twitter for scientific communication

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

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Poster by Katrin Weller & Cornelius Puschmann. Presented at Web Science Conference 2011, Koblenz, Germany. June 2011.

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Page 1: Twitter for Scientific Communication

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

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.

Katrin Weller & Cornelius Puschmann Dr. Katrin Weller

Dept. of Information Science, HHU Düsseldorf

Email: [email protected]

Twitter: @kwelle

Researchers Group „Science and the Internet“

(Nachwuchsforschergruppe „Wissenschaft und Internet“, NFGWIN)

Web: http://www.nfgwin.uni-duesseldorf.de

Twitter: #nfgwin

Dr. Cornelius Puschmann

Dept. for English Language and Linguistics, HHU Düsseldorf

Email: [email protected]

Twitter: @coffee001

3 Datasets

Conference tweets:

#www2010

Conference tweets: #mla09

scientwists: Tweets by selected

scientific users

• 903 unique users • 3,358 tweets • 13.04.-14.05.2010

• 369 unique users • 1,929 tweets • 15.12.’09-14.01.’10

• 589 selected users • 410,609 tweets • 07.01.-31.08.2010

2 Types of Citations/References

Internal Citations External Citations

• User-related citations • Retweets (RTs) within Twitter • Reference to other users /

quotation of tweets • Users cite and are cited

• Resource-related citations • Links (URLs) to external resources • References to various types of

Web content • Users cite, websites are cited

How do Scientists Cite on Twitter?

http://

227,550

55%

scientwists

1,338 40%

#www2010

External citations: Percentage of tweets that include at least one URL

525; 27%

#mla09

1,121 33%

#www2010

Internal citations: Percentage of retweets

413 21%

#mla09

92,22522%

scientwists

URLs 1,338

RTs 1,121

RTs with URL

530

#www2010

URLs

525

RTs

414

RTs with URL

270

#mla09

URLs 227,550

RTs 92,225

RTs with URL

58,525

scientwists

Overlap of external and internal citations

0

5

10

15

20

25

30

1

11

21

31

41

51

61

71

81

91

10

1

11

1

12

1

13

1

14

1

15

1

16

1

17

1

18

1

19

1Freq

uen

cy o

f UR

L o

n r

ank

n

URL on rank n (ranked by frequency)

Distribution of URLs from #mla09

#mla09

0

5

10

15

20

25

30

35

40

45

131 61 91

121

151

181

211

241

271

301

331

361

391

421

451

481

511

541Fr

equ

ency

of U

RL

on

ran

k n

URL on rank n (ranked by frequency)

Distribution of URLs from #www2010

#www2010

Blog; 229

Conference;

23

Error; 69 Media; 34

Press; 123

Project; 11

Publication; 4

Slides; 0

Twitter; 22 Other; 36

Categories of URLs from #mla09 (counting all URLs, n=551)

Blog; 54

Conference; 16

Error; 28

Media; 25

Press; 34

Project; 5

Publication; 3

Slides; 0

Twitter; 14 Other; 20

Categories of URLs from #mla09 (counting unique URLs only, n=199)

Blog; 68

Conference; 37

Error; 92

Media; 71

Press; 33 Project; 51

Publication; 52

Slides; 45

Twitter; 31

Other; 94

Categories of URLs from #www2010 (counting unique URLs only, n=574)

Blog; 222

Conference; 206

Error; 201

Media; 137 Press; 92

Project; 116

Publication; 135

Slides; 106

Twitter; 76

Other; 169

Categories of URLs from #www2010 (counting all URLs, n=1460)

0

10

20

30

40

50

60

1 21 41 61 81 101 121 141 161 181

nu

mb

er o

f R

Ts r

ece

ive

d f

or

or

give

n b

y p

ers

on

on

ran

k n

person on rank n

Distribution of given and received retweets for #mla09

RTs received

RTs given

0

10

20

30

40

50

60

70

80

90

1 51 101 151 201 251 301 351 401 451 501 551nu

mb

er o

f RTs

rec

eive

d f

or

or

give

n b

y

per

son

on

ran

k n

person on rank n

Distribution of given and received retweets for #www2010

RTs received

RTs given

Tweet text and ID From User RTs

Hey, guys, I've blogged about "the amplification of scholarly communication": Twitter, #MLA09, @briancroxall, & such: http://bit.ly/7SRgqZ (ID: 7221520139)

amandafrench 18

New at ProfHacker: “Academics and Social Media: #mla09 and Twitter,” by @GeorgeOnline (and a bunch of you): http://wp.me/pAGUw-19K (ID: 7566711357)

profhacker 17

"Monopolies of Invention:" text of my #MLA09 talk on labor & IP issues in humanities collaboration: http://is.gd/5Gckz (ID: 7185970970)

nowviskie 16

URL No. 1

URL No. 5

URL No. 3

Rank 3: 29 times

Rank 2: 35 times

Rank 1: 41 times

Blog Publi- cation

Twitter

Rank 5

Rank 4

Error

Confe-rence

Rank 6

Conference

Rank 7

Confe-rence

Rank 9

Confe-rence

Rank 8

Slides

External citations: What is highly cited?

Rank 2: 23 times

Blog

Rank 5

Press Rank 4

Error Rank 3: 22 times

Blog

Rank 9

Blog

Rank 6

Blog

Rank 7

Press

Rank 8

Press

Blog Rank 1: 27 times

Blog

#www2010 #mla09 scientwists

Number (and %) of tweets including at least one URL

1,338 (39.85%)

525 (27.22%)

227,550 (55.42%)

Number of total URLs 1,460 551 234,731

Number of unique URLs 574 199 Approx. 180.000*

Different ways of counting external citations Distribution of internal citations

External citations: What types of websites are cited?

0

1000

2000

3000

4000

5000

6000

7000

8000

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239 89

External citations: Which websites are highly cited?* * Preliminary results, automatic URL clustering is currently being refined.

#www2010 #mla09

URLs from scientwists

Internal citations: Highly cited tweets from #mla09

External citations: Frequency of URLs in conference datasets

Top 30