簡易檢索 / 詳目顯示

研究生: 凱倜
Katerina Evers
論文名稱: 運用心智圖於過程技能課程:評估學習者的創作和修改行為
Mind mapping in course teaching procedural type of knowledge: Evaluation of learners’ creation and revision behavior
指導教授: 陳素芬
Sufen Chen
口試委員: 黃國禎
Gwo-Jen Hwang
曾文鐽
Wen-Ta Tseng
籃玉如
Yu-Ju Lan
劉宇挺
Yeu-Ting Liu
陳素芬
Sufen Chen
學位類別: 博士
Doctor
系所名稱: 人文社會學院 - 數位學習與教育研究所
Graduate Institute of Digital Learning and Education
論文出版年: 2022
畢業學年度: 110
語文別: 英文
論文頁數: 76
中文關鍵詞: adult learnerslearning analyticsmind mapprocedural knowledge
外文關鍵詞: adult learners, learning analytics, mind map, procedural knowledge
相關次數: 點閱:386下載:7
分享至:
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報
  • 心智圖是一項強大的技術,通常被運用於陳述性知識的教學,但鮮少使用於記錄程序性知識。在本研究中,我們將數位心智圖引入至一門目標為教授程序性知識的課程裡使用,參與者在為期12週的公開演講課程中,應用心智圖來統整程序性知識。數位心智圖軟體令我們能夠收集、分析使用者對程序性知識進行總結和修改的行為日誌。這些行為日誌檔案被更進一步地用於找出可以顯著預測學習者後測表現之行動,以及分析具有不同概況之學習者(從課堂中獲益最多與最少的人)的行為序列。創造及修改心智圖過程中的行為和動作模式能夠預測學習成果此一發現,對教育專家和學者而言都非常重要,也彰顯加強既存的數位心智圖工具之重要性,以及透過學生的心智圖繪製行為來診斷出落後學生的可行性。此外,探討心智圖用於程序學習的研究,可以拓展心智圖的應用領域,同時增進我們對教學程序知識的理解。


    Mind mapping is a powerful technique that is often used for teaching declarative knowledge but rarely implemented to record procedural knowledge. In the present study, digital mind mapping was implemented in a course aiming at teaching the procedural type of knowledge. During 12-week public presentation course, the participants in the control group summarized their procedural knowledge in linear notes while the experimental group summarized it in digital mind maps. Mind mapping software was utilized as a learning tool and an instrument to collect and analyze user behavior logs during summarizing and revision of the procedural knowledge. Moreover, the same logs were used to find actions that were associated with learners’ significant skill improvement throughout the course and analyze behavior sequences of different profiles of learners (those who improved above and below average). The discovery of actions and behavior patterns during the creation and revision of mind maps corresponding to learning outcomes provides important suggestions to enhance existing digital mind mapping tools and diagnose falling behind students based on their mapping behavior. Moreover, the implementation of mind mapping for procedural learning expands the area of mind map research and enlarges our understanding of teaching procedure knowledge.

    Recommendation form i Qualification form ii Abstract iii Acknowledgments iv Table of Contents v List of Figures vii List of Tables viii List of Appendices viii 1. Introduction 1 1.1. Purpose of the study 1 1.2. Significance of the study 2 2. Literature review 2 2.1. Information organization and summarizing strategies 2 2.2. Theoretical framework 4 2.3. Concept mapping 6 2.4. Mind mapping 7 2.4.1. Previous research on the effectiveness of mind mapping 8 2.4.2. Disadvantages of mind mapping 12 2.4.3. Mind mapping for recording procedural knowledge 13 2.5. Digital mind maps 14 2.6. Evaluation methods in concept and mind maps 17 2.6.1. Qualitative approach 17 2.6.2. Quantitative approach 18 2.6.3. Mixed approaches 19 2.6.4. Automatic digital evaluations 20 2.6.5. Evaluation method in the present study 21 2.7. Research tool 22 2.8. Research questions 24 3. Methodology 25 3.1. Procedure 25 3.2. Research structure 27 3.3. Research instruments 27 3.4. Sample 28 3.5. Data analysis 29 4. Results 31 4.1. Digital literacy 31 4.2. Learning presentation skills with and without digital mind maps 32 4.3. Summarizing and revision actions description 32 4.4. Difference in frequency of actions between the groups with below and above average improvement 37 4.5. Behavior patterns 39 5. Discussion 44 5.1. Digital mind maps facilitate learning of procedure knowledge 44 5.2. Summarizing and revision mind mapping strategies during procedural knowledge learning 45 5.3. Actions frequency distribution differences between the students with the improvement of presentation skills below and above average 47 5.4. Mind mapping behavior associated with skill improvement below and above average 48 6. Conclusion 49 6.1. Implications 51 6.2. Limitations and future research 52 References 54

    Abbaspour, B. N., Rastgoo, V., Fathi, N., & Yek, Z. M. (2019). The use of Mindomo software to improve the logical development of EFL learners’ writing. International Journal of Innovation, Creativity and Change, 8(12), 238-252.
