Abstract
Mental models have been outlined as internal representations of concepts and ideas. They are memory structures that can be used to extrapolate beyond a surface understanding of presented information, to build deeper comprehension of a conceptual domain. Thus, these constructs align with the explicit objectives of science education; instructors want students to understand the underlying principles of scientific theories, to reason logically about those principles, and to be able to apply them in novel settings with new problem sets. In this chapter, I review cognitive and educational psychological research on mental models. Specific attention is given to factors that may facilitate students’ construction of mental models for scientific information. In addition, these factors are related directly to the use (and potential) of visualizations as educational methodologies. The chapter concludes with several challenges for future work on visualizations in science education.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Baddeley, A. D. (1992). Working memory. Science, 255, 556–559.
Baddeley, A. D. (2000). The episodic buffer: A new component of working memory? Trends in Cognitive Sciences, 4, 417–423.
Barsalou, L. W. (1999). Perceptual symbol systems. Behavioral and Brain Sciences, 22, 577–660.
Bower, G. H., & Morrow, D. G. (1990). Mental models in narrative comprehension. Science, 247, 44–48.
Brunye, T., Rapp, D.N., & Taylor, H.A. (2004). Building mental models of multimedia procedures: Implications for memory structure and content. To appear in Proceedings of the 26th Annual Meeting of the Cognitive Science Society.
Carey, S. (1985). Conceptual change in childhood. Cambridge, MA: Bradford.
Clark, R. E. (1994). Media will never influence learning. Educational Technology, Research, and Development, 4, 21–29.
Craik, F. I. M., & Lockhart, R. S. (1972). Levels of processing: A framework for memory research. Journal of Verbal Learning and Verbal Behavior, 11, 671–684.
Craik, F.I.M., & Tulving, E. (1975). Depth of processing and the retention of words in episodic memory. Journal of Experimental Psychology: General, 104, 268–294.
Craik, K. (1943). The nature of exploration. Cambridge, England: Cambridge University Press.
Cordova, D. I., & Lepper, M. R. (1996). Intrinsic motivation and the process of learning: Beneficial effects of contextualization, personalization, and choice. Journal of Educational Psychology, 88, 715–730.
de Vries, E. (2003). Educational technology and multimedia from a cognitive perspective: Knowledge from inside the computer, onto the screen, and into our heads? In H. van Oostendorp (Ed.), Cognition in a digital world (pp. 155–174). Hillsdale, NJ: Lawrence Erlbaum Associates.
Diakidoy, I. N., & Kendeou, P. (2001). Facilitating conceptual change in astronomy: A comparison of the effectiveness of two instructional approaches. Learning and Instruction, 11, 1–20.
diSessa, A. (1982). Unlearning Aristotelian physics: A study of knowledge-based learning. Cognitive Science, 6, 37–75.
Ferguson, E. L. & Hegarty, M. (1995). Learning with real machines or diagrams: Application of knowledge to real-world problems. Cognition and Instruction, 13, 129–160.
Franco, C., & Colinvaux, D. (2000). Grasping mental models. In J. K. Gilbert and C. J. Boulter (Eds.), Developing models in science education (pp. 93–118). Boston, MA: Kluwer Academic Publishers.
Franklin, N., and Tversky, B. (1990). Searching imagined environments. Journal of Experimental Psychology: General, 119, 63–76.
Gentner, D., & Stevens, A. L. (Eds.) (1983). Mental models. Hillsdale, NJ: Lawrence Erlbaum Associates.
Gernsbacher, M. A., Hallada, B. M., & Robertson, R. R. W. (1998). How automatically do readers infer fictional characters’ emotional states? Scientific Studies of Reading, 2, 271–300.
Guzzetti, B. J., Snyder, T. E., Glass, G. V., & Gamas, W. S. (1993). Promoting conceptual change in science: A comparative meta-analysis of instructional interventions from reading education and science education. Reading Research Quarterly, 28, 117–159.
Hannafin, M., Land, S., & Oliver, K. (1999). Open learning environments: Foundations, methods, and models. In C.M. Reigeluth (Ed.), Instructional-design theories and models: A new paradigm of instructional theory (Volume II, pp. 115–140). Hillsdale, NJ: Lawrence Erlbaum Associates.
