Abstract
This study examined epistemic metacognition as a reflective activity about knowledge and knowing in the context of online information searching on the Web, and whether it was related to prior knowledge on the topic, study approach, and domain-specific beliefs about science. In addition, we investigated whether Internet-based learning was influenced by epistemic metacognition and the individual differences examined. Seventy 8th grade students were interviewed retrospectively after searching for online information about the scientifically controversial topic of dinosaur extinction. Both qualitative and quantitative analyses were performed. Findings showed that participants expressed reflections about the simplicity/complexity, certainty/uncertainty, source, and justification of knowledge at different levels of sophistication, according to three patterns of epistemic metacognition. Prior knowledge was not related to epistemic metacognition in the search context, while study approach and epistemic beliefs about science were associated significantly, although modestly, with aspects of online knowledge evaluation. Moreover, findings revealed that Internet-based learning was influenced by overall science-related epistemic beliefs. Learning from Internet sources was also affected by study approach and epistemic reflections about the justification of online knowledge, as well as by the interaction between beliefs about the justification of scientific knowledge and beliefs about the justification of the knowledge accessed concerning the topic.
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Notes
In the literature, the constructs of approach to learning and approach to studying are used in an interchangeable way to refer to how students’ perform various school tasks and activities. The boundaries of the study activity are indeed fuzzy (Winne & Hadwin, 1998). In this paper we use the construct study approach as the students’ task was to learn more on the topic by searching, reading, and synthesizing information provided by Web pages. These activities are among the features that distinguish studying from the subsuming category of learning activities (Winne & Hadwin, 1998).
In the epistemological beliefs literature, terms such as “sophisticated” and “naïve” or “more advanced” and “less advanced” are used. We retain them for reasons of clarity and not to attribute any unfortunate connotation to the terms. In accordance with Schommer-Aikins (2002), we think that what differentiates an advanced epistemological thinker from a less advanced one is, for example, that the belief in certain and simple knowledge is predominant in the latter and the exception in the former.
References
Alexander, P. A., Kulikowich, J. M., & Schulze, S. K. (1994). The influence of topic knowledge, domain knowledge, and interest on the comprehension of scientific exposition. Learning and Individual Differences, 6, 379–397.
Bell, P., & Linn, M. (2002). Beliefs about science: How does science instruction contribute? In B. Hofer & P. R. Pintrich (Eds.), Personal epistemology. The psychology of beliefs about knowledge and knowing (pp. 321–346). Mahwah: Lawrence Erlbaum Associates.
Biggs, J. (1979). Individual differences in study processes and the quality of learning outcomes. Higher Education, 8, 381–394.
Brand-Gruwel, S., Wopereis, I., & Vermetten, Y. (2005). Information problem solving by experts and novices: Analysis of a complex cognitive skill. Computers in Human Behavior, 21, 487–508.
Bråten, I. (2008). Personal epistemology, understanding of multiple texts, and learning within Internet technologies. In M. S. Khine (Ed.), Knowing, knowledge and beliefs: Epistemological studies across diverse cultures (pp. 377–404). New York: Springer.
Bråten, I., & Strømsø, H. I. (2006). Epistemological beliefs, interest, and gender as predictors of Internet-based learning activities. Computers in Human Behavior, 22, 1027–1042.
Bråten, I., Strømsø, H. I., & Samuelstuen, M. S. (2005). The relationship between Internet-specific epistemological beliefs and learning within Internet technologies. Journal of Educational Computing Research, 33, 141–171.
Brem, S. K., Russell, J., & Weems, L. (2001). Science on the Web: Student evaluations of scientific arguments. Discourse Processes, 32, 191–213.
Bromme, R., Pieschle, S., & Stahl, E. (2009). Epistemological beliefs are standards for adaptive learning: A functional theory about epistemological beliefs and metacognition.
Buehl, M. M., Alexander, P. A., & Murphy, P. K. (2002). Beliefs about schooled knowledge: Domain specific or domain general? Contemporary Educational Psychology, 27, 415–449.
Chi, M. T. H. (1997). Quantifying qualitative analyses of verbal data: A practical guide. The Journal of the Learning Sciences, 6, 271–315.