    Abi‐El‐Mona, I., & Adb‐El‐Khalick, F. (2008). The influence of mind mapping on eighth graders’ science achievement. School Science and Mathematics, 108(7), 298-312.
    Aljaser, A. M. (2017). The Effectiveness of Electronic Mind Maps in Developing Academic Achievement and the Attitude towards Learning English among Primary School Students. International Education Studies, 10(12), 80-95.
    Al-Badwoi, A.S. (2015). Using E-mind mapping in learning at IBRI College of applied sciences. Global. Journal of Computer Science and Technology, 1, 375­382.
    Al-Jarf, R. (2009). Enhancing freshman students’ writing skills with a mind-mapping software. In Conference proceedings of eLearning and software for education (pp. 375-382). National Defence University Publishing House.
    Alhaidari, A. O. (1992). How Arab students summarize English prose and how they revise their summaries. Dissertation Abstracts International: Section A, 52(10), 35-68.
    All, A. C., Huycke, L. I., & Fisher, M. J. (2003). Instructional tools for nursing education: Concept maps. Nursing Education Perspectives, 24(6), 311-317.
    Akinoglu, O., & Yasar, Z. (2007). The effects of note taking in science education through the mind mapping technique on students' attitudes, academic achievement and concept learning. Journal of Baltic Science Education, 6(3), 34-42.
    Amann, J., & Borrmann, A. (2016). Embedding procedural knowledge into building information models: The IFC procedural language and its application for flexible transition curve representation. Journal of Computing in Civil Engineering, 30(5), 1-14.
    Anderson, J. R., & Schunn, C. (2000). Implications of the ACT-R learning theory: No magic bullets. Advances in Instructional Psychology, Educational Design and Cognitive Science, 1-33.
    Anderson, R. C., & Pearson, P. D. (1984). A schema-theoretic view of basic processes in reading comprehension. In P. D. Pearson (Ed.), Handbook of reading research (pp. 255-291). New York: Longman.
    Anderson-Inman, L., & Zeitz, L. (1993). Computerbased concept mapping: Active studying for active learners. The Computing Teacher, 21(1), 6–11.
    Annemarie, M. N. (2015). Communication strategy of the Ministry of National Defence. Essential investment for a competitive Romania army inside NATO and EU. Impact of Socio-economic and Technological Transformations at National, European and International Level (ISETT), 4, 3-13.
    Anohina, A., & Grundspenkis, J. (2009). Scoring concept maps: An overview. In Proceedings of the international conference on computer systems and technologies and workshop for PhD students in computing (pp. 1-6).
    Ashcraft, M. H., & Krause, J. A. (2007). Working memory, math performance, and math anxiety. Psychonomic Bulletin & Review, 14(2), 243-248.
    Astriani, D., Susilo, H., Suwono, H., Lukiati, B., & Purnomo, A. (2020). Mind mapping in learning models: A tool to improve student metacognitive skills. International Journal of Emerging Technologies in Learning, 15(6), 4-17.
    Ausubel, D. P. (1960). The use of advance organizers in learning and retention of meaningful material. Journal of Educational Psychology, 51, 267-272.
    Ausubel, D. P. (1968). Educational psychology: A cognitive view. New York: Holt, Rinehart, & Winston.
    Bahri, A., & Corebima, A. D. (2015). The contribution of learning motivation and metacognitive skill on cognitive learning outcome of students within different learning strategies. Journal of Baltic Science Education, 14(4), 487-500.
    Bawaheh, A. (2019). The effectiveness of using mind mapping on tenth grade students' immediate achievement and retention of electric energy concepts. Journal of Turkish Science Education, 16(1), 123-138.
    Bayram, S. (1995). The effectiveness of concept and software mapping for representing student data and process schema in science [Doctoral dissertation, University of Pittsburgh].
    Beitz, J. M. (1998). Concept mapping: Navigating the learning process. Nurse Educator, 23(5), 35-41.
    Berglund, A. (2015). What's in a Word? Concept mapping: A graphical tool to reinforce learning of epidemiological concepts. Journal of Epidemiol Community Health, 69(12), 1232-1236.
    Besterfield‐Sacre, M., Gerchak, J., Lyons, M. R., Shuman, L. J., & Wolfe, H. (2004). Scoring concept maps: An integrated rubric for assessing engineering education. Journal of Engineering Education, 93(2), 105-115.
    Bhattacharya, D., & Mohalik, R. (2020). Digital mind mapping software: A new horizon in the modern teaching-learning strategy. Journal of Advances in Education and Philosophy, 4(10), 400-406.
    Biktimirov, E. N., & Nilson, L. B. (2006). Show them the money: Using mind mapping in the introductory finance course. Journal of Financial Education, 72-86.
