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A Technopolitical Approach
for the Design of
Civic Technologies
Pablo Aragón
Universitat Pompeu Fabra / Eurecat
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Hello, World!
2
PhD Fellow at the Artificial Intelligence and
Machine Learning group in Universitat Pompeu Fabra.
Data Scientist at the Big Data & Data Science group
in Eurecat, Technology Centre of Catalonia.
Researcher at Decidim Team (Barcelona) and Participa
Lab - Medialab Prado (Madrid).
2
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Outline
● Affordances in online discussion
Conversation threading in Menéame
● Technopolitical approach
Participatory design in Metadecidim
● Final remarks
3
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Outline
● Affordances in online discussion
Conversation threading in Menéame
● Technopolitical approach
Participatory design in Metadecidim
● Final remarks
4
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Emergence of platforms for
democratic processes which
engage a large number of
citizens in politics, e.g.,
● Debates
● Petitions
● Crowdlaw
● Accountability
Platform democracy
5
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
● What civic technologies do I use
regularly? (including social media)
Open discussion
6
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
● Platforms’ affordances (the
totality of possibilities they
offer) are often seen as
technical features.
● By definition, any technical
feature in a platform for digital
democracy has strong social and
political implications.
Platform neutrality
7
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
● What civic technologies do I use
regularly? (including social media)
● What aspects of these technologies
affect me? Which ones frustrate me?
Open discussion
8
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Conversation threading (or not)
9
Hierarchical
Messages are
arranged close to
their replies in
a tree-like
structure making
reciprocal
interactions
explicit
Linear
Messages are
presented in
order
(chronological)
regardless of
reply
relationships
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Related work
Online forums
● Threaded discussions are more effective in
building communities than traditional talk
(McVerry et al, 2007)
Chat platforms
● Hierarchical view mitigates the "co-text loss"
problem (Fuks et al, 2006)
● Hierarchical view improves coherence within the
discussion but receives lower ratings (Smith et
al, 2000)
10
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Related work
Email services
● Hierarchical view provides better local context
(Venolia et al, 2003)
● Linear view is generally accepted by most users
(Whittaker et al, 2011)
Online Social Networks
● Facebook change from linear to hierarchical
favoured participation but decreased depth
(Bendor et al, 2013)
11
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
● What civic technologies do I use
regularly? (including social media)
● What aspects of these technologies
affect me? Which ones frustrate me?
● How have I decided to develop/deploy
discussions in civic technologies?
Open discussion
12
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Research gap
● The type of representation strongly affects communication
● To the best of our knowledge, the differences between
using a linear view or a hierarchical view have not been
yet investigated on a large and mature community of users
13
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Menéame, a unique case-study
● The most popular
Spanish social news
platform (Digg clone)
● Massively used in
grassroots movements
and political
discussion
● The original linear
interface was replaced
by a hierarchical one
in Jan 2015
14
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Question
How are discussion network structures
affected by the usage of
linear/hierarchical
conversation views?
15
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Dataset description
72,005 stories and 5,385,324 comments (2011-2015)
16
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Threads represented as network trees
17
https://www.decidim.barcelona/processes/1/f/1/proposals/1094
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Threads after and before the change
Thread in 2013 Thread in 2015
(linear view) (hierarchical view)
18
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Framework for online deliberation
Deliberative discussions measured through the network
complexity(Gónzalez Bailón et al, 2010)
19
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Metric for online deliberation
Network complexity of
a discussion measured
through the h-index of
the thread structure
(Gómez et al, 2008)
20
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Statistical analysis of platform effects (Malik et al, 2016):
“The design and technical features of a given platform which
constrain, distort, and shape user behavior on that platform”
Regression discontinuity design
21
Jan 2015 Jan 2015
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Deliberation (h-index) increases notably with conversation
threading (Jan 2015)
22
Effects on online deliberation
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Conclusion
RQ: How are discussion network structures affected by the
usage of linear/hierarchical conversation views?
With the hierarchical view, the discussion network structures
are rhizomatic:
● Emergence of sub-discussions
● Larger levels of online deliberation
23
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
● What civic technologies do I use
regularly? (including social media)
● What aspects of these technologies
affect me? Which ones frustrate me?
● How have I decided to develop/deploy
discussions in civic technologies?
