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Future of Research Communication
Perspectives Workshop, Schloss Dagstuhl, 15-18 August 2011
http://bit.ly/p8pRFD




Net-Centric Scholarly Discourse?
Simon Buckingham Shum
Knowledge Media Institute, The Open University, Milton Keynes, UK

http://people.kmi.open.ac.uk/sbs
twitter @sbskmi




                                                                    1
“We may some day click off arguments on
a machine with the same assurance that we
now enter sales on a cash register.”


Vannevar Bush, 1945




http://www.theatlantic.com/magazine/archive/1945/07/as-we-may-think/3881
                                                                           2
Launch of ScholOnto project, 2001:
the big question...

         20xx?...
§  In 2010, will we still be publishing scientific results

  primarily as prose papers, or will a complementary

  infrastructure emerge that exploits the power of the

  social, semantic web to model the literature as a

  network of claims and arguments?




                                                              3
Questions the next generation scientific
infrastructure should help answer


“What is the evidence for this claim?”

“Was this prediction accurate?”

“What are the conceptual foundations for this idea?”

“Who’s built on this idea?”

“Who’s challenged this idea, and using what kind of argument?”

“Are there distinctive perspectives on this problem?”

“Are there inconsistencies within this school of thought?”
                                                                 4
so we want to
change the system
  - so let’s think systems -



     Longer version in a talk at PARC: http://olnet.org/node/582

                                                                   5
1665 throws a long shadow

    Beyond richly expressive, but                                             To network-native, computationally
    passive, prose documents...                                                tractable models and services…




     Le Journal des Sçavans            Philosophical Transactions                                                    Chaomei Chen, 2006:
     January 1665                      of the Royal Society of                                              Citation network visualization
                                       London, March 1665




Buckingham Shum, S. (2007). Digital Research Discourse? Computational Thinking Seminar Series, School of Informatics,                        6
University of Edinburgh, 25 Apr. 2007. http://kmi.open.ac.uk/projects/hyperdiscourse/docs/Simon-Edin-CompThink.pdf
A community of enquiry – inc. but not
ltd to scientists – is a complex adaptive
system




                                            7
A community of enquiry – inc. but not
ltd to scientists – is a complex adaptive
system




                                            8
A community of enquiry – inc. but not
ltd to scientists – is a complex adaptive
system




                                            9
How do we augment this system’s capacity to
sense, respond to, and shape its
environment?
§  Through the lens of complex
    adaptive systems, resilience and
    network science...




§  Through the lens of
    sensemaking and HCI...




                                              10
How do we augment this system’s capacity to
sense, respond to, and shape its
environment?
§  Through the lens of complex adaptive systems,
  resilience and network science...
   §  many interacting agents (human and software)
   §  many weak signals that can build up unexpectedly
   §  diversity and redundancy
   §  feedback loops
   §  visual analytics to reveal emergent patterns and
     network properties
   §  ability to withstand change and shock to the system
                                                             11
Resilience


§  Walker, et al. (2004) define resilience as


“the capacity of a system to absorb
  disturbance and reorganize while
  undergoing change, so as to still
      retain essentially the same
   function, structure, identity, and
              feedbacks”

                                                 12
Resilience in knowledge-intensive
ecosystems
 When knowledge and understanding are
 key variables in the system, resilience
 depends on the capacity for learning

e.g. awareness of discrepant evidence,
critical practice, reflection and dialogue
when confronted by challenges or shocks
to the system.


                                             13
How do we augment this system’s capacity to
sense, respond to, and shape its
environment?
§  Through the lens of
    sensemaking and HCI...
     §  many plausible narratives: what
         was, is, or might be going on?...           • cri
                                                             tical t
     §  many representational artifacts            • arg            hinkin
         being shared and annotated                         ument           g
                                                   • rhe            ation
     §  attention to the quality of                      torica
         conversation: how well are               • ass           l mov
         agents listening to each other                  umpti          es
         and what kinds of contributions
                                                 • ana           ons
                                                        logica
         do they make?                          • ca u          l thin
     §  informal interaction mixed with               sality          king
                                               • jux
         stronger public claims                      taposi
     §  many connections being made,         • “ki          tions
                                                    nda r
         both explicit/implicit, formal and                elated
         fuzzy                                                    ...”     14
Sensemaking: the search for plausible,
narrative connections

§  In their review of sensemaking, Klein, et al.
    conclude:

  §  “Sensemaking is a motivated, continuous
      effort to understand connections (which
      can be among people, places, and events)
      in order to anticipate their trajectories and
      act effectively.”