    Borich, G. D. (2004). Effective teaching methods. Fifth Edition. New Jersey: Merrill, Prentice Hall.
    Borrego, M., Newswander, C. B., McNair, L. D., McGinnis, S., & Paretti, M. C. (2009). Using concept maps to assess interdisciplinary integration of green engineering knowledge. Advances in Engineering Education, 1(3), 1-13.
    Bourgeois-Bougrine, S., Buisine, S., Vandendriessche, C., Glaveanu, V., & Lubart, T. (2017). Engineering students’ use of creativity and development tools in conceptual product design: What, when and how? Thinking Skills and Creativity, 24, 104-117.
    Brown, A. L., Campione, J. C., & Day, J. D. (1981). Learning to learn: On training students to learn from texts. Educational Researcher, 10(2), 14-21.
    Brown, A. L., & Day, J. D. (1983). Macrorules for summarizing texts: The development of expertise. Journal of Verbal Learning and Verbal Behavior, 22(1), 1- 14.
    Buzan, T. (2002). How to mind map: The ultimate thinking tool that will change your life. Thorsons.
    Buzan, T. (2005). Mind map: The ultimate thinking tool. Thorston.
    Buzan, T., & Buzan, B. (1993). The mind map book. BBC Books.
    Buzan, T., & Buzan, B. (2006). The mind map book. Educational Publishers LLP.
    Cahill, M., & Fonteyn, M. (2008). Using mind mapping to improve students’ metacognition. Clinical Reasoning in the Health Professions, 2, 485-491.
    Chaichompoo, C. (2017). Using e-mapping to improve reading comprehension and summary skills of EFL students. NIDA Journal of Language and Communication, 22(30), 129-138.
    Cañas, A. J., Bunch, L., Novak, J. D., & Reiska, P. (2013). Cmapanalysis: An extensible concept map analysis tool. JETT, 4(1), 36-46.
    Cañas, A. J., & Novak, J. D. (2014). Concept mapping using CmapTools to enhance meaningful learning. In Knowledge cartography (pp. 23-45). Springer, London.
    Cañas, A. J., Valerio, A., Lalinde-Pulido, J., Carvalho, M., & Arguedas, M. (2003). Using WordNet for word sense disambiguation to support concept map construction. In International symposium on string processing and information retrieval (pp. 350-359). Springer, Berlin, Heidelberg.
    Chang, B., & Lu, F. C. (2018). Social media facilitated English prewriting activity design and evaluation. The Asia-Pacific Education Researcher, 27(1), 33-42.
    Chang, C. J., Chang, M. H., Chiu, B. C., Liu, C. C., Chiang, S. H. F., Wen, C. T., ... & Chen, W. (2017). An analysis of student collaborative problem solving activities mediated by collaborative simulations. Computers & Education, 114, 222-235.
    Chang, K. E., Sung, Y. T., & Chen, I. D. (2002). The effect of concept mapping to enhance text comprehension and summarization. The Journal of Experimental Education, 71(1), 5-23.
    Cheung, Y. L. (2012). Critical review of recent studies investigating effects of word processing-assisted writing and pen-and-paper writing on the quality of writing and higher level revisions. Procedia-Social and Behavioral Sciences, 46, 1047-1050.
    Chi, M. T. (2006). Laboratory methods for assessing experts’ and novices’ knowledge. The Cambridge Handbook of Expertise and Expert Performance, 3, 167-184.
    Chiou, C. C. (2009). Effects of concept mapping strategy on learning performance in business and economics statistics. Teaching in Higher Education, 14(1), 55–69
    Chularut, P., & DeBacker, T. K. (2004). The influence of concept mapping on achievement, self-regulation, and self-efficacy in students of English as a second language. Contemporary Educational Psychology, 29(3), 248-263.
    Çoban, S., & Selçuk, E. (2017). The effect of mind mapping technique on students’ achievements in music lesson and on their attitudes towards the mind mapping technique. Egitim ve Bilim, 42(190), 1-22.
    Cordero‐Ponce, W. L. (2000). Summarization instruction: Effects on foreign language comprehension and summarization of expository texts. Literacy Research and Instruction, 39(4), 329-350.
    Curşeu, P. L., Schalk, R., & Schruijer, S. (2010). The use of cognitive mapping in eliciting and evaluating group cognitions. Journal of Applied Social Psychology, 40(5), 1258-1291.

    D'Antoni, A. V., Zipp, G. P., Olson, V. G., & Cahill, T. F. (2010). Does the mind map learning strategy facilitate information retrieval and critical thinking in medical students? BMC Medical Education, 10(1), 1-11.
    Daley, B. J. (2004). Using concept maps in qualitative research. In A. J. Cañas, J. D. Novak, F. M. González, (Ed.), Concept maps theory, methodology, technology. Pamplona, Spain.