● How did you engage people in online
discussions?
Open discussion
24
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Outline
● Affordances in online discussion
Conversation threading in Menéame
● Technopolitical approach
Participatory design in Metadecidim
● Final remarks
25
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Decidim Barcelona
26
https://decidim.barcelona
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Decidim
27
https://decidim.org/
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
“Politics is about how we
decide, how that power is
exercised, and by whom”
Lessig, L. (2006). Code version 2.0. Available
at http://codev2.cc/download+remix/
A lesson not to be forgotten
28
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Metadecidim, a technopolitical approach
Platforms are not neutral.
Affordances are extraordinarily
able to affect their social and
political nature.
Who decides how we decide?
From a technopolitical approach,
participatory design, as done in
Metadecidim, favours the
democratic nature of digital
platforms.
29
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
How to govern the code
30
https://meta.decidim.org/
We have our own instance of Decidim to decide how to evolve Decidim
as a project (new features, bugs, support forum…) #EatYourOwnDogFood
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
How to participate beyond the digital instance
31
https://meta.decidim.org/assemblies/eix-comunitat/
We have regular meetings to take decision in a participatory manner
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
How to address challenges in an intelligent manner
32
https://meta.decidim.org/assemblies/eix-lab/
We have regular research seminars to bring knowledge from experts
and to co-design solutions (e.g., e-voting, dataviz, e-voting…)
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Collaborative documentation (AsciiDoc+GitHub) and training for
administrators, citizen participation technicians, participants…
How to share acquired knowledge
33
https://docs.decidim.org/ https://edu.decidim.org/
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
How to learn more about (Meta)Decidim
34
We celebrate an Annual Metadecidim Conference… join us in 2019!
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Outline
● Affordances in online discussion
Conversation threading in Menéame
● Technopolitical approach
Participatory design in Metadecidim
● Final remarks
35
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
● What civic technologies do I use
regularly? (including social media)
● What aspects of these technologies
affect me? Which ones frustrate me?
● How have I decided to develop/deploy
discussions in civic technologies?
● How did you engage people in online
discussions?
● Do I participate as a developer of
civic technologies?
○ Yes. How are decisions made?
○ No. Would I like to participate
in their development? How?
Open discussion
36
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Böttcher, L., Woolley-Meza, O., & Brockmann, D. (2017). Temporal dynamics of online
petitions. PloS one, 12(5), e0178062.
Chan, C. L., Lai, J., Hooi, B., & Davies, T. (2017, September). The Message or the
Messenger? Inferring Virality and Diffusion Structure from Online Petition Signature
Data. In International Conference on Social Informatics (pp. 499-517). Springer, Cham.
Dumas, C. L., LaManna, D., Harrison, T. M., Ravi, S. S., Kotfila, C., Gervais, N., ... &
Chen, F. (2015). Examining political mobilization of online communities through
e-petitioning behavior in We the People. Big Data & Society, 2(2), 2053951715598170.
Fuks, H., Pimentel, M., & Pereira de Lucena, C. J. (2006). RU-Typing-2-Me? Evolving a
chat tool to increase understanding in learning activities. International Journal of
Computer-Supported Collaborative Learning, 1(1), 117-142.
Gómez, V., Kappen, H. J., Litvak, N., & Kaltenbrunner, A. (2013). A likelihood-based
framework for the analysis of discussion threads. World Wide Web, 16(5-6), 645-675.
Hale, S. A., John, P., Margetts, H., & Yasseri, T. (2018). How digital design shapes
political participation: A natural experiment with social information. PloS one, 13(4),
e0196068.
37
References
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Hale, S. A., Margetts, H., & Yasseri, T. (2013, May). Petition growth and success rates
on the UK No. 10 Downing Street website. In Proceedings of the 5th annual ACM web science
conference (pp. 132-138). ACM.
Herring, S. C., Barab, S., Kling, R., & Gray, J. (2004). An approach to researching
online behavior. Designing for virtual communities in the service of learning, 338.
Jungherr, A., & Jürgens, P. (2010). The Political Click: Political Participation through
E‐Petitions in Germany. Policy & Internet, 2(4), 131-165.
Malik, M. M., & Pfeffer, J. (2016). Identifying Platform Effects in Social Media Data. In
Tenth International AAAI Conference on Web and Social Media.
