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Issue No.03 - July-Sept. (2013 vol.6)
pp: 197-207
T. Dragon , CeLTech, Saarland Univ., Saarbrucken, Germany
M. Mavrikis , London Knowledge Lab., Univ. of London, London, UK
B. M. McLaren , CeLTech, Saarland Univ., Saarbrucken, Germany
A. Harrer , Carnegie Mellon Univ., Pittsburgh, PA, USA
C. Kynigos , Educ. Technol. Lab., Nat. & Kapodistrian Univ. of Athens, Athens, Greece
R. Wegerif , Univ. of Exeter, Exeter, UK
Yang Yang , Univ. of Exeter, Exeter, UK
This paper presents Metafora, both a platform for integrated tools as well as an emerging pedagogy for supporting Learning to Learn Together in science and mathematics education. Our goal is to design technology that brings education to a higher level; a level where students not only learn subject matter, but also gain a set of critical skills needed to engage in and self-regulate collaborative learning experiences in science and math education. To achieve this goal, we need to understand how educational technology can bring students' attention to, and promote these higher level skills. We first discuss the core skills that students need as they learn to learn together. We then present a platform and pedagogy to support the acquisition of the critical skills. Finally, we present an example use of our system based on results from pilot studies. This example demonstrates interaction with the platform to highlight potential benefits and limitations of our approach to promoting the associated skills.
Planning, Reflection, Context, Mathematics, Collaboration, Collaborative work, Software,peer tutoring, Planning, Reflection, Context, Mathematics, Collaboration, Collaborative work, Software, learning objects, Learning via discovery, educational simulations, social learning techniques, collaborative learning tools, knowledge sharing
T. Dragon, M. Mavrikis, B. M. McLaren, A. Harrer, C. Kynigos, R. Wegerif, Yang Yang, "Metafora: A Web-Based Platform for Learning to Learn Together in Science and Mathematics", IEEE Transactions on Learning Technologies, vol.6, no. 3, pp. 197-207, July-Sept. 2013, doi:10.1109/TLT.2013.4
[1] M. James, "Learning How to Learn, in Classrooms, Schools and Networks," Research Papers in Education, vol. 21, no. 2, pp. 101-234, 2006.
[2] T. de Jong and W.R. van Joolingen, "Scientific Discovery Learning with Computer Simulations of Conceptual Domains," Rev. Educational Research, vol. 68, pp. 179-201, 1998.
[3] L. Healy and C. Kynigos, "Charting the Microworld Territory over Time: Design and Construction in Learning, Teaching and Developing Mathematics," ZDM Int'l J. Math. Education, vol. 42, pp. 63-76, 2010.
[4] M. Linn, D. Clark, and J. Slotta, "Wise Design for Knowledge Integration," Science Education, vol. 87, no. 4, pp. 517-538, 2003.
[5] T. Dragon, B. Woolf, D. Marshall, and T. Murray, "Coaching within a Domain Independent Inquiry Environment," Proc. Eighth Int'l Conf. Intelligent Tutoring Systems (ITS '06), 2006.
[6] A. Anastopoulou, M. Sharples, S. Ainsworth, C. Crook, C. O'Malley, and M. Wright, "Creating Personal Meaning Through Technology-Supported Science Learning across Formal and Informal Settings," Int'l J. Science Education, vol. 34, no. 2, pp. 251-273, 2012.
[7] R. Geier, P.C. Blumenfeld, R.W. Marx, J.S. Krajcik, B. Fishman, and E. Soloway, "Standardized Test Outcomes for Students Engaged in Inquiry-Based Science Curricula in the Context of Urban Reform," J. Research in Science Teaching, vol. 45, no. 8, pp. 922-939, 2008.
[8] P.R. Pintrich, "A Motivational Science Perspective on the Role of Student Motivation in Learning and Teaching Contexts," J. Educational Psychology, vol. 95, no. 4, pp. 887-686, 2003.
[9] G. Stahl, Studying Virtual Math Teams. Springer, 2009.
[10] G. Stahl, T. Koschmann, and D. Suthers, "Computer-Supported Collaborative Learning: An Historical Perspective," Cambridge Handbook of the Learning Sciences, R.K. Sawyer, ed., pp. 409-426, Cambridge Univ. Press, 2006.
[11] M. Scardamalia and C. Bereiter, "Knowledge Building: Theory, Pedagogy, and Technology," Cambridge Handbook of the Learning Sciences, K. Sawyer, ed., pp. 97-118, Cambridge Univ. Press, 2006.
[12] M. Scardamalia, J. Bransford, B. Kozma, and E. Quellmalz, "New Assessments and Environments for Knowledge Building," Assessment and Teaching of 21st Century Skills, ATC21S, /, 2011.
[13] Y. Li et al., "Emergent Leadership in Children's Discussion Groups," Cognition and Instruction, vol. 25, no. 1, pp. 75-111, 2007.
[14] J. Gressick and S.J. Derry, "Distributed Leadership in CSCL Groups," Int'l J. Computer-Supported Collaborative Learning, vol. 5, no. 2, pp. 211-236, 2010.
[15] R. Higham, R. Freathy, and R. Wegerif, "Developing Responsible Leadership through a 'Pedagogy of Challenge': An Investigation into the Impact of Leadership Education on Teenagers," School Leadership and Management, vol. 30, no. 5, pp. 419-434, 2010.
[16] S. Nelson-Le Gall, "Necessary and Unnecessary Help Seeking in Children," J. Genetic Psychology, vol. 148, pp. 53-62, 1987.