    Davies, M. (2011). Concept mapping, mind mapping and argument mapping: What are the differences and do they matter? Higher Education, 62(3), 279-301.
    Day, J. C., & Bellezza, F. S. (1983). The relation between visual imagery mediators and recall. Memory & Cognition, 11(3), 251-257.
    Dhindsa, H. S., & Anderson, O. R. (2011). Constructivist-visual mind map teaching approach and the quality of students’ cognitive structures. Journal of Science Education and Technology, 20(2), 186-200.
    Doctorow, M., Wittrock, M. C., & Marks, C. (1978). Generative processes in reading comprehension. Journal of Educational Psychology, 70(2), 109-113.
    Donovan, J. J., & Radosevich, D. J. (1999). A meta-analytic review of the distribution of practice effect: Now you see it, now you don't. Journal of Applied Psychology, 84(5), 795.
    Dorfberger, S., Adi-Japha, E., & Karni, A. (2007). Reduced susceptibility to interference in the consolidation of motor memory before adolescence. PloS one, 2(2), e240.
    Duke, N. K., & Pearson, P. D. (2009). Effective practices for developing reading comprehension. Journal of Education, 189(1-2), 107-122.
    Dunlosky, J., Rawson, K. A., Marsh, E. J., Nathan, M. J., & Willingham, D. T. (2013). Improving students’ learning with effective learning techniques: promising directions from cognitive and educational psychology. Psychological Science in the Public Interest, 14(1), 4–58.
    Duffy, G. G., Roehler, L. R., & Herrmann, B. A. (1988). Modeling mental processes helps poor readers become strategic readers. The Reading Teacher, 41(8), 762-767.
    Dye, G. A. (2000). Graphic organizers to the rescue! Helping students link—and remember— information. Teaching Exceptional Children, 32(3), 72–76.
    Ebersbach, M., & Nazari, K. B. (2020). Implementing distributed practice in statistics courses: Benefits for retention and transfer. Journal of Applied Research in Memory and Cognition, 9(4), 532-541.
    Ellozy, A. R., & Mostafa, H. M. (2010). Making learning visible: Using e-maps to enhance critical reading skills. MERLOT Journal of Online Learning and Teaching, 6(3), 634-646.
    Elo, S., & Kyngäs, H. (2008). The qualitative content analysis process. Journal of Advanced Nursing, 62(1), 107-115.
    Elzaaby, R. (2013). Studying English language and its relation to students and teachers of the English language and their attitudes towards learning English. The Jordanian Journal of Educational Sciences, 9(2), 221-241.
    Eppler, M. J. (2006). A comparison between concept maps, mind maps, conceptual diagrams, and visual metaphors as complementary tools for knowledge construction and sharing. Information Visualization, 5(3), 202-210.
    Eriksson, L. T., & Hauer, A. M. (2004). Mind map marketing: A creative approach in developing marketing skills. Journal of Marketing Education, 26(2), 174-187.
    Faste, H., & Lin, H. (2012). The untapped promise of digital mind maps. In Proceedings of the SIGCHI conference on human factors in computing systems (pp. 1017-1026).
    Farrand, P., Hussain, F., & Hennessy, E. (2002). The efficacy of the mind map study technique. Medical Education, 36(5), 426-431.
    Fayol, M. (1994). From declarative and procedural knowledge to the management of declarative and procedural knowledge. European Journal of Psychology of Education, 9(3), 179-190.
    Fisher, D., Frey, N., & Hattie, J. (2016). Visible learning for literacy, grades K-12: Implementing the practices that work best to accelerate student learning. Corwin Press.
    Fisher, J. L., & Harris, M. B. (1974). Effects of note taking preference and types of notes taken on memory. Psychological Reports, 35, 384–385.
    Fountas, I. C., & Pintell, G. S. (2001). Guiding readers and writers grades 3-6: Teaching comprehension, genre, and content literacy. Pearson Education, Canada.
    Foos, P. W. (1995). The effect of variations in text summarization opportunities on test performance. Journal of Experimental Education, 63, 89–95.
    Frank, B. M. (1984). Effects of filed independence-dependence and study technique on learning from a lecture. American Educational Research Journal, 21, 669–678.
    Frerichs, L., Young, T. L., Dave, G., Stith, D., Corbie-Smith, G., & Lich, K. H. (2018). Mind maps and network analysis to evaluate conceptualization of complex issues: A case example evaluating systems science workshops for childhood obesity prevention. Evaluation and Program Planning, 68, 135-147.
    Friend, R. (2001). Effects of strategy instruction on summary writing of college students. Contemporary Educational Psychology, 26(1), 3-24.
    Fu, Q. K., Lin, C. J., Hwang, G. J., & Zhang, L. (2019). Impacts of a mind mapping-based contextual gaming approach on EFL students’ writing performance, learning perceptions and generative uses in an English course. Computers & Education, 137, 59-77.