                                                      15
Sensemaking


Karl Weick:

§  “Sensemaking is about such things as
    placement of items into frameworks,
    comprehending, redressing surprise,
    constructing meaning, interacting in pursuit
    of mutual understanding, and
    patterning.” (Weick, [23], p.6)



                                                   16
Sensemaking


Karl Weick:

§  “The point we want to make here is that
    sensemaking is about plausibility,
    coherence, and reasonableness.
    Sensemaking is about accounts that are
    socially acceptable and credible” ([23] p.61)




                                                    17
(contested) collective intelligence...

discourse is how we construct meaning

      there is no master worldview

   we need CI infrastructures to pool
awareness of how people are reading the
    signals, and amplify important
              connections

                                          18
Where our tools fit… Given a wealth of
documents…




                                         19
...and tools to detect and render potentially
significant patterns…




                                                20
...and tools to detect and render potentially
significant patterns…




                                                21
...we need ways to make meaningful
connections between information
elements…




                                     22
...we need ways to make meaningful
connections between information
elements…
      interpretation




                       interpretation




                           interpretation

                                            interpretation

                                                             23
...we need ways to make meaningful
connections between information
elements…
             interpretation




                              interpretation       interpretation
(a hunch – no
  grounding
 evidence yet)




                                  interpretation                                 interpretation

                                                                    interpretation

                                                                                                  24
...we need ways to make meaningful
connections between information
elements…
             interpretation


                                                   Is pre-requisite for



                              interpretation             interpretation
(a hunch – no
  grounding
 evidence yet)


                                         causes                    predicts


                                  interpretation                                       interpretation

                                                                          interpretation

                                                                                                        25
...we need ways to make meaningful
connections between information
elements…
             interpretation


                                                     Is pre-requisite for
                              prevents



                                interpretation             interpretation
(a hunch – no
  grounding         Is inconsistent with
 evidence yet)


                                           causes                    predicts
                                                                                         challenges

                                    interpretation                                       interpretation

                                                                            interpretation

                                                                                                          26
...we need ways to make meaningful
connections between information
elements…            Question


                 responds to
                                            motivates

      Answer
                                             Assumption

      supports                 challenges



      Supporting                                 Challenging
     Argument…
                                                 Argument…

                                                               27
...we need ways to make meaningful
connections between information
elements…            Question


                 responds to
                                            motivates

      Answer
                                               Hunch

      supports                 challenges



      Supporting                                    Challenging
     Argument…
                                                    Argument…

                                                                  28
...we need ways to make meaningful
connections between information
elements…            Question


                 responds to
                                       motivates

      Answer
                                            Data

      supports                 challenges



      Supporting                                   Challenging
     Argument…
                                                   Argument…

                                                                 29
empirical studies
of users motivate
  user interface
    concepts

                    30
Interaction design for literature
  visualization: pilot study: paper-based literature modelling




Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C. (2007). Modelling Naturalistic Argumentation in Research
Literatures: Representation and Interaction Design Issues. International Journal of Intelligent Systems, (Special Issue on     31
Computational Models of Natural Argument, Eds: C. Reed and F. Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
Interaction design for lit. visualization
  From paper prototype to semiformal mapping tool
     §  The ClaiMapper tool

           Starting from paper-based modelling,
           move from literature sketches…

                                                                                              …to formal argument maps




Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C. (2007). Modelling Naturalistic Argumentation in Research
Literatures: Representation and Interaction Design Issues. International Journal of Intelligent Systems, (Special Issue on     32
Computational Models of Natural Argument, Eds: C. Reed and F. Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
Interaction design for doc. annotation
  Pilot study: paper-based annotation




Pilot study reported in: B. Sereno, S. Buckingham Shum, and E. Motta. (2005). ClaimSpotter: an Environment to Support   33
Sensemaking with Knowledge Triples. Proc. Int. Conf. Intelligent User Interfaces, pages 199–206, ACM
The ClaimSpotter annotation tool
§  Web 2.0-style tagging with optional community/system tag
    recommendations