Chiu, M. M., Chow, B. W.-Y., & Mcbride Chang, C. (2007). Universals and specifics in learning strategies: Explaining adolescent mathematics, science, and reading achievement across 34 countries. Learning and Individual Differences, 17, 344–365.
Clark, D. B., & Slotta, J. D. (2000). Evaluating media-enhancement and source authority on the Internet: the Knowledge Integration Environment. International Journal of Science Education, 22, 859–871.
Conley, A. M., Pintrich, P. R., Vekiri, J., & Harrison, D. (2004). Changes in epistemological beliefs in elementary science students. Contemporary Educational Psychology, 29, 186–204.
Cornoldi, C., & Colpo, G. (1995). Nuove prove di lettura MT per la scuola media inferiore (New MT tests of reading comprehension for the middle school). Florence: Organizzazioni Speciali.
Cornoldi, C., De Beni, R., Zamperlin, C., & Meneghetti, C. (2005). AMOS 8-15. Abilità e motivazione allo studio: Prove di valutazione per ragazzi dagli 8 ai 15 anni (AMOS 8-15: Ability and motivation to study: Evaluation scales for students aged 8–15). Trento: Erickson.
diSessa, A. A., Elby, A., & Hammer, D. (2003). J’s epistemological stance and strategies. In G. M. Sinatra & P. R. Pintrich (Eds.), Intentional conceptual change (pp. 237–290). Mahwah: Lawrence Erlbaum Associates.
Entwistle, N. J. (2000). Approaches to studying and levels of understanding: The influences of teaching and assessment. In C. C. Smart (Ed.), Higher education: Handbook of theory and research (Vol. 15, pp. 156–218). New York: Agathon.
Entwistle, N. J., & McCune, V. (2004). The conceptual bases of inventories measuring study strategies in higher education. Educational Psychology Review, 16, 325–346.
Fidel, R., Davies, R. K., Douglass, M. H., Holder, J. K., Hopkins, C. J., Kurshner, E. J., et al. (1999). A visit to the information mall: Web searching behaviour of high school student. Journal of American Society for Information Science, 50, 24–37.
Fogg, B. J., Kameda, T., Boyd, J., Marshall, J., Sethi, R., Sockol, M., et al. (2002). Stanford-Makowski Web credibility study 2002: Investigating what makes Web sites credible today. A Research report by the Stanford Persuasive Technology Lab & Makowski & Company. Stanford University. Available at www.webcredibility.org
Greene, J. A., Azevedo, R., & Torney-Purta, J. (2008). Modeling epistemic and ontological cognition: Philosophical perspectives and methodological directions. Educational Psychologist, 43, 142–160.
Hartley, K., & Bendixen, L. D. (2001). Educational research in the internet age: Examining the role of individual characteristics. Educational Researcher, 30, 22–26.
Hirsh, S. G. (1999). Children’s relevance criteria and information seeking on electronic resources. Journal of the American Society for Information Science, 50, 1265–1283.
Hofer, B. K. (2000). Dimensionality and disciplinary differences in personal epistemology. Contemporary Educational Psychology, 25, 378–405.
Hofer, B. K. (2004). Epistemological understanding as a metacognitive process: Thinking aloud during online searching. Educational Psychologist, 39, 43–55.
Hofer, B. K., & Pintrich, P. R. (1997). The development of epistemological theories: beliefs about knowledge and knowing and their relation to learning. Review of Educational Research, 67, 88–140.
Hofer, B. K., & Pintrich, P. R. (eds). (2002). Personal epistemology: The psychology of beliefs about knowledge and knowing. Mahwah: Lawrence Erlbaum Associates.
King, P. A., & Kitchener, K. S. (1994). Developing reflective judgement. San Francisco: Jossey-Bass.
Kitchener, K. S. (1983). Cognition, metacognition, and epistemic cognition. Human Development, 26, 222–232.
Kuhn, D. (2000). Metacognitive development. Current Directions in Psychological Science, 9, 178–181.
Kuhn, D., & Weinstock, M. (2002). What is epistemological thinking and why does it matter? In B. K. Hofer & P. R. Pintrich (Eds.), Personal epistemology: The psychology of beliefs about knowledge and knowing (pp. 121–144). Mahwah: Lawrence Erlbaum Associates.
