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Original Articles

Assessing System Thinking Through Different Concept-Mapping Practices

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Pages 2147-2170 | Published online: 23 Aug 2012

References

  • Anderson , V. and Johnson , L. 1997 . Systems thinking basics: From concepts to causal loops , Waltham , MA : Pegasus Communications .
  • Anderson-Inman , L. and Zeitz , L. 1993 . Computer-based concept mapping: Active studying for active learners . Computing Teacher , 21 ( 1 ) : 6 – 11 .
  • Assaraf , O. B.-Z. and Orion , N. 2005 . Development of system thinking skills in the context of earth science system education . Journal of Research in Science Teaching , 42 ( 5 ) : 518 – 560 .
  • Assaraf , O. B.-Z. and Orion , N. 2010 . System thinking skills at the elementary school level . Journal of Research in Science Teaching , 47 ( 5 ) : 540 – 563 .
  • Boersma , K. , Waarlo , A. J. and Klaassen , K. 2011 . The feasibility of systems thinking in biology education . Journal of Biological Education , 45 ( 4 ) : 190 – 197 .
  • Boulter , C. J. and Buckley , B. C. 2000 . “ Constructing a typology of models for science education ” . In Developing models in science education , Edited by: Gilbert , J. K. and Boulter , C. J. 25 – 42 . Dordrecht : Kluwer .
  • Brewer , W. F. 1987 . “ Schemas versus mental models in human memory ” . In Modelling cognition , Edited by: Morris , P. 187 – 197 . Chichester : John Wiley and Sons .
  • Buckley , B. C. and Boulter , C. J. 2000 . “ Investigating the role of representations and expressed models in building mental models ” . In Developing models in science education , Edited by: Gilbert , J. K. and Boulter , C. J. 105 – 122 . Dordrecht : Kluwer .
  • Cohen , J. 1983 . Statistical power analysis for the behavioral sciences , New York : Academic Press .
  • Evagorou , M. , Kostas Korfiatis , K. , Nicolaou , C. and Constantinou , C. 2009 . An investigation of the potential of interactive simulations for developing system thinking skills in elementary school: A case study with fifth- and sixth-graders . International Journal of Science Education , 31 ( 5 ) : 655 – 674 .
  • Field , A. 2009 . Discovering statistics using SPSS , Los Angeles : Sage .
  • Frank , M. 2000 . Engineering systems thinking and systems thinking . Systems Engineering , 3 ( 2 ) : 63 – 168 .
  • Hannon , B. and Ruth , M. 2000 . Dynamic modeling , 2 , New York : Springer .
  • Hmelo-Silver , C. and Azevedo , R. 2006 . Understanding complex systems: Some core challenges . Journal of the Learning Sciences , 15 ( 1 ) : 53 – 61 .
  • Hogan , K. 2000 . Exploring a process view of students’ knowledge about the nature of science . Science Education , 84 ( 1 ) : 51 – 70 .
  • Homburg , C. and Baumgartner , H. 1995 . Beurteilung von Kausalmodellen: Bestandsaufnahme und Anwendungsempfehlungen [Evaluation of causal models: Survey and application recommendations] . Marketing—Zeitschrift für Forschung und Praxis , 17 ( 3 ) : 162 – 176 .
  • Hu , L.-T. and Bentler , P. M. 1999 . Cutoff criteria for fit indices in covariance structure analysis: Conventional criteria versus new alternatives . Structural Equation Modeling , 6 : 1 – 55 .
  • Jacobson , M. J. and Wilensky , U. 2006 . Complex systems in education: Scientific and educational importance and implications for the learning sciences . Journal of the Learning Sciences , 15 ( 1 ) : 11 – 34 .
  • Johnson-Laird , P. N. 2001 . Mental models and deduction . Trends in Cognitive Science , 5 : 434 – 442 .
  • Kintsch , E. 1990 . Macroprocesses and microprocesses in the development of summarization skill . Cognition and Instruction , 7 ( 3 ) : 161 – 195 .
