Abstract
Educational transfer occurs when knowledge, acquired in a specific context or for one purpose, is used in a different context or for a different purpose. There are the obvious cases of transfer, for example, the transfer of knowledge learned in a school classroom to the running of a business. However, many less obvious instances of transfer involve the productive utilization (applicatioĊ) of knowledge in doing substantial cognitive tasks, since these tasks are not likely to duplicate exactly the conditions under which the pertinent knowledge was acquired (cf. Voss 1978). In complex professional domains such as medicine, two kinds of failures of transfer and knowledge application have often been identified. One involves the demonstration of erratic clinical competence from one instance of knowledge application to another. That is, practitioners may handle certain clinical cases quite well while performing poorly on others (e.g., Barrows et al. 1978; Elstein et al. 1978). The second is the difficulty that individuals appear to have in applying conceptual knowledge from pertinent basic sciences to clinical problem solving tasks (e.g., Lesgold et al. 1988; Myers et al. 1990; Patel et al. 1989; Patel et al. 1991 ).
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
Anderson J.R. and Reder L.M. (1979). An elaborative processing explanation of depth of processing. In Cermak L.S. and Craik F.I.M. (eds.),Levels of Processing in Human Memory. Hillsdale, NJ: Lawrence Erlbaum Associates.
Anderson R.C. and Pichert J.W. (1978). Recall of previously unrecallable information following a shift in perspective. Journal of Verbal Learning and Verbal Behavior, 17, 1â12.
Barclay J.R., Bransford J.D., Franks J.J., McCarrell N.S., and Nitsch K. (1974). Comprehension and cognitive flexibility. Journal of Verbal Learning and Verbal Behavior, 13, 471â481.
Barrows H.S. (1983). Problem-based, self-directed learning. JAMA, 250, 3077â3080.
Barrows H.S., Feightner J.W., Neufeld V.R., and Norman G.R. (1978). Analysis of the clinical methods of medical students and physicians. Final report, Ontario Department of Health grants (ODH-PR-273 and ODH-DM-226). Hamilton, Ontario, Canada: MacMaster University.
Barrows H.S. and Feltovich P.J. (1987). The clinical reasoning process. Medical Education,21(2),86â91.
Barrows H.S. and Tamblyn R.M. (1980). Problem-Based Learning: An Approach To Medical Education. New York, NY: Springer Verlag.
Bordage G. and Lemieux M. (1991). Semantic structures and diagnostic thinking of experts and novices. Academic Medicine, 66(9), S70 - S72.
Bordage G. and Zacks R. (1984). The structure of medical knowledge in the memories of medical students and general practitioners: Categories and prototypes. Medical Education, 18, 406â416.
Bousfield W.A. (1953). The occurrence of clustering in the recall of randomly arranged associates. Journal of General Psychology, 49, 229â240.
Bransford J.D., Stein B.S., Shelton T.S., and Owings R.A. (1982). Cognition and adaptation: The importance of learning to learn. In Harvey J. (ed.), Cognition, Social Behavior, and the Environment. Hillsdale, NJ: Lawrence Erlbaum Associates.
Bransford J.D., Franks J.J., Vye N.J., and Sherwood R.D. (1989). New approaches to instruction: Because wisdom canât be told. In Vosniadou S. and Ortony A. (eds.), Similarity and Analogical Reasoning. Cambridge, UK: Cambridge University Press.
Brown A.L. (1989). Analogical learning and transfer: What develops? In Vosniadou S. and Ortony A. (eds.), Similarity and Analogical Reasoning. Cambridge, UK: Cambridge University Press.
Chi M.T.H., Bassok M., Lewis R., Reimann P., and Glaser R. (1989). Self-explanation: How students study and use examples in learning to solve problems. Cognitive Science, 13, 145â182.
Chi M.T.H., Feltovich P.J., and Glaser R. (1981). Categorization and representation of physics problems by experts and novices, Cognitive Science, 5, 121â152.
Clancey W.J. (1983). The epistomolgy of a rule-based expert system: A framework for explanation. Artificial Intelligence,20(3),215â252.
Collins A. and Burstein M. (1989). Afterword: A framework for a theory of comparison and structure mapping. In Vosniadou S. and Ortony A. (eds.), Similarity and Analogical Reasoning. Cambridge, UK: Cambridge University Press.
Colliver J.A., Vu N.V., Markwell S.J., and Verhulst S.J. (1991). Reliability and efficiency of components of clinical competence assessed with five performance-based examinations using standardized patients. Medical Education, 25, 303â310.
Coulson R.L., Feltovich P.J., and Spiro R.L. (1989). Foundations of a misunderstanding of the ultrastructural basis of myocardial failure: A reciprocation network of oversimplifications. The Journal of Medicine and Philosophy, 14, 109â146.
