                                                                                                                     New at ProfHacker: “Academics and Social Media: profhacker                                                  17
                                                                                                                                                                                   Blog                                                                                                                                                                                                                                                                           URL No. 5         #mla09 and Twitter,” by @GeorgeOnline (and a
                                                                                                                                                                                   Rank 9                                                                                                                                                                                                                                                                                           bunch of you): http://wp.me/pAGUw-19K (ID:
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    7566711357)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  URL No. 3         "Monopolies of Invention:" text of my #MLA09 talk nowviskie                                                 16
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    on labor & IP issues in humanities collaboration:
                                                                                                                        External citations: What types of websites are cited?                                                                                                                                                                                                                                                                                                       http://is.gd/5Gckz (ID: 7185970970)


                                                       Categories of URLs from #www2010                                                                                 Categories of URLs from #www2010                                                                 Categories of URLs from #mla09                                   Categories of URLs from #mla09
                                                                                                                                                                                                                                                                           (counting all URLs, n=551)                                   (counting unique URLs only, n=199)
                                                       (counting unique URLs only, n=574)                                                                                   (counting all URLs, n=1460)
                                                                                                                                                                                                                                                       Twitter; 22
                                                                                                                                                                                                                                                                                    Other; 36                                                Other; 20
                                                                                                                                                                                                                                                                                                                                                                                                                            External citations: Frequency of URLs in conference datasets
                                                                                      Conference;                                                                           Other; 169                                                                                                                                    Twitter; 14
                                                                                          37                                                                                                                                                      Publication; 4                                                                                                                                                                                                  Distribution of URLs from #www2010                                                     Distribution of URLs from #mla09
                                             Twitter; 31                                                             Twitter; 76                                                                                                                  Slides; 0
                                                                         Blog; 68                                                                                                                                                                                                                                       Slides; 0                                                                                                                            45                                                                                     30
                                                             Other; 94                                                                                                                           Blog; 222
                                                                                                                                                                                                                                                                                                                                                                                                                                Frequency of URL on rank n




                                                                                                                                                                                                                                                                                                                                                                                                                                                             40
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Frequency of URL on rank n




                                                                                                                    Slides; 106                                                                                                                   Project; 11                                                                                                                                                                                                                                            #www2010                                   25                                      #mla09
                                                                                                                                                                                                                                                                                                                                                                          Blog; 54                                                                           35
                                                                                                                                                                                                                         Conference;                                                                                  Publication; 3                                                                                                                         30                                                                                     20
                                                                                                                                                                                                                             206                                                                 Blog; 229                                                                                                                                                   25
           Slides; 45                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               15
                                                                                  Error; 92                                                                                                                                                                          Press; 123                                       Project; 5                                                                                                                             20
                                                                                                                    Publication;
                                                                                                                        135                                                                                                                                                                                                               Press; 34                                                                                                          15                                                                                     10
                                                                                                                                                                                                                                                                                                                                                                                                                                                             10
                                                                                                                                                                                                      Error; 201                                                                                                                                                                                                                                                                                                                                     5
                                                                                                                                                                                                                                                                                                                                                                                                                                                              5
          Publication;                                                                                                     Project; 116                                                                                                                                                                                                                                                                                                                       0                                                                                      0
                                                                                             Media; 71                                                                                                                                               Media; 34                                                                                                      Error; 28
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                   31
                                                                                                                                                                                                                                                                                                                                                                                                                                                                   61
                                                                                                                                                                                                                                                                                                                                                                                                                                                                   91
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  121




                                                                                                                                                                                                                                                                                                                                                                                                                                                                  451
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  151
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  181
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  211
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  241
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  271
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  301
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  331
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  361
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  391
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  421

                                                                                                                                                                                                                                                                                                                                                                                                                                                                  481
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  511
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  541




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         151
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         101
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         111
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         121
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         131
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         141

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         161
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         171
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         181
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         191
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          21
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          31
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          41
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          51
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          61
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          71
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          81
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          91
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           1




