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Use of VINCA for domain keywords and argumentative markers extraction Analysis processes
Discourse markers related to argumentation and question Argumentative markers (van Boxtel, et al, 2000) can be used to identify some common speech acts associated with inquiry.  It is expected that a higher concentration of argumentative markers is likely to indicate a stronger socio-metacognitive engagement and inquiry orientation in the discussion, and hence a higher probability for the discourse to be productive in terms of knowledge building.
4 Question-Markers Employed How 怎樣,如何 Why 為什麼,為甚麼,為何,怎麼,點解 What 什麼是,什麼算,甚麼是,甚麼算,是什麼,是甚麼,算什麼,算甚麼,有什麼,有甚麼,咩意思,怎樣才算是 Who(m) 何人,是誰 ,有咩人
5 Question-Markers Employed Confirmation (is there, are there, is this, are these…) 是不是,算不算,是否,算否,會不會,會否,有沒有,有否,好不好,有沒有,有否,好不好 Where 何處,那處,哪處,什麼地方,甚麼地方  When 何時,幾時,什麼時候,什麼時間,甚麼時候,甚麼時間 How much/many 幾多,多少,有多大
6 Argument-Markers Employed Claim : I think, I agree, we should  我認為,我想,我同意,我認同,我贊成,我贊同,我讚成,我讚同,我們應該,部份同意,部份認同, 我非常同意,我亦同意,我很同意 Disagreement : I don’t think, I didn't think, I do not think, I don’t agree, I do not agree, I didn't agree, we shouldn’t, we should not  我不認為,我不同意,我不認同,我不贊成,我不贊同,我不讚成,我不讚同,我們不應,我們不該,我唔認為,我唔同意,我唔認同,我唔贊成,我唔贊同, 我唔讚成,我唔讚同,我們唔應該,我十分不同意,我非常不同意
7 Reason: because, since  因為,原因是  Elaboration: moreover, such as  再者,此外,除此之外,除此以外,並且,例如,好像是,譬如,還有 Condition : if  如果,假如,假若,若果 Argument-Markers Employed
8 Argument-Markers Employed Contrast : but, though, although, however, even, otherwise  但(但是),然而,雖然,即使,就算,儘管,盡管,無論如何,不然,否則,除非  Consequence : then, thus, so, therefore  然後,接著,所以,於是,因此,故此,因而
Domain-specific topics and associated keywords and text pattern Domain-specific keyword patterns is an efficient means to capture and examine the content focus of a discussion.  Based on concordanced listings of text patterns around high frequency keywords extracted from the notes posted in Knowledge Forum® (KF), a list of domain related keywords and word patterns categorized into several topic areas.  These are then used by VINCA to code the presence of these content topics for use in the later analysis and visualization.
For example, in a dataset chosen from KF which is related to ecology, energy and global warming.  The content topics and a brief description of the associated keywords and text patterns are listed as follows:

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Multiple Methods and Techniques in Analyzing Computer-Supported Collaborative Learning (CSCL) Data

  • 1. Use of VINCA for domain keywords and argumentative markers extraction Analysis processes
  • 2. Discourse markers related to argumentation and question Argumentative markers (van Boxtel, et al, 2000) can be used to identify some common speech acts associated with inquiry. It is expected that a higher concentration of argumentative markers is likely to indicate a stronger socio-metacognitive engagement and inquiry orientation in the discussion, and hence a higher probability for the discourse to be productive in terms of knowledge building.
  • 3.
  • 4. 4 Question-Markers Employed How 怎樣,如何 Why 為什麼,為甚麼,為何,怎麼,點解 What 什麼是,什麼算,甚麼是,甚麼算,是什麼,是甚麼,算什麼,算甚麼,有什麼,有甚麼,咩意思,怎樣才算是 Who(m) 何人,是誰 ,有咩人
  • 5. 5 Question-Markers Employed Confirmation (is there, are there, is this, are these…) 是不是,算不算,是否,算否,會不會,會否,有沒有,有否,好不好,有沒有,有否,好不好 Where 何處,那處,哪處,什麼地方,甚麼地方 When 何時,幾時,什麼時候,什麼時間,甚麼時候,甚麼時間 How much/many 幾多,多少,有多大
  • 6. 6 Argument-Markers Employed Claim : I think, I agree, we should 我認為,我想,我同意,我認同,我贊成,我贊同,我讚成,我讚同,我們應該,部份同意,部份認同, 我非常同意,我亦同意,我很同意 Disagreement : I don’t think, I didn't think, I do not think, I don’t agree, I do not agree, I didn't agree, we shouldn’t, we should not 我不認為,我不同意,我不認同,我不贊成,我不贊同,我不讚成,我不讚同,我們不應,我們不該,我唔認為,我唔同意,我唔認同,我唔贊成,我唔贊同, 我唔讚成,我唔讚同,我們唔應該,我十分不同意,我非常不同意
  • 7. 7 Reason: because, since 因為,原因是 Elaboration: moreover, such as 再者,此外,除此之外,除此以外,並且,例如,好像是,譬如,還有 Condition : if 如果,假如,假若,若果 Argument-Markers Employed
  • 8. 8 Argument-Markers Employed Contrast : but, though, although, however, even, otherwise 但(但是),然而,雖然,即使,就算,儘管,盡管,無論如何,不然,否則,除非 Consequence : then, thus, so, therefore 然後,接著,所以,於是,因此,故此,因而
  • 9. Domain-specific topics and associated keywords and text pattern Domain-specific keyword patterns is an efficient means to capture and examine the content focus of a discussion. Based on concordanced listings of text patterns around high frequency keywords extracted from the notes posted in Knowledge Forum® (KF), a list of domain related keywords and word patterns categorized into several topic areas. These are then used by VINCA to code the presence of these content topics for use in the later analysis and visualization.
  • 10. For example, in a dataset chosen from KF which is related to ecology, energy and global warming. The content topics and a brief description of the associated keywords and text patterns are listed as follows:

Editor's Notes

  1. Later we developed the markers into Chinese version.