Dawson-Saunders B.K., Feltovich P.J., Steward D.E., Wingrove S., and Feltovich J. (1989). Patient management decision making in ambulatory care. Paper presented at the annual conference of the American Educational Research Association, San Francisco, CA.
Dawson-Saunders B.K., Feltovich P.J., Coulson R.L., and Steward D. (1990). A survey to identify basic biomedical concepts medical students should understand. Academic Medicine, 65(7), 448â454.
Dember W.N. (1991). Cognition, motivation, and emotion: Ideology revisited. In Hoffman R.R. and Palermo D. (eds.), Cognition and the Symbolic Processes. Hillsdale, NJ: Lawrence Erlbaum Associates.
Elstein A.S., Shulman L.S., and Sprafka S.A. (1978). Medical Problem Solving. Cambridge, MA: Harvard University Press.
Feltovich P.J. and Barrows H.S. (1984). Issues of generality in medical problem solving. In Schmidt H.G. and Devolder M.L. (eds.), Tutorials in Problem-Based Learning. Assen, The Netherlands: Van Gorcum.
Feltovich P.J., Johnson P.E., Moller J.H., and Swanson D.B. (1984). LCS: The role and development of medical knowledge in diagnostic expertise. In Clancey W.J. and Shortliffe E.H. (eds.) Readings in Medical Artificial Intelligence: The First Decade. Reading, MA: Addison Wesley.
Feltovich P.J., Spiro R.J., and Coulson R.L. (1989). The nature of conceptual understanding in biomedicine: The deep structure of complex ideas and the development of misconceptions. In Evans D.A. and Patel V.L. (eds.) Cognitive Science in Medicine: Biomedical Modeling. Cambridge, MA: MIT (Bradford) Press.
Feltovich P.J., Spiro R.J., and Coulson R.L. (In Press). Learning, teaching and testing for complex conceptual understanding. In Fredericksen N., Mislevy R., and Be-jar I. (eds.), Test Theory for a New Generation of Tests. Hillsdale, NJ: Lawrence Erlbaum Associates.
Gates A.I. (1917). Recitation as a factor in memorizing. Archives of Psychology, 40.
Gick M.L. and Holyoak K.J. (1980). Analological problem solving. Cognitive Psychology, 12, 306â355.
Hayes J.R. and Simon H.A. (1976). The understanding process: Problem isomorphs. Cognitive Psychology, 8, 165â190.
Hyde T.S. and Jenkins J.J. (1969). Differential effects of incidental tasks on the organization of recall in a list of highly associated words. Journal of Experimental Psychology, 82472â481.
Jacobson M.J. and Spiro R.J. (1991). A Framework for the Contextual Analysis of Computer-Enhanced Learning Environments. Manuscript.
Jenkins J.J. (1969). Four points to remember: A tetrahedral model of memory experiments. In Cermak L.S. and Craik F.I.M. (eds.) Levels of Processing in Human Memory. Hillsdale, NJ: Lawrence Erlbaum Associates.
Jenkins J.J. (1974). Remember that old theory of memory? Well, forget. it! American Psychologist, 29, 785â795.
Lesgold A.M., Rubinson H., Feltovich P.J., Glaser R., Klopfer D., and Wang Y. (1988). Expertise in a complex skill: Diagnosing x-ray pictures. In Chi M.T.H., Glaser R., and Farr M.J. (eds.), The Nature of Expertise. Hillsdale, NJ: Lawrence Erlbaum Associates.
Markman E.M. (1981). Comprehension monitoring. In Dickson W.P. (ed.), Childrensâ Oral Communication Skills. New York: Academic Press.
Minsky M. (1991). Logical versus analogical or symbolic versus connectionistic or neat versus scruffy. AI Magazine, 12(2), 34â51.
Myers A., Feltovich P.J., Coulson R.L., Adami J.F., and Spiro R.J. (1990). Reductive biases in the reasoning of medical students: An investigation in the domain of acid-base balance. In Bender B., Scherbier A.J.J.A., and Zwierstra R.P. (eds.), Teaching and Assessing Clinical Competence. Groningen, The Netherlands: BoekWerk Publications.
Norman G.R., Tugwell P., and Feightner J.W. (1982). A comparison of resident performance on real and simulated patients. Journal of Medical Education, 57, 708â715.
Norman D. A. (1977). Notes toward a theory of complex learning. In Les-gold A.M., Pellegrino J.W., Fokkema S.D., and Glaser R. (eds.), Cognitive Psychology and Instruction. New York, NY: Plenum Press (NATO Conference Series).