Harp, S. F., & Mayer, R. E. (1998). How seductive details do their damage: A theory of cognitive interest in science learning. Journal of Educational Psychology, 90, 414–434.
Hegarty, M., Narayanan, N. H., & Freitas, P. (2002). Understanding machines from multimedia and hypermedia presentations. In J. Otero, J. A. Leon, & A. C. Graesser (Eds.), The psychology of science text comprehension (pp. 357–384). Hillsdale, NJ: Lawrence Erlbaum Associates.
Hirshman, D. L., & Bjork, R. A. (1988). The generation effect: Support for a two-factor theory. Journal of Experimental Psychology: Learning, Memory, and Cognition, 14, 484–494.
Hyde, T. S., & Jenkins, J. J. (1969). Differential effects of incidental tasks on the organization of recall of a list of highly associated words. Journal of Experimental Psychology, 82, 472–481.
Hynd, C., & Guzzetti, B. J. (1998). When knowledge contradicts intuition: Conceptual change. In C. Hynd (Ed.), Learning from text across conceptual domains (pp. 139–164). Mahwah, NJ: LEA.
Johnson, H. M., & Seifert, C. M. (1998). Updating accounts following a correction of misinformation. Journal of Experimental Psychology: Learning, Memory, and Cognition, 24, 1483–1494.
Johnson, H. M., & Seifert, C. M. (1999). Modifying mental representations: Comprehending corrections. In H. van Oostendorp & S. Goldman (Eds.), The construction of mental representations during reading (pp 303–318). Mahwah, NJ: Lawrence Erlbaum Associates.
Johnson-Laird, P. N. (1983). Mental models. Cambridge, MA: Harvard University Press.
Johnson-Laird, P. N., Legrenzi, P., & Girotto, V. (2004). How we detect logical inconsistencies. Current Directions in Psychological Science, 13, 41–45.
Jonassen, D. (1999). Designing constructivist learning environments. In C.M. Reigeluth (Ed.), Instructional-design theories and models: A new paradigm of instructional theory (Volume II, pp. 215–239). Hillsdale, NJ: Lawrence Erlbaum Associates.
Kahneman, D., & Tversky, A. (1982). The simulation heuristic. In D. Kahneman, P. Slovic, & A. Tversky (Eds.), Judgment under uncertainty: Heuristics and biases (pp. 201–208). New York: Cambridge University Press.
Kalyuga, S., Chandler, P., & Sweller, J. (1999). Managing split-attention and redundancy in multimedia instruction. Applied Cognitive Psychology, 13, 351–371.
Kendeou, P., Rapp, D. N., & van den Broek, P. (in press). The influence of readers’ prior knowledge on text comprehension and learning from text. In Progress in Education. Nova Science Publishers, Inc.
Kintsch, W. (1998). Comprehension: A paradigm for cognition. New York: Cambridge University Press.
Kirkby, K. C., Morin, P. J., Finley, F., Rapp, D. N., Kendeou, P., & Johnson, J. (2003). The role of stereo projection in developing an effective concluding earth science course. Poster presented at the annual meeting of the American Geophysical Union, San Francisco, California.
Kosslyn, S. M. (1994). Image and brain: The resolution of the imagery debate. Cambridge, MA: MIT Press.
Kounin, J. S., & Doyle, P. H. (1975). Degree of continuity of a lesson’s signal system and the task involvement of children. Journal of Educational Psychology, 67, 159–164. Lewis, E. L. & Linn, M. C. (1994). Heat energy and temperature concepts of adolescents, naïve adults, and experts: Implications for curricular improvements. Journal of Research in Science Teaching, 31, 657–677.
Loftus, E. F., Miller, D. G., & Burns, H. J. (1978). Semantic integration of verbal information into a visual memory. Journal of Experimental Psychology: Human Learning and Memory, 4, 19–31.
Loftus, E. F., & Palmer, J. C. (1974). Reconstruction of automobile destruction: An example of the interaction between language and memory. Journal of Verbal Learning and Verbal Behavior, 13, 585–589.
Mayer, R. E. (1996). Learners as information processors: Legacies and limitations of educational psychology’s second metaphor. Educational Psychologist, 31, 151–161.
Mayer, R. E. (2001). Multimedia learning. Cambridge, United Kingdom: Cambridge University Press.