    Gagić, Z. Z., Skuban, S. J., Radulović, B. N., Stojanović, M. M., & Gajić, O. (2019). The implementation of mind maps in teaching physics: Educational efficiency and students’ involvement. Journal of Baltic Science Education, 18(1), 117-131.
    Galván-Sánchez, I., Verano-Tacoronte, D., González-Betancor, S. M., Fernández-Monroy, M., & Bolívar-Cruz, A. (2017). Assessing oral presentation skills in electrical engineering: Developing a valid and reliable rubric. International Journal of Electrical Engineering Education, 54(1), 17-34.
    Gavens, N., Doignon-Camus, N., Chaillou, A. C., Zeitler, A., & Popa-Roch, M. (2020). Effectiveness of mind mapping for learning in a real educational setting. The Journal of Experimental Education, 1, 1-10.
    Garcia-Mila, M., & Andersen, C. (2007). Cognitive foundations of learning argumentation. In Argumentation in science education (pp. 29-45). Springer, Dordrecht.
    Garner, R., & McCaleb, J. L. (1985). Effects of text manipulations on quality of written summaries. Contemporary Educational Psychology, 10(2), 139-149.
    Gerdeman, J.L., Lux, K., Jacko, J., 2013. Using concept mapping to build clinical judgment skills. Nurse Education Practice, 13(1), 11–17.
    Glaser, R. & Chi, M. (1988). Overview. In: M. Chi, R. Glaser & M. Farr (Ed.): The nature of expertise (pp. 15-28). Erlbaum, Hillsdale, NJ.
    Gömleksiz, M. N., & Yetkiner, A. (2012). The effects of using mind mapping in English language teaching on students' academic achievement, retention, views and attitudes towards English. Electronic Journal of Social Sciences, 11(40), 129-160.
    Goodnough, K., & Woods, R. (2002). Student and teacher perceptions of mind mapping: A middle school case study. New Orleans, LA.
    Graham, S., & Hebert, M. (2011). Writing to read: A meta-analysis of the impact of writing and writing instruction on reading. Harvard Educational Review, 81(4), 710-744.
    Graham, S., & Perin, D. (2007). A meta-analysis of writing instruction for adolescent students. Journal of Educational Psychology, 99(3), 445.
    Grellet, F. (1999). Developing reading skills: A practical guide to reading comprehension exercise. Cambridge: Cambridge University Press.
    Griffin, C. C., Malone, L. D., & Kameenui, E. J. (1995). Effects of graphic organizer instruction on fifth-grade students. The Journal of Educational Research, 89, 98–107.
    Gruneberg, M. M., & Mathieson, M. (1997). The perceived value of minds maps (spider diagrams) as learning and memory aids. Cognitive Technology, 2(1), 21–24.
    Guthrie, J. T., & Klauda, S. L. (2014). Effects of classroom practices on reading comprehension, engagement, and motivations for adolescents. Reading Research Quarterly, 49(4), 387-416.
    Hadwin, A. F., Kirby, J. R., & Woodhouse, R. A. (1999). Individual differences in notetaking, summarization, and learning from lectures. Alberta Journal of Educational Research, 45(1), 31-41.
    Halford, G. S. (1993). Children’s understanding: The development of mental models. Hillsdale, NJ: Lawrence Erlbaum.
    Hare, V. C., & Borchardt, K. M. (1984). Direct instruction of summarization skills. Reading Research Quarterly, 1, 62-78.
    Hidi, S. (1984). Summarization of complex texts. Centre for Applied Cognitive Science, OISE.
    Hill, M. (1991). Writing summaries promotes thinking and learning across the curriculum - but why are they so difficult to write? Journal of Reading, 34(7), 536-639.
    Hoeft, R. M., Jentsch, F. G., Harper, M. E., Evans III, A. W., Bowers, C. A., & Salas, E. (2003). TPL-KATS concept map: A computerized knowledge assessment tool. Computers in Human Behavior, 19(6), 653-657.
    Horton, P. B., McConney, A. A., Gallo, M., Woods, A. L., Senn, G. J., & Hamelin, D. (1993). An investigation of the effectiveness of concept mapping as an instructional tool. Science Education, 77, 95–111.
    Hsu, L. L. (2004). Developing concept maps from problem-based learning scenario discussions. Journal of Advanced Nursing, 48(5), 510-518.
    Huang, M. Y., Tu, H. Y., Wang, W. Y., Chen, J. F., Yu, Y. T., & Chou, C. C. (2017). Effects of cooperative learning and concept mapping intervention on critical thinking and basketball skills in elementary school. Thinking Skills and Creativity, 23, 207-216.
    Huba, M. E., & Freed, J. E. (2000). Learner-centered assessment on college campuses: Shifting the focus from teaching to learning. Allyn & Bacon, Needham Heights.