                   Sereno, B., Buckingham Shum, S. and Motta, E. (2007). Formalization, User Strategy and Interaction Design:
                   Users’ Behaviour with Discourse Tagging Semantics. Workshop on Social and Collaborative Construction 34
                                                                                                                        of
                   Structured Knowledge, 16th Int. World Wide Web Conference, Banff, Canada; 8-12 May 2007.
baby examples


                35
A scholarly hypertext wins Best Paper
Award at ACM Hypertext 2004!




                                        36
Mapping a nuclear power debate on a blog
Mapping a nuclear power debate on a blog
Mapping a nuclear power debate on a blog
from small single-user
    hypertext maps
 to collaborative web
    infrastructure?
                         40
Growing number of tools for structured
deliberation and mapping arguments




Online Deliberation: Emerging Tools Workshop
Online Deliberation 2010, Leeds UK
www.olnet.org/odet2010


ESSENCE: E-Science, Sensemaking & Climate Change
ESSENCE 2009 workshop, KMI, Open University
http://events.kmi.open.ac.uk/essence
                                                   41
example services

   demos later...

                    42
Cohere visualization of semantic annotations on publications

‘Learner autonomy emerging as a hub node in the literature analysis...


                                                                                    “‘Learner autonomy’ represents a
                                                                                        variety of overlapping and
                                                                                    effective learning practices, and
                                                                                       implies the learner can give
                                                                                     meaning to learning and create
                                                                                             new learning tools”




  Webcast and Cohere demo: Mapping the Deeper Learning Literature with Cohere: Helen Jelfs, Simon Buckingham Shum, Anna
  De Liddo, Open University Seminar: http://cloudworks.ac.uk/cloud/view/5618                                              43
ClaiMaker: a concept demonstrator (2004)
Modelling the philosophy of AI Turing debate




                                 Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C.
                                 (2007). Modelling Naturalistic Argumentation in Research
                                 Literatures: Representation and Interaction Design Issues.
                                 International Journal of Intelligent Systems, (Special Issue on
                                                                                            8.15
                                 Computational Models of Natural Argument, Eds: C. Reed and F.
                                 Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
New forms of “Impact Analytics”?

                       Tracking the kinds of contributions a researcher
                        makes, e.g. acting as a broker, connecting the
                           ideas of peers or separate communities




De Liddo, A., Buckingham Shum, S., Quinto, I., Bachler, M. and Cannavacciuolo, L.(2011). Discourse-Centric Learning
Analytics. Proc. 1st Int. Conf. Learning Analytics & Knowledge. Feb. 27-Mar 1, 2011, Banff. http://oro.open.ac.uk/25829
“What is the lineage of this idea?”




                          Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C.
                          (2007). Modelling Naturalistic Argumentation in Research
                          Literatures: Representation and Interaction Design Issues.
                          International Journal of Intelligent Systems, (Special Issue on
                          Computational Models of Natural Argument, Eds: C. Reed and F.
                                                                                          46
                          Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
OpenEd Evidence Hub: ci.olnet.org




                                    47
OpenEd Evidence Hub: ci.olnet.org




                                    48
Phone alert: the weight of challenging
evidence on Issue X has grown...




http://debategraph.org/details.aspx?nid=113433&lan=EN&nf=1
                                                             49
— web annotation of OER (Firefox
extension)
Human+machine discourse annotation
(work with Ágnes Sándor, Xerox)




                                  Ágnes Sándor & OLnet Project:
                                                                    51
                                        http://olnet.org/node/512
Discourse analysis with Xerox Incremental Parser
Detection of salient sentences based on rhetorical markers:
BACKGROUND KNOWLEDGE:             NOVELTY:                              OPEN QUESTION:
Recent studies indicate …         ... new insights provide direct       … little is known …
                                  evidence ...                          … role … has been elusive
… the previously proposed …
                                  ... we suggest a new ... approach ...Current data is insufficient …
… is universally accepted ...
                                  ... results define a novel role ...