Mayer, R. E., & Anderson, R. B. (1991). Animations need narrations: An experimental test of a dual-coding hypothesis. Journal of Educational Psychology, 83, 484–490.
Mayer, R. E., & Moreno, R. (1998). A split-attention effect in multimedia learning: Evidence for dual processing systems in working memory. Journal of Educational Psychology, 90, 1998, 312–320.
Mayer, R. E., Moreno, R., Boire, M., & Vagge, S. (1999). Maximizing constructivist learning from multimedia communications by minimizing cognitive load. Journal of Educational Psychology, 91, 638–643.
Mayer, R. E. & Sims, V. K. (1994). For whom is a picture worth a thousand words? Extensions of a dual-coding theory of multimedia learning. Journal of Educational Psychology, 86, 389–401.
McCloskey, M. (1983). Naive theories of motion. In D. Gentner & A. L. Stevens (Eds.), Mental models (pp. 299–324). Hillsdale, NJ: Lawrence Erlbaum Associates.
Morris, C. D., Bransford, J. D., & Franks, J. (1977). Levels of processing versus transfer appropriate processing. Journal of Verbal Learning and Verbal Behavior, 15, 519–533.
Morrow, D. G., Bower, G. H., & Greenspan, S. L. (1989). Updating situation models during narrative comprehension. Journal of Memory and Language, 28, 292–312.
Morrow, D. G., Greenspan, S. L., & Bower, G. H. (1987). Accessibility and situation models in narrative comprehension. Journal of Memory and Language, 26, 165–187.
Norman, D. A. (1983). Some observations on mental models. In D. Gentner & A. L. Stevens (Eds.), Mental models (pp. 7–14). Hillsdale, NJ: Lawrence Erlbaum Associates.
Norman, D. A. (1988). The design of everyday things. New York, NY: Doubleday.
Nussbaum, J., & Novak, J. D. (1976). An assessment of children’s concepts of the earth utilizing structured interviews. Science Education, 60, 535–555.
O’Brien, E. J., Rizzella, M. L., Albrecht, J. E., & Halleran, J. G. (1998). Updating a situation model: A memory-based text processing view. Journal of Experimental Psychology: Learning, Memory, and Cognition, 24, 1200–1210.
Osborne, R., & Freyberg, P. (1985). Learning in science: The implications of children’s science. Hong Kong: Heinemann.
Paivio, A. (1969). Mental imagery in associative learning and memory. Psychological Review, 76, 241–263.
Paivio, A. (1971). Imagery and verbal processes. New York: Holt, Rinehart & Winston.
Phillips, P. (1997). The developer’s handbook to interactive multimedia. London: Kogan Page.
Pylyshyn, Z. (2002). Mental imagery: In search of a theory. Behavioral and Brain Sciences, 25, 157–238.
Rapp, D. N., & Gerrig, R. J. (2002). Readers’ reality-driven and plot-driven analyses in narrative comprehension. Memory & Cognition, 30, 779–788.
Rapp, D. N., Gerrig, R. J., & Prentice, D. A. (2001). Readers’ trait-based models of characters in narrative comprehension. Journal of Memory and Language, 45, 737–750.
Rapp, D. N., & Kendeou, P. (2004). First impressions: Updating readers’ models of characters in narrative comprehension. Paper presented at the 67th annual meeting of the Midwestern Psychological Association, Chicago, Illinois.
Rapp, D.N., & Kendeou, P. (2003). Visualizations and mental models-The educational implications of GEOWALL. Invited paper at the American Geophysical Union Fall Meeting, San Francisco, California.
Rapp, D. N., Taylor, H. A., & Crane, G. R. (2003). The impact of digital libraries on cognitive processes: Psychological issues of hypermedia. Computers in Human Behavior, 19, 609–628.
Renshaw, C. E., Taylor, H. A., & Reynolds, C. H. (1998). Impact of computer-assisted instruction in hydrogeology on critical-thinking skills. Journal of Geoscience Education, 46, 274–279.
Ryan, R. M., & Deci, E. L. (2000). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25, 54–67.
Schank, R. C., Berman, T. R., & Macpherson, K. A. (1999). Learning by doing. In C.M. Reigeluth (Ed.), Instructional-design theories and models: A new paradigm of instructional theory (Volume II, pp. 161–181). Hillsdale, NJ: Lawrence Erlbaum Associates.