    Hwang, G. J., Wu, C. H., Huang, I., & Kuo, F. R. (2013). A mind map-oriented mobile learning approach to promoting creative thinking ability of students in a business course. In 2012 IEEE Seventh international conference on wireless, mobile and ubiquitous technology in education (pp. 242-248). IEEE.
    Hyerle, D. N., & Alper, L. (2011). Student successes with thinking maps®: School-based research, results, and models for achievement using visual tools. Corwin Press.
    Ifenthaler, D. (2010). Relational, structural, and semantic analysis of graphical representations and concept maps. Educational Technology Research and Development, 58(1), 81-97.
    Jeong, H., Gupta, A., Roscoe, R., Wagster, J., Biswas, G., & Schwartz, D. (2008, June). Using hidden Markov models to characterize student behaviors in learning-by-teaching environments. In International conference on intelligent tutoring systems (pp. 614-625). Springer, Berlin, Heidelberg.
    Jespersen, D., & Dimova, S. (2021). Response processes in L2 writing tasks with Internet access. Apples-Journal of Applied Language Studies, 15(1), 19-38.
    Jiang, B., Gao, M., Chen, Z., & Wang, X. (2018). Learning process analysis and learning achievement prediction with behavioral sequences. Distance Education, 31(02), 103-112.
    Johnson, N. S. (1983). What do you do if you can't tell the whole story? The development of summarization skills. Children's Language, 4, 315-383.
    Jonassen, D. H., Reeves, T. C., Hong, N., Harvey, D., & Peters, K. (1997). Concept mapping as cognitive learning and assessment tools. Journal of Interactive Learning Research, 8(3), 289-295.
    Kaddoura, M., Van‐Dyke, O., & Yang, Q. (2016). Impact of a concept map teaching approach on nursing students’ critical thinking skills. Nursing and Health Sciences, 18(3), 350-354.
    Kamil, M. L. (2004). Vocabulary and comprehension instruction: Summary and implications of the national reading panel findings. In P. McCardle & V. Chhabra (Eds.), The voice of evidence in reading research. Paul Brookes.
    Karpicke, J. D., & Blunt, J. R. (2011). Retrieval practice produces more learning than elaborative studying with concept mapping. Science, 331(6018), 772-775.
    Keleş, O. (2012). Mind maps and scoring scale for environmental gains in science education. Pixel. Aksaray University.
    Kern, C. S., & Bush, K. L. (2006). Mind-mapped care plans: Integrating an innovative educational tool as an alternative to traditional care plans. Journal of Nursing Education, 45(4), 112-119.
    Kiewra, K. A., Benton, S. L., Kim, S., Risch, N., & Christensen, M. (1995). Effects of note-taking format and study technique on recall and relational performance. Contemporary Educational Psychology, 20, 172–187.
    Kinchin, I. M. (2001). If concept mapping is so helpful to learning biology, why aren't we all doing it? International Journal of Science Education, 23(12), 1257-1269.
    Kinchin, I. M., Hay, D. B., & Adams, A. (2000). How a qualitative approach to concept map analysis can be used to aid learning by illustrating patterns of conceptual development. Educational Research, 42(1), 43-57.
    King, A. (1992). Comparison of self-questioning, summarizing, and notetaking-review as strategies for learning from lectures. American Educational Research Journal, 29(2), 303-323.
    Kirby, J.R., & Pedwell, D. (1991). Students' approaches to summarization. Educational Psychology, 21, 297-307.
    Kirby, J. R., & Woodhouse, R. A. (1994). Measuring and predicting depth of processing in learning. Alberta Journal of Educational Research, 40(2), 147-61.
    Knowles, M. S., Holton III, E. F., & Swanson, R. A. (2014). The adult learner: The definitive classic in adult education and human resource development. Routledge.
    Knowlton, B.J., & Moody, T.D. (2008). Procedural learning in humans. In J. H. Byrne (Ed.), Learning and memory: A comprehensive reference (pp 321-340). Oxford: Academic Press.
    Larkin, J. H., & Simon, H. A. (1987). Why a diagram is (sometimes) worth ten thousand words. Cognitive Science, 11(1), 65-100.
    Lenz, K., & Wittmann, G. (2020). Individual differences in conceptual and procedural knowledge: What makes the difference and what does it look like? International Electronic Journal of Mathematics Education, 16(1), em0615.
    Li, L. Y., & Tsai, C. C. (2017). Accessing online learning material: Quantitative behavior patterns and their effects on motivation and learning performance. Computers & Education, 114, 286-297.
    Lin, P. C., Hou, H. T., Wu, S. Y., & Chang, K. E. (2014). Exploring college students' cognitive processing patterns during a collaborative problem-solving teaching activity integrating Facebook discussion and simulation tools. The Internet and Higher Education, 22, 51-56.
    Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic inquiry. Sage Publications.