CONRASTING IDEAS:                 SIGNIFICANCE:                         SUMMARIZING:
… unorthodox view resolves …      studies ... have provided             The goal of this study ...
paradoxes …                       important advances                    Here, we show ...
In contrast with previous         Knowledge ... is crucial for ...      Altogether, our results ...
hypotheses ...                    understanding                         indicate
... inconsistent with past        valuable information ... from
findings ...                      studies

GENERALIZING:                     SURPRISE:
... emerging as a promising       We have recently observed ...
approach                          surprisingly
Our understanding ... has grown   We have identified ... unusual          Ágnes Sándor & OLnet Project:
                                                                                http://olnet.org/node/512
exponentially ...                 The recent discovery ... suggests
... growing recognition of the    intriguing roles
importance ...
Distributed annotation platforms
(Cohere+Utopia PDF demo: thanks to Steve Pettifer, U. Manchester)




                                                                    53
A community of enquiry – inc. but not
ltd to scientists – is a complex adaptive
system




                                            54
Envisioning the shifts that will take
place...




                                        55
http://projects.kmi.open.ac.uk/hyperdiscourse




   Compendium Institute




                                                 56

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Net-Centric Scholarly Discourse?

  • 1. Future of Research Communication Perspectives Workshop, Schloss Dagstuhl, 15-18 August 2011 http://bit.ly/p8pRFD Net-Centric Scholarly Discourse? Simon Buckingham Shum Knowledge Media Institute, The Open University, Milton Keynes, UK http://people.kmi.open.ac.uk/sbs twitter @sbskmi 1
  • 2. “We may some day click off arguments on a machine with the same assurance that we now enter sales on a cash register.” Vannevar Bush, 1945 http://www.theatlantic.com/magazine/archive/1945/07/as-we-may-think/3881 2
  • 3. Launch of ScholOnto project, 2001: the big question... 20xx?... §  In 2010, will we still be publishing scientific results primarily as prose papers, or will a complementary infrastructure emerge that exploits the power of the social, semantic web to model the literature as a network of claims and arguments? 3
  • 4. Questions the next generation scientific infrastructure should help answer “What is the evidence for this claim?” “Was this prediction accurate?” “What are the conceptual foundations for this idea?” “Who’s built on this idea?” “Who’s challenged this idea, and using what kind of argument?” “Are there distinctive perspectives on this problem?” “Are there inconsistencies within this school of thought?” 4
  • 5. so we want to change the system - so let’s think systems - Longer version in a talk at PARC: http://olnet.org/node/582 5
  • 6. 1665 throws a long shadow Beyond richly expressive, but To network-native, computationally passive, prose documents... tractable models and services… Le Journal des Sçavans Philosophical Transactions Chaomei Chen, 2006: January 1665 of the Royal Society of Citation network visualization London, March 1665 Buckingham Shum, S. (2007). Digital Research Discourse? Computational Thinking Seminar Series, School of Informatics, 6 University of Edinburgh, 25 Apr. 2007. http://kmi.open.ac.uk/projects/hyperdiscourse/docs/Simon-Edin-CompThink.pdf
  • 7. A community of enquiry – inc. but not ltd to scientists – is a complex adaptive system 7
  • 8. A community of enquiry – inc. but not ltd to scientists – is a complex adaptive system 8
  • 9. A community of enquiry – inc. but not ltd to scientists – is a complex adaptive system 9
  • 10. How do we augment this system’s capacity to sense, respond to, and shape its environment? §  Through the lens of complex adaptive systems, resilience and network science... §  Through the lens of sensemaking and HCI... 10
  • 11. How do we augment this system’s capacity to sense, respond to, and shape its environment? §  Through the lens of complex adaptive systems, resilience and network science... §  many interacting agents (human and software) §  many weak signals that can build up unexpectedly §  diversity and redundancy §  feedback loops §  visual analytics to reveal emergent patterns and network properties §  ability to withstand change and shock to the system 11
  • 12. Resilience §  Walker, et al. (2004) define resilience as “the capacity of a system to absorb disturbance and reorganize while undergoing change, so as to still retain essentially the same function, structure, identity, and feedbacks” 12