Scaife, M., and Rogers, Y. (1996). External cognition: How do graphical representations work? International Journal of Human-Computer Studies, 45, 185–213.
Slamecka, N. J., & Graf, P. (1978). The generation effect: Delineation of a phenomenon. Journal of Experimental Psychology: Human Learning and Memory, 4, 592–604.
Taylor, H. A., Renshaw, C. E., & Jensen, M. D. (1997). Effects of computer-based role-playing on decision making skills. Journal of Educational Computing Research, 17, 147–164.
Tufte, E. R. (2001). The visual display of quantitative information. (2nd ed.). Cheshire, CT: Graphics Press.
Tversky, B. (1993). Cognitive maps, cognitive collages, and spatial mental models. In A. U. Frank and I. Campari (Eds.), Spatial information theory: A theoretical basis for GIS (pp. 14–24). Berlin: Springer-Verlag.
Tversky, B. (in press). Mental models. In A. E. Kazdin (Ed.), Encyclopedia of Psychology. Washington, DC: APA Press.
Tversky, B., Morrison, J. B., & Betrancourt, M. (2002). Animation: Can it facilitate? International Journal of Human-Computer Studies, 57, 247–262.
Tulving, E. (1972). Episodic and semantic memory. In E. Tulving & W. Donaldson (Eds.), Organization of memory (pp. 381–403). New York: Academic Press.
Tulving, E. (1983). Elements of episodic memory. New York: Oxford University Press.
van den Broek, P. (1988). The effects of causal relations and hierarchical position on the importance of story statements. Journal of Memory and Language, 27, 1–22.
van den Broek, P., Risden, K., & Husebye-Hartmann, E. (1995). The role of reader’s standards of coherence in the generation of inferences during reading. In E. P. Lorch & E. J. O’Brien (Eds.), Sources of coherence in reading (pp. 353–374). Hillsdale, NJ: ELA.
van den Broek, P., & Trabasso, T. (1986). Causal networks versus goal hierarchies in summarizing text. Discourse Processes, 9, 1–15.
van Dijk, T.A., & Kintsch, W. (1983). Strategies of discourse comprehension. New York, NY: Academic Press, Inc.
van Oostendorp, H., & Bonebakker, C. (1999). Difficulties in updating mental representations during reading news reports. In H. van Oostendorp & S. Goldman (Eds.), The construction of mental representations during reading (pp. 319–339). Mahwah, NJ: Lawrence Erlbaum Associates.
Vosniadou, S. (2003). Exploring the relationships between conceptual change and intentional learning. In G. M. Sinatra & P. R. Printrich (Eds.), Intentional conceptual change (pp. 377–406). Mahwah, NJ: LEA.
Vosniadou, S., & Brewer, W. F. (1992). Mental models of the earth: A study of conceptual change in childhood. Cognitive Psychology, 24, 535–585.
Vosniadou, S., & Brewer, W. F. (1994). Mental models of the day/night cycle. Cognitive Science, 18, 123–183.
Wagner, E. D. (1997). Interactivity: From Agents to Outcomes. New Directions for Teaching and Learning, 71, 19–26.
Zwaan, R. A. (1996). Processing narrative time shifts. Journal of Experimental Psychology: Learning, Memory, and Cognition, 22, 1196–1207.
Zwaan, R. A., Magliano, J. P., & Graesser, A. C. (1995). Dimensions of situation model construction in narrative comprehension. Journal of Experimental Psychology: Learning, Memory, and Cognition, 21, 386–397.
Zwaan, R. A., & Radvansky, G. A. (1998). Situation models in language comprehension and memory. Psychological Bulletin, 123, 162–185.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer
About this chapter
Cite this chapter
Rapp, D.N. (2005). Mental Models: Theoretical Issues for Visualizations in Science Education. In: Gilbert, J.K. (eds) Visualization in Science Education. Models and Modeling in Science Education, vol 1. Springer, Dordrecht. https://doi.org/10.1007/1-4020-3613-2_4
Download citation
DOI: https://doi.org/10.1007/1-4020-3613-2_4
Publisher Name: Springer, Dordrecht
Print ISBN: 978-1-4020-3612-5
Online ISBN: 978-1-4020-3613-2
eBook Packages: Humanities, Social Sciences and LawEducation (R0)