Fig. 1. Level 5 of inductive reasoning.
Fig. 2. Level 4 of inductive reasoning.
Fig. 3. Level 3 of inductive reasoning.
Fig. 4. Level 2 of inductive reasoning.
Fig. 5. Level 1 of inductive reasoning.
Fig. 6. Level 5 of deductive reasoning.
Fig. 7. Level 4 of deductive reasoning.
Fig. 8. Level 3 of deductive reasoning.
Fig. 9. Level 2 of deductive reasoning.
Fig. 10. Level 1 of deductive reasoning.
Fig. 11. Level 5 of abductive reasoning.
Fig. 12. Level 4 of abductive reasoning.
Fig. 13. Level 3 of abductive reasoning.
Fig. 14. Level 2 of abductive reasoning.
Fig. 15. Level 1 of abductive reasoning.
Table 1. Criteria of inductive reasoning levels
Table 2. Criteria of deductive reasoning levels
Table 3. Criteria of abductive reasoning levels
Table 4. Frequencies of scientific reasoning types and levels
References
- Bereiter, C. (1980). Development in writing. In Gregg, L. & Steinberg, E. (eds.), Cognitive processes in writing: An interdisciplinary approach. (pp. 73-93). Hillsdale, NJ: Erlbaum.
- Fischer, H. R. (2001). Abductive reasoning as a way of worldmaking. Foundations of Science, 6(4), 361-383. https://doi.org/10.1023/A:1011671106610
- Greenstein, G. (2013). Writing is thinking: Using writing to teach science. Astronomy Education Review, 12(1).
- Gunel, M., Hand, B. & McDermott, M. A. (2009). Writing for different audiences: Effects on high-school students' conceptual understanding of biology. Learning and Instruction, 19(4), 354-367. https://doi.org/10.1016/j.learninstruc.2008.07.001
- Jang, J. Y. & Hand, B. (2016). Examining the value of a scaffolded critique framework to promote argumentative and explanatory writings within an argumentbased inquiry approach. Research in Science Education, 1-19.
- Joung, Y. & Song, J. (2006). Exploring the implications of Peirce's abduction in science education by theoretical investigation. Journal of the Korean Association for Science Education, 26(6), 703-722.
- Ka, E. (2011). A study on the aspects and characteristics of writing development. Ph. D. dissertation. Korea National University of Education.
- Keys, C. W. (1999). Revitalizing instruction in scientific genres: Connecting knowledge production with writing to learn in science. Science Education, 83(2), 115-130. https://doi.org/10.1002/(SICI)1098-237X(199903)83:2<115::AID-SCE2>3.0.CO;2-Q
- Keys, C. W. (2000). Investigating the thinking processes of eighth grade writers during the composition of a scientific laboratory report. Journal of Research in Science Teaching, 37(7), 676-690. https://doi.org/10.1002/1098-2736(200009)37:7<676::AID-TEA4>3.0.CO;2-6
- Keys, C. W., Hand, B., Prain, V. & Collins, S. (1999). Using the science writing heuristic as a tool for learning from laboratory investigations in secondary science. Journal of Research in Science Teaching, 36(10), 1065-1084. https://doi.org/10.1002/(SICI)1098-2736(199912)36:10<1065::AID-TEA2>3.0.CO;2-I
- Klein, P. D. (2000). Elementary students' strategies for writing-to-learn in science. Cognition and Instruction, 18(3), 317-348. https://doi.org/10.1207/S1532690XCI1803_2
- Ku, K. (1993). A study on Vygotsky's theory of the development of verbal thinking: Implications for literacy and writing. Journal of Research of Dae Shin College, 13, 21-42.
- Kuhn, D. (2010). What is scientific thinking and how does it develop?. in Goswami, U., The Wiley-Blackwell Handbook of childhood cognitive development, Second edition. (pp. 497-523). Blackwell Publishing Ltd.
- Kuhn, D. & Pearsall, S. (2000). Developmental origins of scientific thinking. Journal of Cognition and Development, 1(1), 113-129. https://doi.org/10.1207/S15327647JCD0101N_11
- Kwon, Y., Choi, S., Park, Y. & Jeong, J. (2003a). Scientific thinking types and processes generated in inductive inquiry by college students. Journal of the Korean Association for Science Education, 23(3), 286-298.
- Kwon, Y., Jeong, J., Park, Y. & Kang, M. (2003b). A philosophical study on the generating process of declarative scientific knowledge - Focused on inductive, abductive, and deductive process. Journal of the Korean Association for Science Education, 23(3), 215-228.
- Kwon, Y., Yang, I. & Chung, W. (2000). An explorative analysis of hypothesis - Generation by pre-service science teachers. Journal of the Korean Association for Science Education, 20(1), 29-42.
- Langer, J. A. & Applebee, A. N. (1987). How writing shapes thinking. Urbana, IL: National Council of Teachers of English.
- Lawson, A. E. (1995). Science teaching and the development of thinking. Belmont, CA: Wadsworth Publishing Company.
- Lee, S., Choi, C., Lee, G., Shin, M. & Song, H. (2013). Exploring scientific reasoning in elementary science classroom discourses. Journal of the Korean Association for Science Education, 33(1), 181-192. https://doi.org/10.14697/JKASE.2013.33.1.181
- Lee, S., Shin, M., Lee, G., Lee, S. & Kwon, N. (2010). Analyzing coherence of evidences and claims presented in elementary students' science writing for inquiry activities. Journal of Korean Elementary Science Education, 29(4), 505-514.
- Lim, O. (2018). An analysis of scientific reasoning in science writing of elementary school students. Ph. D. dissertation. Korea National University of Education.
- Matthews, J. R. & Matthews, R. W. (2014). Successful scientific writing: A step-by-step guide for the biological and medical sciences. Cambridge UK: Cambridge University Press.
- Minto, B. (1996). The pyramid principle: Logic in writing and thinking. Pearson Education (translated by Lee, J., [바바라 민토 논리의 기술], Seoul: Dernamchulpan, 2017).
- Owens, C. V. (2001). Teachers' responses to science writing. ERIC Document Reproduction Service: ED 457157.
- Park, J. (2000). Analysis of students' processes of generating scientific explanatory hypothesis - Focused on the definition and the characteristics of scientific hypothesis. Journal of the Korean Association for Science Education, 20(4), 667-679.
- Peirce, C. S. (1931-1958). The collected papers of Charles Sanders Peirce. Reproducing Vols. I-VI ed. Charles Hartshorne and Paul Weiss (Cambridge, MA: Harvard University Press, 1931-1935), Vols. VII-VIII ed. Arthur W. Burks (Cambridge, MA: Harvard University Press, 1958).
- Prain, V. (2006). Learning from writing in secondary science: Some theoretical and practical implications. International Journal of Science Education, 28(2-3), 179-201. https://doi.org/10.1080/09500690500336643
- Rivard, L. O. P. (1994). A review of writing to learn in science: Implications for practice and research. Journal of Research in Science Teaching, 31(9), 969-983. https://doi.org/10.1002/tea.3660310910
- Shin, S., Choi, A. & Park, J. (2013). The effects of the science writing heuristic approach on the middle school students' achievements. Journal of the Korean Association for Science Education, 33(5), 952-962. https://doi.org/10.14697/jkase.2013.33.5.952
- Zimmerman, C. (2007). The development of scientific thinking skills in elementary and middle school. Developmental Review, 27(2), 172-223. https://doi.org/10.1016/j.dr.2006.12.001