Margetts, H., John, P., Hale, S., & Yasseri, T. (2015). Political turbulence: How social
media shape collective action. Princeton University Press.
McVerry, J. G. (2007). Forums and functions of threaded discussions. New England Reading
Association Journal, 43(1), 79.
Schmidt, J. H., & Johnsen, K. (2014). On the use of the e-petition platform of the German
Bundestag.
38
References
#PDFCEE19
April 4-5, 2019
Gdańsk (Poland)
Squartini, T., Picciolo, F., Ruzzenenti, F., & Garlaschelli, D. (2013). Reciprocity of
weighted networks. Scientific reports, 3, 2729.
TeBlunthuis, N., Shaw, A., & Hill, B. M. (2017, February). Density dependence without
resource partitioning: Population ecology on Change. org. In Companion of the 2017 ACM
Conference on Computer Supported Cooperative Work and Social Computing (pp. 323-326).
Venolia, G. D., & Neustaedter, C. (2003). Understanding sequence and reply relationships
within email conversations: a mixed-model visualization. In Proceedings of the SIGCHI
conference on Human factors in computing systems (pp. 361-368). ACM.
Wellman, B., & Gulia, M. (1999). Virtual communities as communities. Networks in the
global village, 331-366.
Wright, S. (2012). Assessing (e-) democratic innovations:“Democratic goods” and Downing
Street e-petitions. Journal of Information Technology & Politics, 9(4), 453-470.
Wu, F., & Huberman, B. A. (2007). Novelty and collective attention. Proceedings of the
National Academy of Sciences, 104(45), 17599-17601.
Yasseri, T., Hale, S. A., & Margetts, H. Z. (2017). Rapid rise and decay in petition
signing. EPJ Data Science, 6(1), 20.
39
References
Dziekuję
Thank you
@elaragon
https://elaragon.wordpress.com
pablo.aragon@upf.edu
The content of this presentation is subject to a Creative Commons By-SA license.
You are free to use, copy, modify and redistribute this work under the same license.

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PDF CEE 2019 - Pablo Aragón - Online Participation & Platform Effects in Civic Technologies

  • 1. A Technopolitical Approach for the Design of Civic Technologies Pablo Aragón Universitat Pompeu Fabra / Eurecat
  • 2. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Hello, World! 2 PhD Fellow at the Artificial Intelligence and Machine Learning group in Universitat Pompeu Fabra. Data Scientist at the Big Data & Data Science group in Eurecat, Technology Centre of Catalonia. Researcher at Decidim Team (Barcelona) and Participa Lab - Medialab Prado (Madrid). 2
  • 3. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Outline ● Affordances in online discussion Conversation threading in Menéame ● Technopolitical approach Participatory design in Metadecidim ● Final remarks 3
  • 4. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Outline ● Affordances in online discussion Conversation threading in Menéame ● Technopolitical approach Participatory design in Metadecidim ● Final remarks 4
  • 5. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Emergence of platforms for democratic processes which engage a large number of citizens in politics, e.g., ● Debates ● Petitions ● Crowdlaw ● Accountability Platform democracy 5
  • 6. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) ● What civic technologies do I use regularly? (including social media) Open discussion 6
  • 7. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) ● Platforms’ affordances (the totality of possibilities they offer) are often seen as technical features. ● By definition, any technical feature in a platform for digital democracy has strong social and political implications. Platform neutrality 7
  • 8. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) ● What civic technologies do I use regularly? (including social media) ● What aspects of these technologies affect me? Which ones frustrate me? Open discussion 8
  • 9. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Conversation threading (or not) 9 Hierarchical Messages are arranged close to their replies in a tree-like structure making reciprocal interactions explicit Linear Messages are presented in order (chronological) regardless of reply relationships
  • 10. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Related work Online forums ● Threaded discussions are more effective in building communities than traditional talk (McVerry et al, 2007) Chat platforms ● Hierarchical view mitigates the "co-text loss" problem (Fuks et al, 2006) ● Hierarchical view improves coherence within the discussion but receives lower ratings (Smith et al, 2000) 10
  • 11. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Related work Email services ● Hierarchical view provides better local context (Venolia et al, 2003) ● Linear view is generally accepted by most users (Whittaker et al, 2011) Online Social Networks ● Facebook change from linear to hierarchical favoured participation but decreased depth (Bendor et al, 2013) 11
  • 12. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) ● What civic technologies do I use regularly? (including social media) ● What aspects of these technologies affect me? Which ones frustrate me? ● How have I decided to develop/deploy discussions in civic technologies? Open discussion 12