               52                                                                                                                                                                                                                                                                 Error; 69                                                                                               Conference;
                                                                                                                                                                                                                                                                                                        Conference;                                                                           16
                                                                                                                                                                       Press; 92                                 Media; 137                                                                                                         Media; 25                                                                                                                                                                                                                  URL on rank n (ranked by frequency)
                                                                                                                                                                                                                                                                                                            23                                                                                                                                                     URL on rank n (ranked by frequency)
                                               Project; 51                  Press; 33




                                                                                                                                                                                               Poster presented at Web Science Conference 2011 (#websci11), Koblenz, Germany, June 14-17, 2011. More on Slideshare: http://www.slideshare.net/katrinweller
                                                                                                                                                                                                                                                                                                Acknowledgements: Thanks to Evelyn Dröge, Wolfgang G. Stock, Julia Verbina, Parinaz Maghferat.
                                                                                                                                                                                                                                                                   The research group “Science and the Internet” is funded by the “Forschungsförderungsfonds”, Heinrich-Heine-University Düsseldorf.

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Twitter for Scientific Communication

  • 1. Twitter for Scientific Communication How can Citations/References be Identified and Measured? Researchers Group „Science and the Internet“ Dr. Katrin Weller Dr. Cornelius Puschmann (Nachwuchsforschergruppe „Wissenschaft und Internet“, NFGWIN) Dept. of Information Science, HHU Düsseldorf Dept. for English Language and Linguistics, HHU Düsseldorf Katrin Weller & Cornelius Puschmann Web: http://www.nfgwin.uni-duesseldorf.de Email: weller@uni-duesseldorf.de Email: cornelius.puschmann@uni-duesseldorf.de Twitter: #nfgwin Twitter: @kwelle Twitter: @coffee001 3 Datasets 2 Types of Citations/References http:// Conference Conference scientwists: tweets: tweets: Tweets by selected Internal Citations External Citations #www2010 #mla09 scientific users • 903 unique users • 369 unique users • 589 selected users • User-related citations • Resource-related citations • 3,358 tweets • 1,929 tweets • 410,609 tweets • Retweets (RTs) within Twitter • Links (URLs) to external resources • 13.04.-14.05.2010 • 15.12.’09-14.01.’10 • 07.01.