Kuiper, E., Volman, M., & Terwel, J. (2005). The web as an information resource in K-12 education: Strategies for supporting students in searching and processing information. Review of Educational Research, 75, 285–313.
Lazonder, A. W., & Rouet, J. F. (2008). Information problem solving instruction: Some cognitive and metacognitive issues. Computers in Human Behavior, 24, 753–765.
Leu, D. J. (2002). Literacy and technology: Deictic consequences for literacy education in an information age. In M. L. Kamil, P. B. Mosenthal, P. D. Pearson & R. Barr (Eds.), Handbook of reading research (pp. 743–770). Mahwah: Lawrence Erlbaum Associates.
Lonka, K., & Lindblom-Ylanne, S. (1996). Epistemologies, conceptions of learning, and study practices in medicine and psychology. Higher Education, 31, 5–24.
Mason, L., & Scirica, F. (2006). Prediction of students’ argumentation skills about controversial topics by epistemological understanding. Learning and Instruction, 16, 492–509.
Mason, L., & Boldrin, A. (2008). Epistemic metacognition in the context of information searching on the Web. In M. S. Khine (Ed.), Knowing, knowledge and beliefs: Epistemological studies across diverse cultures (pp. 377–404). New York: Springer.
Mason, L., Gava, M., & Boldrin, A. (2008). On warm conceptual change: The interplay of text, epistemological beliefs, and topic interest. Journal of Educational Psychology, 100, 291–309.
Mason, L., Boldrin, A., & Ariasi, N. (in press). Searching the Web to learn about a controversial topic: Are students epistemically active? Instructional Science. doi:10.1007/s11251-008-9089-y.
Moos, D. C., & Azevedo, R. (2008a). Exploring the fluctuation of motivation and use of self-regulatory processes during learning with hypermedia. Instructional Science, 36, 203–231.
Moos, D. C., & Azevedo, R. (2008b). Self-regulated learning with hypermedia: The role of prior domain knowledge. Contemporary Educational Psychology, 33, 270–298.
Muis, K. R. (2007). The role of epistemic beliefs in self-regulated learning. Educational Psychologist, 42, 173–190.
Muis, K. R., Bendixen, L. D., & Haerle, F. (2006). Domain-generality and domain-specificity in personal epistemology research: Philosophical and empirical reflections in the development of a theoretical framework. Educational Psychology Review, 18(1), 3–54.
Muis, K. R., & Franco, G. M. (2009). Epistemic profiles and metacognition: Support for the consistency hypothesis.
Perry, W. G., Jr. (1970). Forms of intellectual and ethical development in the college years: A scheme. New York: Holt, Rinehart and Winston.
Pieschl, S., Stahl, E., & Bromme, R. (2008). Epistemological beliefs and self-regulated learning with hypertext. Metacognition and Learning, 3, 17–37.
Pintrich, P. R., Smith, D. A. R., Garcia, T., & McKeachie, W. J. (1991). A manual for the use of the Motivated Strategies for Learning Questionnaire (MSLQ). Ann Arbor: University of Michigan,-National Center for Research to Improve Postsecondary Teaching and Learning.
Qian, G., & Alvermann, D. (1995). Role of epistemological beliefs and learned helplessness in secondary school students’ learning science concepts from text. Journal of Educational Psychology, 87, 282–292.
Richter, T., & Schmidt, S. (2009). Epistemological beliefs and epistemic strategies in self-regulated learning.
Rieh, S. Y. (2002). Judgment of information quality and cognitive authority in the Web. Journal of the American Society for Information Science and Technology, 53, 145–161.
Rogers, D., & Swan, K. (2004). Self-regulated learning and internet searching. Teachers College Record, 106, 1804–1824.
Rouet, J. F. (2006). The skills of document use: From text comprehension to web-based learning. Mahwah: Lawrence Erlbaum Associates.
Rouet, J. F., & Coutelet, B. (2008). The acquisition of document search strategies in grade school students. Applied Cognitive Psychology, 22, 389–406.