  • 13. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Research gap ● The type of representation strongly affects communication ● To the best of our knowledge, the differences between using a linear view or a hierarchical view have not been yet investigated on a large and mature community of users 13
  • 14. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Menéame, a unique case-study ● The most popular Spanish social news platform (Digg clone) ● Massively used in grassroots movements and political discussion ● The original linear interface was replaced by a hierarchical one in Jan 2015 14
  • 15. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Question How are discussion network structures affected by the usage of linear/hierarchical conversation views? 15
  • 16. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Dataset description 72,005 stories and 5,385,324 comments (2011-2015) 16
  • 17. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Threads represented as network trees 17 https://www.decidim.barcelona/processes/1/f/1/proposals/1094
  • 18. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Threads after and before the change Thread in 2013 Thread in 2015 (linear view) (hierarchical view) 18
  • 19. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Framework for online deliberation Deliberative discussions measured through the network complexity(Gónzalez Bailón et al, 2010) 19
  • 20. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Metric for online deliberation Network complexity of a discussion measured through the h-index of the thread structure (Gómez et al, 2008) 20
  • 21. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Statistical analysis of platform effects (Malik et al, 2016): “The design and technical features of a given platform which constrain, distort, and shape user behavior on that platform” Regression discontinuity design 21 Jan 2015 Jan 2015
  • 22. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Deliberation (h-index) increases notably with conversation threading (Jan 2015) 22 Effects on online deliberation
  • 23. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Conclusion RQ: How are discussion network structures affected by the usage of linear/hierarchical conversation views? With the hierarchical view, the discussion network structures are rhizomatic: ● Emergence of sub-discussions ● Larger levels of online deliberation 23
  • 24. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) ● What civic technologies do I use regularly? (including social media) ● What aspects of these technologies affect me? Which ones frustrate me? ● How have I decided to develop/deploy discussions in civic technologies? ● How did you engage people in online discussions? Open discussion 24
  • 25. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Outline ● Affordances in online discussion Conversation threading in Menéame ● Technopolitical approach Participatory design in Metadecidim ● Final remarks 25
  • 26. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Decidim Barcelona 26 https://decidim.barcelona
  • 27. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Decidim 27 https://decidim.org/
  • 28. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) “Politics is about how we decide, how that power is exercised, and by whom” Lessig, L. (2006). Code version 2.0. Available at http://codev2.cc/download+remix/ A lesson not to be forgotten 28
  • 29. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Metadecidim, a technopolitical approach Platforms are not neutral. Affordances are extraordinarily able to affect their social and political nature. Who decides how we decide? From a technopolitical approach, participatory design, as done in Metadecidim, favours the democratic nature of digital platforms. 29
  • 30. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) How to govern the code 30 https://meta.decidim.org/ We have our own instance of Decidim to decide how to evolve Decidim as a project (new features, bugs, support forum…) #EatYourOwnDogFood
  • 31. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) How to participate beyond the digital instance 31 https://meta.decidim.org/assemblies/eix-comunitat/ We have regular meetings to take decision in a participatory manner
  • 32. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) How to address challenges in an intelligent manner 32 https://meta.decidim.org/assemblies/eix-lab/ We have regular research seminars to bring knowledge from experts and to co-design solutions (e.g., e-voting, dataviz, e-voting…)
  • 33. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Collaborative documentation (AsciiDoc+GitHub) and training for administrators, citizen participation technicians, participants… How to share acquired knowledge 33 https://docs.decidim.org/ https://edu.decidim.org/
  • 34. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) How to learn more about (Meta)Decidim 34 We celebrate an Annual Metadecidim Conference… join us in 2019!