    Liu, X., & Hinchey, M. (1996). The internal consistency of a concept mapping scoring scheme and its effect on prediction validity. International Journal of Science Education, 18(8), 921-937.
    Mahasneh, A. (2017). The effect of using electronic mind mapping on achievement and attitudes in an introduction to educational psychology course. New Educational Review, 47(1), 295-304.
    Makany, T., Kemp, J., & Dror, I. E. (2009). Optimising the use of note‐taking as an external cognitive aid for increasing learning. British Journal of Educational Technology, 40(4), 619-635.
    Malycha, C. P., & Maier, G. W. (2017). Enhancing creativity on different complexity levels by eliciting mental models. Psychology of Aesthetics, Creativity, and the Arts, 11(2), 187-205.
    Mammen, J. R., & Mammen, C. R. (2018). Beyond concept analysis: Uses of mind mapping software for visual representation, management, and analysis of diverse digital data. Research in Nursing and Health, 41(6), 583-592.
    Maniam, K., Ahmad, N. R. M., Gandhi, M., Gunasingam, A., & Amin, M. S. B. M. (2018). The effect of mind mapping vs traditional handout on the understanding of a topic among medical students–a randomized controlled trial. American Journal of Educational Science, 4(1), 1-7.
    Marashi, H., & Kangani, M. (2018). Using concept mapping and mind mapping in descriptive and narrative writing classes. Journal of Language and Translation, 8(2), 93-106.
    Margulies, N. (1992). Mapping inner space: Learning and teaching mind mapping. Hawker Brownlow Education.
    Markham, K. M., Mintzes, J. J., & Jones, M. G. (1994). The concept map as a research and evaluation tool: Further evidence of validity. Journal of Research in Science Teaching, 31(1), 91–101.
    Markow, P. G., & Lonning, R. A. (1998). Usefulness of concept maps in college chemistry laboratories: Students' perceptions and effects on achievement. Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching, 35(9), 1015-1029.
    Marshall, M. N. (1996). Sampling for qualitative research. Family practice, 13(6), 522-526.
    Martin, B. L., Mintzes, J. J., & Clavijo, I. E. (2000). Restructuring knowledge in biology: Cognitive processes and metacognitive reflections. International Journal of Science Education, 22(3), 303-323.
    Martindale, A., & Collins, D. (2007). Enhancing the evaluation of effectiveness with professional judgment and decision making. The Sport Psychologist, 21(4), 458-474.
    Maxwell, J. A. (2012). Qualitative research design: An interactive approach. Sage Publications.
    Mayer, R. E. (2017). Using multimedia for e‐learning. Journal of Computer Assisted Learning, 33(5), 403-423.
    McClure, J. R., Sonak, B., & Suen, H. K. (1999). Concept map assessment of classroom learning: Reliability, validity, and logistical practicality. Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching, 36(4), 475-492.
    Merchie, E., & Van Keer, H. (2016). Stimulating graphical summarization in late elementary education: The relationship between two instructional mind-map approaches and student characteristics. The Elementary School Journal, 116(3), 487-522.
    Mintzes, J. J., Canas, A., Coffey, J., Gorman, J., Gurley, L., Hoffman, R., & Wandersee, J. H. (2011). Comment on “retrieval practice produces more learning than elaborative studying with concept mapping”. Science, 334(6055), 453-453.
    Mintzes, J. J. & Wandersee, J. H. (1998). Reform and innovation in science teaching: A human constructivist view. In J. J. Mintzes, J. H. Wandersee, & J. D. Novak (Eds.), Teaching science for understanding: A human constructivist view. New York: Academic Press.
    Miyatsu, T., Nguyen, K., & McDaniel, M. A. (2018). Five popular study strategies: Their pitfalls and optimal implementations. Perspectives on Psychological Science, 13(3), 390-407.
    Mumford, M. D., Mobley, M. I., Reiter-Palmon, R., Uhlman, C. E., & Doares, L. M. (1991). Process analytic models of creative capacities. Creativity Research Journal, 4(2), 91–122.
    Murley, D. (2007). Mind-mapping complex information. Illinois: Southern Illinois University School of Law Library.
    Näykki, P., & Järvelä, S. (2008). How pictorial knowledge representations mediate collaborative knowledge construction in groups. Journal of Research on Technology in Education, 40(3), 359-387.
    Nettleship, J. (1992). Active learning in economics: Mind maps and wall charts. Economics, 28(118), 69–71.
    Nesbit, J. C., & Adesope, O. O. (2006). Learning with concept and knowledge maps: A meta-analysis. Review of Educational Research, 76(3), 413-448.
    Nguyen, H.B., Ho, T.P., & Nguyen, T.T.N. (2018). Advanced writing skills. Can Tho: Can Tho University Publishing House.