  • McClure , J. R. , Sonak , B. and Suen , H. K. 1999 . Concept map assessment of classroom learning: Reliability, validity, and logistical practicality . Journal of Research in Science Teaching , 36 ( 4 ) : 475 – 492 .
  • Mintzes , J. J. , Wandersee , J. H. and Novak , J. D. 1998 . Teaching science for understanding: A human constructivist view , San Diego : Academic Press .
  • Muthén , L. K. and Muthén , B. O. 2007 . MPlus (Version 5.21) [Computer Software] , Los Angeles : Author .
  • Olkin , L. and Finn , J. D. 1995 . Correlations redux . Psychological Bulletin , 118 : 155 – 164 .
  • Paas , F. 1992 . Training strategies for attaining transfer of problem-solving skill in statistics: A cognitive-load approach . Journal of Educational Psychology , 84 : 429 – 434 .
  • Penner , D. E. 2000 . Explaining systems: Investigating middle school students’ understanding of emergent phenomena . Journal of Research in Science Teaching , 37 ( 8 ) : 784 – 806 .
  • Plate , R. 2010 . Assessing individuals’ understanding of nonlinear causal structures in complex systems . System Dynamics Review , 26 ( 1 ) : 19 – 33 .
  • Plotnick, E. (1997). Concept mapping: A graphical system for understanding the relationship between concepts. Retrieved January 19, 2012, from http://202.198.141.51/upload/soft/0-article/024/24033.pdf
  • Richmond , B. 1993 . Systems thinking: Critical thinking skills for the 1990s and beyond . System Dynamics Review , 9 ( 2 ) : 113 – 134 .
  • Riess , W. and Mischo , C. 2010 . Promoting systems thinking through biology lessons . International Journal of Science Education , 32 ( 6 ) : 705 – 725 .
  • Royer , R. and Royer , J. 2004 . Comparing hand drawn and computer generated concept mapping . Journal of Computers in Mathematics and Science Teaching , 23 ( 1 ) : 67 – 81 .
  • Ruiz-Primo, M.A. (2004). Examining concept maps as an assessment tool. Paper presented at the 1st International Conference on Concept Mapping, Pamplona, Spain.
  • Ruiz-Primo , M. A. and Shavelson , R. J. 1996 . Problems and issues in the use of concept maps in science assessment . Journal of Research in Science Teaching , 33 ( 6 ) : 569 – 600 .
  • Satorra, A., & Bentler, P.M. (1999). A scaled difference chi-square test statistic for moment structure analysis (UCLA Statistic Series, No. 260). Retrieved January 17, 2012, from http://preprints.stat.ucla.edu/260/A%20Scaled%20Difference%20Chi-square%20Test%20Statistic%20for%20Moment%20Structure%20Analysis.pdf
  • Seel , N. M. 2001 . Epistemology, situated cognition, and mental models: ‘Like a bridge over troubled water’ . Instructional Science , 29 : 403 – 427 .
  • Sommer , C. and Lücken , M. 2010 . System competence—Are elementary students able to deal with a biological system? . NorDiNa , 6 ( 2 ) : 125 – 143 .
  • Sterman , J. D. 2008 . Risk communication on climate: Mental models and mass balance . Science , 322 : 532 – 533 .
  • Sterman , J. D. 2010 . Does formal system dynamics training improve people's understanding of accumulation? . System Dynamics Review , 26 : 316 – 334 .
  • Ullman , J. B. 2001 . “ Structural equation modeling ” . In Using multivariate statistics (4th ed., pp. 653–771) , Edited by: Tabachnick , B. G. and Fidell , L. S. Needham Heights , MA : Allyn & Bacon .
  • Yin , Y. , Vanides , J. , Ruiz-Primo , M. A. , Ayala , C. C. and Shavelson , R. J. 2005 . Comparison of two concept-mapping techniques: Implications for scoring, interpretation, and use . Journal of Research in Science Teaching , 42 ( 2 ) : 166 – 184 .

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