  • 35. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Outline ● Affordances in online discussion Conversation threading in Menéame ● Technopolitical approach Participatory design in Metadecidim ● Final remarks 35
  • 36. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) ● What civic technologies do I use regularly? (including social media) ● What aspects of these technologies affect me? Which ones frustrate me? ● How have I decided to develop/deploy discussions in civic technologies? ● How did you engage people in online discussions? ● Do I participate as a developer of civic technologies? ○ Yes. How are decisions made? ○ No. Would I like to participate in their development? How? Open discussion 36
  • 37. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Böttcher, L., Woolley-Meza, O., & Brockmann, D. (2017). Temporal dynamics of online petitions. PloS one, 12(5), e0178062. Chan, C. L., Lai, J., Hooi, B., & Davies, T. (2017, September). The Message or the Messenger? Inferring Virality and Diffusion Structure from Online Petition Signature Data. In International Conference on Social Informatics (pp. 499-517). Springer, Cham. Dumas, C. L., LaManna, D., Harrison, T. M., Ravi, S. S., Kotfila, C., Gervais, N., ... & Chen, F. (2015). Examining political mobilization of online communities through e-petitioning behavior in We the People. Big Data & Society, 2(2), 2053951715598170. Fuks, H., Pimentel, M., & Pereira de Lucena, C. J. (2006). RU-Typing-2-Me? Evolving a chat tool to increase understanding in learning activities. International Journal of Computer-Supported Collaborative Learning, 1(1), 117-142. Gómez, V., Kappen, H. J., Litvak, N., & Kaltenbrunner, A. (2013). A likelihood-based framework for the analysis of discussion threads. World Wide Web, 16(5-6), 645-675. Hale, S. A., John, P., Margetts, H., & Yasseri, T. (2018). How digital design shapes political participation: A natural experiment with social information. PloS one, 13(4), e0196068. 37 References
  • 38. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Hale, S. A., Margetts, H., & Yasseri, T. (2013, May). Petition growth and success rates on the UK No. 10 Downing Street website. In Proceedings of the 5th annual ACM web science conference (pp. 132-138). ACM. Herring, S. C., Barab, S., Kling, R., & Gray, J. (2004). An approach to researching online behavior. Designing for virtual communities in the service of learning, 338. Jungherr, A., & Jürgens, P. (2010). The Political Click: Political Participation through E‐Petitions in Germany. Policy & Internet, 2(4), 131-165. Malik, M. M., & Pfeffer, J. (2016). Identifying Platform Effects in Social Media Data. In Tenth International AAAI Conference on Web and Social Media. Margetts, H., John, P., Hale, S., & Yasseri, T. (2015). Political turbulence: How social media shape collective action. Princeton University Press. McVerry, J. G. (2007). Forums and functions of threaded discussions. New England Reading Association Journal, 43(1), 79. Schmidt, J. H., & Johnsen, K. (2014). On the use of the e-petition platform of the German Bundestag. 38 References
  • 39. #PDFCEE19 April 4-5, 2019 Gdańsk (Poland) Squartini, T., Picciolo, F., Ruzzenenti, F., & Garlaschelli, D. (2013). Reciprocity of weighted networks. Scientific reports, 3, 2729. TeBlunthuis, N., Shaw, A., & Hill, B. M. (2017, February). Density dependence without resource partitioning: Population ecology on Change. org. In Companion of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing (pp. 323-326). Venolia, G. D., & Neustaedter, C. (2003). Understanding sequence and reply relationships within email conversations: a mixed-model visualization. In Proceedings of the SIGCHI conference on Human factors in computing systems (pp. 361-368). ACM. Wellman, B., & Gulia, M. (1999). Virtual communities as communities. Networks in the global village, 331-366. Wright, S. (2012). Assessing (e-) democratic innovations:“Democratic goods” and Downing Street e-petitions. Journal of Information Technology & Politics, 9(4), 453-470. Wu, F., & Huberman, B. A. (2007). Novelty and collective attention. Proceedings of the National Academy of Sciences, 104(45), 17599-17601. Yasseri, T., Hale, S. A., & Margetts, H. Z. (2017). Rapid rise and decay in petition signing. EPJ Data Science, 6(1), 20. 39 References
  • 40. Dziekuję Thank you @elaragon https://elaragon.wordpress.com pablo.aragon@upf.edu The content of this presentation is subject to a Creative Commons By-SA license. You are free to use, copy, modify and redistribute this work under the same license.