Schacter, J., Chung, G., & Dorr, A. (1998). Children’s Internet searching on complex problems: Performance and process analyses. Journal of the American Society for Information Science, 49, 840–849.
Schommer, M. (1990). Effects of beliefs about the nature of knowledge on comprehension. Journal of Educational Psychology, 82, 498–504.
Schommer, M. (1994). Synthesizing epistemological belief research: Tentative understanding and provocative confusions. Educational Psychology Review, 6, 293–319.
Schommer-Aikins, M. (2002). An evolving theoretical framework for an epistemological belief system. In B. K. Hofer & P. R. Pintrich (Eds.), Personal epistemology: The psychology of beliefs about knowledge and knowing (pp. 103–118). Mahwah: Lawrence Erlbaum Associates.
Sinatra, G. M., Southerland, S. A., McConaughy, F., & Demastes, J. (2003). Intentions and beliefs in students’ understanding and acceptance of biological evolution. Journal of Research in Science Teaching, 40(5), 510–528.
Stadtler, M., & Bromme, R. (2008). Effects of the metacognitive computer-tool met.a.ware on the web search of laypersons. Computers in Human Behavior, 24, 716–737.
Stahl, E., & Bromme, R. (2007). The CAEB: An instrument for measuring connotative aspects of epistemological beliefs. Learning and Instruction, 17, 773–785.
Stahl, E., Pieschl, S., & Bromme, R. (2006). Task complexity, epistemological beliefs and metacognitive calibration: An exploratory study. Journal of Educational Computing Research, 35, 319–338.
Stathopoulou, C., & Vosniadou, S. (2007). Exploring the relationship between physics-related epistemological beliefs and physics understanding. Contemporary Educational Psychology, 32, 255–281.
Strømsø, H. I., Bråten, I. (2009). The role of personal epistemology in the self-regulation of Internet-based learning.
Strømsø, H. I., Bråten, I., & Samuelstuen, M. S. (2008). Dimensions of topic-specific epistemological beliefs as predictors of multiple-text understanding. Learning and Instruction, 18, 513–527.
Tsai, C. C. (2004). Beyond cognitive and metacognitive tools: The use of Internet as an “epistemological” tool for instruction. British Journal of Educational Technology, 35, 525–536.
Tsai, C. C. (2008). The use of Internet-based instruction for the development of epistemological beliefs: A case study in Taiwan. In M. S. Khine (Ed.), Knowing, knowledge and beliefs: Epistemological studies across diverse cultures (pp. 273–285). New York: Springer.
Vermunt, J. D., & Vermetten, Y. J. (2004). Patterns in student learning: Relationships between learning strategies, conceptions of learning, and learning orientations. Educational Psychology Review, 16, 359–384.
Wallace, R. M., Kupperman, J., Krajcik, J., & Soloway, E. (2000). Science on the Web: Students online in a sixth-grade classroom. The Journal of the Learning Sciences, 9, 75–104.
Wathen, C. N., & Burkell, J. (2002). Believe it or not: Factors influencing credibility on the Web. Journal of the American Society for Information Science and Technology, 53, 134–144.
Weinstein, C. E., Zimmerman, S. A., & Palmer, D. R. (1988). Assessing learning strategies: The design and development of the LASSI. In C. E. Weinstein, P. A. Alexander & E. T. Goetz (Eds.), Learning and study strategies. Issues in assessment, instruction, and evaluation (pp. 25–40). New York: Academic.
Weinstock, M., Neuman, Y., & Tabak, I. (2004). Missing the point or missing the norms? Epistemological norms as predictors of students’ ability to identify fallacious arguments. Contemporary Educational Psychology, 29, 77–94.
Winne, P. H., & Hadwin, A. F. (1998). Studying as self-regulated learning. In D. J. Hacker, J. Dunlosky & A. C. Graesser (Eds.), Metacognition in educational theory and practice (pp. 277–304). Mahwah: Lawrence Erlbaum Associates.
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Mason, L., Boldrin, A. & Ariasi, N. Epistemic metacognition in context: evaluating and learning online information. Metacognition Learning 5, 67–90 (2010). https://doi.org/10.1007/s11409-009-9048-2
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DOI: https://doi.org/10.1007/s11409-009-9048-2