-31.08.2010 • Reference to other users / • References to various types of quotation of tweets Web content • Users cite and are cited • Users cite, websites are cited How do Scientists Cite on Twitter? Internal citations: Percentage of retweets External citations: Percentage of tweets that include at least one URL #www2010 #mla09 scientwists #www2010 #mla09 scientwists 413 92,225 21% 1,121 22% 525; 27% 33% 1,338 40% 227,550 55% Distribution of internal citations Different ways of counting external citations Overlap of external and internal citations Distribution of given and received retweets for Distribution of given and received retweets for number of RTs received for or given by #www2010 #mla09 #www2010 #mla09 scientwists number of RTs received for or given by 90 60 80 RTs received RTs received Number (and %) of tweets 1,338 525 227,550 person on rank n 50 70 RTs given including at least one URL (39.85%) (27.22%) (55.42%) RTs given person on rank n 60 40 50 30 Number of total URLs 1,460 551 234,731 40 30 20 Number of unique URLs 574 199 Approx. 180.000* URLs 20 239 10 89 10 0 0 227,550 RTs with 1 51 101 151 201 251 301 351 401 451 501 551 1 21 41 61 81 101 121 141 161 181 person on rank n person on rank n URL RTs 58,525 92,225 External citations: What is highly cited? External citations: Which websites are highly cited?* * Preliminary results, automatic URL clustering is currently being refined. 9000 9000 scientwists URLs from 8000 Blog Blog Blog scientwists 8000 7000 6000 7000 5000 RTs URLs RTs with with 4000 URLs RTs Publi- 6000 3000 1,338 URL 530 RTs 525 URL 270 414 2000 1,121 Rank 1: 41 times cation Rank 1: 27 times 5000 1000 0 4000 1 101 201 301 401 501 601 701 801 901 Rank 2: 35 times Twitter Blog 3000 2000 Top 30 #www2010 #mla09 Rank 3: 29 times Error Blog 1000 Confe- Rank 4 Rank 2: 23 times Internal citations: Highly cited tweets from #mla09 rence Rank 3: 22 times 0 Confe Error www.scientificamerican.com twitpic.com www.nytimes.com yfrog.com blip.fm www.scientistsolutions.com news.google.com feedproxy.google.com news.discovery.com www.tumblr.com www.guardian.co.uk feeds.wired.com www.nature.com blogs.nature.com friendfeed.com blogs.discovermagazine.com openparachute.wordpress.com foursquare.com www.facebook.com news.bbc.co.uk www.ncbi.nlm.nih.gov lockerz.com is.gd www.newscientist.com scienceblogs.com www.labspaces.net www.microbeworld.org www.flickr.com www.youtube.com Rank 5 rence Confe- rence Tweet text and ID From User RTs Rank 6 Slides Rank 7 Rank 4 Press Hey, guys, I've blogged about "the amplification of amandafrench 18 Rank 8 Confe- Rank 5 URL No. 1 scholarly communication": Twitter, #MLA09, rence Blog @briancroxall, & such: http://bit.ly/7SRgqZ (ID: #www2010 Rank 9 Press Press Rank 7 Rank 6 #mla09 7221520139) Rank 8 New at ProfHacker: “Academics and Social Media: profhacker 17 Blog URL No. 5 #mla09 and Twitter,” by @GeorgeOnline (and a Rank 9 bunch of you): http://wp.me/pAGUw-19K (ID: 7566711357) URL No. 3 "Monopolies of Invention:" text of my #MLA09 talk nowviskie 16 on labor & IP issues in humanities collaboration: External citations: What types of websites are cited? http://is.gd/5Gckz (ID: 7185970970) Categories of URLs from #www2010 Categories of URLs from #www2010 Categories of URLs from #mla09 Categories of URLs from #mla09 (counting all URLs, n=551) (counting unique URLs only, n=199) (counting unique URLs only, n=574) (counting all URLs, n=1460) Twitter; 22 Other; 36 Other; 20 External citations: Frequency of URLs in conference datasets Conference; Other; 169 Twitter; 14 37 Publication; 4 Distribution of URLs from #www2010 Distribution of URLs from #mla09 Twitter; 31 Twitter; 76 Slides; 0 Blog; 68 Slides; 0 45 30 Other; 94 Blog; 222 Frequency of URL on rank n 40 Frequency of URL on rank n Slides; 106 Project; 11 #www2010 25 #mla09 Blog; 54 35 Conference; Publication; 3 30 20 206 Blog; 229 25 Slides; 45 15 Error; 92 Press; 123 Project; 5 20 Publication; 135 Press; 34 15 10 10 Error; 201 5 5 Publication; Project; 116 0 0 Media; 71 Media; 34 Error; 28 1 31 61 91 121 451 151 181 211 241 271 301 331 361 391 421 481 511 541 151 101 111 121 131 141 161 171 181 191 11 21 31 41 51 61 71 81 91 1 52 Error; 69 Conference; Conference; 16 Press; 92 Media; 137 Media; 25 URL on rank n (ranked by frequency) 23 URL on rank n (ranked by frequency) Project; 51 Press; 33 Poster presented at Web Science Conference 2011 (#websci11), Koblenz, Germany, June 14-17, 2011. More on Slideshare: http://www.slideshare.net/katrinweller Acknowledgements: Thanks to Evelyn Dröge, Wolfgang G. Stock, Julia Verbina, Parinaz Maghferat. The research group “Science and the Internet” is funded by the “Forschungsförderungsfonds”, Heinrich-Heine-University Düsseldorf.