[17] S.A. Karabenick, Strategic Help Seeking Implications for Learning and Teaching. Lawrence Erlbaum Assoc., 1988.
[18] R.S. Newman, "Adaptive Help Seeking: A Strategy of Self-Regulated Learning," Self-Regulation of Learning and Performance: Issues and Educational Applications, D.H. Schunk and B.J. Zimmerman, eds., pp. 283-301. Erlbaum, 1994.
[19] R.S. Newman, "Social Influences on the Development of Children's Adaptive Help Seeking: The Role of Parents, Teachers, and Peers," Developmental Rev., vol. 20, pp. 350-404, 2000.
[20] E.A. Kyza and D.C. Edelson, "Reflective Inquiry: What It Is and How Can Software Scaffolds Help," Proc. Ann. Meeting of the Am. Educational Research Assoc., 2003.
[21] S. Papert and I. Harel, Constructionism. Ablex, 1991.
[22] J. Van Merrienboer, Ten S.gif to Complex Learning, J.G. Van Merriënboer, and P.A. Kirschner, eds. Lawrence Erlbaum, 2007.
[23] M. Resnick, "Distributed Constructionism," Proc. Int'l Conf. Learning Sciences, 1996.
[24] R. Noss and C. Hoyles, Windows on Mathematical Meanings: Learning Cultures and Computers. Kluwer, 1996.
[25] P.W. Thompson, "Mathematical Microworlds and Intelligent Computer-Assisted Instruction," Artificial Intelligence and Instruction: Applications and Methods, pp. 83-109. Addison-Wesley Longman, 1987.
[26] M. Mühlpfordt and M. Wessner, "The Integration of Dual-Interaction Spaces," Studying Virtual Math Teams, G. Stahl, ed., ch. 15, pp. 281-293. Springer, 2009.
[27] F. Loll, N. Pinkwart, O. Scheuer, and B.M. McLaren, "How Tough Should It Be? Simplifying the Development of Argumentation Systems Using a Configurable Platform," Educational Technologies for Teaching Argumentation Skills, N. Pinkwart and B.M. McLaren, eds. Bentham Science, 2012.
[28] O. Scheuer, F. Loll, N. Pinkwart, and B.M. McLaren, "Computer-Supported Argumentation: A Review of the State of the Art," Int'l J. Computer-Supported Collaborative Learning, vol. 5, no. 1, 43-102, 2010.
[29] M. Mavrikis, R. Noss, C. Hoyles, and E. Geraniou, "Sowing the Seeds of Algebraic Generalization: Designing Epistemic Affordances for an Intelligent Microworld," J. Computer Assisted Learning, vol. 29, no. 1, pp. 68-85, 2013.
[30] T. Dragon, B.M. McLaren, M. Mavrikis, and E. Geraniou, "Scaffolding Collaborative Learning Opportunities: Integrating Microworld Use and Argumentation," Proc. Advances in User Modeling: Selected Papers from UMAP Workshops, pp. 18-30, 2000.
[31] Z. Smyrnaiou, F. Moustaki, and C. Kynigos, "Students' Constructionist Game Modelling Activities as Part of Inquiry Learning Processes," Proc. Electronic J. E-Learning, Special Issue on Games-Based Learning Conf., 2012.
[32] A. DiSessa, Changing Minds, Computers, Learning and Literacy. MIT Press, 2000.
[33] A. Harrer, A. Martinez-Mones, and A. Dimitracopoulou, "Users' Data: Collaborative and Social Analysis," Technology-Enhanced Learning—Principles and Products, N. Balacheff, S. Ludvigsen, T. de Jong, A. Lazonder, and S. Barnes, eds., pp. 175-193. Springer, 2009.
[34] A. Harrer, S. Zeini, G. Kahrimanis, N. Avouris, J.A. Marcos, A. Martínez-Mones, A. Meier, N. Rummel, and H. Spada, "Towards a Flexible Model for Computer-Based Analysis and Visualization of Collaborative Learning Activities," Proc. Mice, Minds, and Soc.—The Computer Supported Collaborative Learning Conf. (CSCL), 2007.
[35] R. Wegerif, Y. Yang, M. De Laat, M. Pifarre, N. Yiannoutsou, F. Moustaki, Z. Smyrnaiou, M. Daskolia, M. Mavrikis, E. Geraniou, and R. Abdu, "Developing a Planning and Reflection Tool to Support Learning to Learn Together (L2L2)," Proc. IST-Africa Conf., 2012.
[36] Z. Smyrnaiou, F. Moustaki, and C. Kynigos, "Students' Constructionist Game Modelling Activities as Part of Inquiry Learning Processes," Electronic J. E-Learning, Special Issue on Games-Based Learning, vol. 10, no. 2, pp. 235-248, 2012.
[37] C. Lynch, K.D. Ashley, N. Pinkwart, and V. Aleven, "Concepts, Structures, and Goals: Redefining Ill-Definedness," Int'l J. Artificial Intelligence in Education, vol. 19, no. 3. pp. 253-266, 2009.
[38] M. Mavrikis, S. Gutierrez-Santos, E. Geraniou, and R. Noss, "Design Requirements, Student Perception Indicators, and Validation Metrics for Intelligent Exploratory Learning Environments," J. Personal and Ubiquitous Computing, May 2012.
[39] S. Gutierrez-Santos, E. Geraniou, D. Pearce-Lazard, and A. Poulovassilis, "The Design of Teacher Assistance Tools in an Exploratory Learning Environment for Algebraic Generalisation," IEEE Trans. Learning Technologies, vol. 5, no. 4, pp. 366-376, Oct.-Dec. 2012.
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