  • 13. Resilience in knowledge-intensive ecosystems When knowledge and understanding are key variables in the system, resilience depends on the capacity for learning e.g. awareness of discrepant evidence, critical practice, reflection and dialogue when confronted by challenges or shocks to the system. 13
  • 14. How do we augment this system’s capacity to sense, respond to, and shape its environment? §  Through the lens of sensemaking and HCI... §  many plausible narratives: what was, is, or might be going on?... • cri tical t §  many representational artifacts • arg hinkin being shared and annotated ument g • rhe ation §  attention to the quality of torica conversation: how well are • ass l mov agents listening to each other umpti es and what kinds of contributions • ana ons logica do they make? • ca u l thin §  informal interaction mixed with sality king • jux stronger public claims taposi §  many connections being made, • “ki tions nda r both explicit/implicit, formal and elated fuzzy ...” 14
  • 15. Sensemaking: the search for plausible, narrative connections §  In their review of sensemaking, Klein, et al. conclude: §  “Sensemaking is a motivated, continuous effort to understand connections (which can be among people, places, and events) in order to anticipate their trajectories and act effectively.” 15
  • 16. Sensemaking Karl Weick: §  “Sensemaking is about such things as placement of items into frameworks, comprehending, redressing surprise, constructing meaning, interacting in pursuit of mutual understanding, and patterning.” (Weick, [23], p.6) 16
  • 17. Sensemaking Karl Weick: §  “The point we want to make here is that sensemaking is about plausibility, coherence, and reasonableness. Sensemaking is about accounts that are socially acceptable and credible” ([23] p.61) 17
  • 18. (contested) collective intelligence... discourse is how we construct meaning there is no master worldview we need CI infrastructures to pool awareness of how people are reading the signals, and amplify important connections 18
  • 19. Where our tools fit… Given a wealth of documents… 19
  • 20. ...and tools to detect and render potentially significant patterns… 20
  • 21. ...and tools to detect and render potentially significant patterns… 21
  • 22. ...we need ways to make meaningful connections between information elements… 22
  • 23. ...we need ways to make meaningful connections between information elements… interpretation interpretation interpretation interpretation 23
  • 24. ...we need ways to make meaningful connections between information elements… interpretation interpretation interpretation (a hunch – no grounding evidence yet) interpretation interpretation interpretation 24
  • 25. ...we need ways to make meaningful connections between information elements… interpretation Is pre-requisite for interpretation interpretation (a hunch – no grounding evidence yet) causes predicts interpretation interpretation interpretation 25
  • 26. ...we need ways to make meaningful connections between information elements… interpretation Is pre-requisite for prevents interpretation interpretation (a hunch – no grounding Is inconsistent with evidence yet) causes predicts challenges interpretation interpretation interpretation 26
  • 27. ...we need ways to make meaningful connections between information elements… Question responds to motivates Answer Assumption supports challenges Supporting Challenging Argument… Argument… 27
  • 28. ...we need ways to make meaningful connections between information elements… Question responds to motivates Answer Hunch supports challenges Supporting Challenging Argument… Argument… 28
  • 29. ...we need ways to make meaningful connections between information elements… Question responds to motivates Answer Data supports challenges Supporting Challenging Argument… Argument… 29
  • 30. empirical studies of users motivate user interface concepts 30
  • 31. Interaction design for literature visualization: pilot study: paper-based literature modelling Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C. (2007). Modelling Naturalistic Argumentation in Research Literatures: Representation and Interaction Design Issues. International Journal of Intelligent Systems, (Special Issue on 31 Computational Models of Natural Argument, Eds: C. Reed and F. Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
  • 32. Interaction design for lit. visualization From paper prototype to semiformal mapping tool §  The ClaiMapper tool Starting from paper-based modelling, move from literature sketches… …to formal argument maps Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C. (2007). Modelling Naturalistic Argumentation in Research Literatures: Representation and Interaction Design Issues. International Journal of Intelligent Systems, (Special Issue on 32 Computational Models of Natural Argument, Eds: C. Reed and F. Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