Patel V.L., Evans D.A., and Groen G.J. (1989). Biomedical knowledge and clinical reasoning. In Evans D.A. and Patel V.L. (eds.) Cognitive Science in Medicine: Biomedical Modeling. Cambridge, MA: MIT (Bradford) Press.
Patel V.L., Kaufman D.R., and Magder S. (1991). Causal explanation of complex physiological concepts by medical students. International Journal of Science Education, 13(2), 171â185.
Prietula M., Feltovich P.J., and Marchak F. (1989). A heuristic framework for assessing factors influencing knowledge acquisition. In Blanning B. and King D. (eds.) Proceedings of the 22nd Hawaii Conference on System Sciences, Vol. III: Decision Support and Knowledge-based Systems. IEEE Press.
Roach E. and Mervis C.B. (1975). Family resemblances: Studies in the the internal structure of categories. Cognitive Psychology,7, 573â605.
Schmidt H.G., Norman G.R., and Boshuizen H.P.A. (1990). A cognitive perspective on medical expertise: Theory and implications. Academic Medicine, 65(10), 611â621.
Schoen D.A. (1983). The Reflective Practitioner. New York, NY: Basic Books.
Spiro R.J., Coulson R.L., Feltovich P.J., and Anderson D.K. (1988). Cognitive flexibility theory: Advanced knowledge acquisition in ill-structured domains. In Tenth Annual Conference of the Cognitive Science Society. Hillsdale, NJ: Lawrence Erlbaum Associates.
Spiro R.J., Feltovich P.J., Coulson R.L., and Anderson D.K. (1989). Multiple analogies for complex concepts: Antidotes for analogy-based misconception in advanced knowledge acquisition. In Vosniadou A. and Ortony A. (eds.), Similarity and Analytical Reasoning. Cambridge, UK: Cambridge University Press.
Spiro R.J., Feltovich P.J., Jacobson M. and Coulson R.L. (1991). Cognitive flexibility, constructivism, and hypertext: Advanced knowledge acqusition in ill-structured domains. Educational Technology, 31(9), 22â25.
Spiro R.J. and Jehng J.C. (1990). Random access instruction: Theory and technology for the nonlinear and multidimensional traversal of complex subject matter. In Nix D. and Spiro R.J. (eds.) Cognition, Educationand Multimedia: Exploring Ideas in High Technology. Hillsdale, NJ: Lawrence Erlbaum Associates.
Spiro R.J., Vispoel W., Schmitz J., Samarapungavan A., and Boerger A. (1987). Knowledge acquisition for application: Cognitive flexibility and transfer in complex content domains. In Britton B.C. (ed.), Executive Control Processes. Hillsdale, NJ: Lawrence Erlbaum Associates.
Thorndike E.L. (1913). Educational Psychology (Vol. 2): The Psychology of Learning. New York, NY: Teachers College, Columbia University.
Tulving.E. (1962). Subjective organization in the free recall of unrelated words. Psychological Review, 69, 344â354.
van der Vleuten C.F.M. and Swanson D.B. (1990). Assessment of clinical skills with standardized patients. Teaching and Learning in Medicine, 2(2), 58â76.
Voss J.F. (1978). Cognition and instruction: Toward a cognitive theory of learning. In Lesgold A.M., Pellegrino J.W., Fokkema S.D. and Glaser R. (eds.) Cognitive Psychology and Instruction. New York, NY: Plenum Press (NATO Conference Series).
Vu N.V. (1989). Identification and diagnosis of clinical reasoning problems. Final grant report to the National Fund for Medical Education.
Vu N.V. and Lee P. (1987). Characterizing entering first-year medical studentsâ problem-solving performance and deficiencies: An attempt at diagnostic evaluation. In Hart I. and Herndon R.K. (eds.) Further Developments in Assessing Clinical Competence. Montreal, Quebec: Can-Heal Publications, Inc.
West D.M. and âDavis L.E. (1991). The computational metaphor and artificial intelligence: A reflective examination of a theoretical falsework. AI Magazine, 12(1), 64â78.
Wittgenstein L. (1953). Philosophical Investigations. New York, NY: Macmillan.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
Âİ 1992 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Feltovich, P.J., Coulson, R.L., Spiro, R.J., Dawson-Saunders, B.K. (1992). Knowledge Application and Transfer for Complex Tasks in Ill-Structured Domains: Implications for Instruction and Testing in Biomedicine. In: Evans, D.A., Patel, V.L. (eds) Advanced Models of Cognition for Medical Training and Practice. NATO ASI Series, vol 97. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-02833-9_12
Download citation
DOI: https://doi.org/10.1007/978-3-662-02833-9_12
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-08144-6
Online ISBN: 978-3-662-02833-9
eBook Packages: Springer Book Archive