  • 33. Interaction design for doc. annotation Pilot study: paper-based annotation Pilot study reported in: B. Sereno, S. Buckingham Shum, and E. Motta. (2005). ClaimSpotter: an Environment to Support 33 Sensemaking with Knowledge Triples. Proc. Int. Conf. Intelligent User Interfaces, pages 199–206, ACM
  • 34. The ClaimSpotter annotation tool §  Web 2.0-style tagging with optional community/system tag recommendations Sereno, B., Buckingham Shum, S. and Motta, E. (2007). Formalization, User Strategy and Interaction Design: Users’ Behaviour with Discourse Tagging Semantics. Workshop on Social and Collaborative Construction 34 of Structured Knowledge, 16th Int. World Wide Web Conference, Banff, Canada; 8-12 May 2007.
  • 36. A scholarly hypertext wins Best Paper Award at ACM Hypertext 2004! 36
  • 37. Mapping a nuclear power debate on a blog
  • 38. Mapping a nuclear power debate on a blog
  • 39. Mapping a nuclear power debate on a blog
  • 40. from small single-user hypertext maps to collaborative web infrastructure? 40
  • 41. Growing number of tools for structured deliberation and mapping arguments Online Deliberation: Emerging Tools Workshop Online Deliberation 2010, Leeds UK www.olnet.org/odet2010 ESSENCE: E-Science, Sensemaking & Climate Change ESSENCE 2009 workshop, KMI, Open University http://events.kmi.open.ac.uk/essence 41
  • 42. example services demos later... 42
  • 43. Cohere visualization of semantic annotations on publications ‘Learner autonomy emerging as a hub node in the literature analysis... “‘Learner autonomy’ represents a variety of overlapping and effective learning practices, and implies the learner can give meaning to learning and create new learning tools” Webcast and Cohere demo: Mapping the Deeper Learning Literature with Cohere: Helen Jelfs, Simon Buckingham Shum, Anna De Liddo, Open University Seminar: http://cloudworks.ac.uk/cloud/view/5618 43
  • 44. ClaiMaker: a concept demonstrator (2004) Modelling the philosophy of AI Turing debate Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C. (2007). Modelling Naturalistic Argumentation in Research Literatures: Representation and Interaction Design Issues. International Journal of Intelligent Systems, (Special Issue on 8.15 Computational Models of Natural Argument, Eds: C. Reed and F. Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
  • 45. New forms of “Impact Analytics”? Tracking the kinds of contributions a researcher makes, e.g. acting as a broker, connecting the ideas of peers or separate communities De Liddo, A., Buckingham Shum, S., Quinto, I., Bachler, M. and Cannavacciuolo, L.(2011). Discourse-Centric Learning Analytics. Proc. 1st Int. Conf. Learning Analytics & Knowledge. Feb. 27-Mar 1, 2011, Banff. http://oro.open.ac.uk/25829
  • 46. “What is the lineage of this idea?” Buckingham Shum, S.J., Uren, V., Li, G., Sereno, B. and Mancini, C. (2007). Modelling Naturalistic Argumentation in Research Literatures: Representation and Interaction Design Issues. International Journal of Intelligent Systems, (Special Issue on Computational Models of Natural Argument, Eds: C. Reed and F. 46 Grasso, 22, (1), pp.17-47. ePrint: http://oro.open.ac.uk/6463
  • 47. OpenEd Evidence Hub: ci.olnet.org 47
  • 48. OpenEd Evidence Hub: ci.olnet.org 48
  • 49. Phone alert: the weight of challenging evidence on Issue X has grown... http://debategraph.org/details.aspx?nid=113433&lan=EN&nf=1 49
  • 50. — web annotation of OER (Firefox extension)
  • 51. Human+machine discourse annotation (work with Ágnes Sándor, Xerox) Ágnes Sándor & OLnet Project: 51 http://olnet.org/node/512
  • 52. Discourse analysis with Xerox Incremental Parser Detection of salient sentences based on rhetorical markers: BACKGROUND KNOWLEDGE: NOVELTY: OPEN QUESTION: Recent studies indicate … ... new insights provide direct … little is known … evidence ... … role … has been elusive … the previously proposed … ... we suggest a new ... approach ...Current data is insufficient … … is universally accepted ... ... results define a novel role ... CONRASTING IDEAS: SIGNIFICANCE: SUMMARIZING: … unorthodox view resolves … studies ... have provided The goal of this study ... paradoxes … important advances Here, we show ... In contrast with previous Knowledge ... is crucial for ... Altogether, our results ... hypotheses ... understanding indicate ... inconsistent with past valuable information ... from findings ... studies GENERALIZING: SURPRISE: ... emerging as a promising We have recently observed ... approach surprisingly Our understanding ... has grown We have identified ... unusual Ágnes Sándor & OLnet Project: http://olnet.org/node/512 exponentially ... The recent discovery ... suggests ... growing recognition of the intriguing roles importance ...
  • 53. Distributed annotation platforms (Cohere+Utopia PDF demo: thanks to Steve Pettifer, U. Manchester) 53
  • 54. A community of enquiry – inc. but not ltd to scientists – is a complex adaptive system 54
  • 55. Envisioning the shifts that will take place... 55