    Nguyen, H. B., & Nguyen, N. T. K. (2017). Summarizing strategies: Potential tool to promote English as a foreign language (EFL) students' reading comprehension at a vocational school. European Journal of Education Studies, 3(8), 51-72.
    Nguyen, H. B., & Pham, Q. N. (2018). Concept mapping influencing students’ ability to summarize reading passages. European Journal of Education Studies, 4(4), 306-319.
    Nickols, F. (2000). The knowledge in knowledge management. The Knowledge Management Yearbook, 2000–2001, 12, 21.
    Novak, J. D. (1990). Concept mapping: A useful tool for science education. Journal of Research in Science Teaching, 27, 937-949.
    Novak, J. D. (1993). Human constructivism: A unification of psychological and epistemological phenomena in meaning making. International Journal of Personal Construct Psychology, 6(2), 167-193.
    Novak, J. D. (2002). Meaningful learning: The essential factor for conceptual change in limited or inappropriate propositional hierarchies leading to empowerment of learners. Science Education, 86(4), 548–571.
    Novak, J. D., & Cañas, A. J. (2006). The theory underlying concept maps and how to construct them. Florida Institute for Human and Machine Cognition, 1(1), 1-31.
    Novak, J.D. & Cañas, A. J. (2008). The theory underlying concept maps and how to construct and use them. Pensacola, FL.
    Novak, J. D. & Gowin, D. B. (1984). Learning how to learn. New York: Cambridge University Press.
    Novilasari, E., & Nugroho, H. A. (2014). The use of mind mapping technique to teach writing of narrative text to the eleventh grade. Retain, 2(2), 14-30.
    Nurlaila, A. P. (2013). The use of mind mapping technique in writing descriptive text. Journal of English and Education, 1(2), 9-15.
    O’Donnell, A. M., Dansereau, D. F., & Hall, R. H. (2002). Knowledge maps as scaffolds for cognitive processing. Educational Psychology Review, 14, 71-86.
    Osborn, A. F. (1963). Applied imagination: Principles and procedures of creative problem-solving. New York: Charles Scribner's.
    Padang, J. S. M., & Gurning, B. (2014). Improving students’ achievement in writing descriptive text through mind mapping strategy. Register Journal of English Language Teaching of FBS-Unimed, 3, 1-11.
    Patrick, A. O. (2011). Concept mapping as a study skill: Effects on students achievement in biology. International Journal of Educational Sciences, 3(1), 49-57.
    Pečjak, S., & Pirc, T. (2018). Developing summarizing skills in 4th grade students: Intervention programme effects. International Electronic Journal of Elementary Education, 10(5), 571-581.
    Pennebaker, J. W. (2017). Mind mapping: Using everyday language to explore social and psychological processes. Procedia Computer Science, 118, 100-107.
    Peterson, A. R., & Snyder, P. J. (1998). Using mind maps to teach social problems analysis. In Annual meeting of the society for the study of social problems (pp. 20-22). Pergamon.
    Polat, O., Yavuz, E. A., & Tunc, A. B. O. (2017). The effect of using mind maps on the development of maths and science skills. Cypriot Journal of Educational Sciences, 12(1), 32-45.
    Poldrack, R. A., & Packard, M. G. (2003). Competition among multiple memory systems: converging evidence from animal and human brain studies. Neuropsychologia, 41(3), 245-251.
    Pontes, A., Serrano, R., & Muñoz, J. M. (2015). Concept maps as a resource of interest for initial training of secondary school teachers: opinions of students in the area of social sciences and humanities. Educacion XX1, 18(1), 99-123.
    Powell, M. (2012). Dynamic presentations. Student's book with audio CDs. Cambridge University Press.
    Pudelko, B., Young, M., Vincent-Lamarre, P., Charlin, B. (2012). Mapping as a learning strategy in health professions education: A critical analysis. Medical Education, 46 (12), 1215–1225.
    Quinn, H. J., Mintzes, J. J., & Laws, R. A. (2003). Successive concept mapping: Assessing understanding in college science classes. Journal of College Science Teaching, 33(3), 12-16.
    Reader, W., & Hammond, N. (1994, January). Computer-based tools to support learning from hypertext: concept mapping tools and beyond. In Computer assisted learning: Selected contributions from the CAL'93 symposium (pp. 99-106). Pergamon.
    Reimann, P., & Schult, T. J. (1996). Turning examples into cases: Acquiring knowledge structures for analogical problem solving. Educational Psychologist, 31(2), 123-132.
    Rekrut, M. D. (1999). Using the Internet in classroom instruction: A primer for teachers. Journal of Adolescent & Adult Literacy, 42(7), 546-557.
    Rickards, J. P., Fajen, B. R., Sullivan, J. F., & Gillespie, G. (1997). Signaling, notetaking, and field independence–dependence in text comprehension and recall. Journal of Educational Psychology, 89(3), 508-518.
    Riswanto, & Putra, P. (2012). The use of mind mapping strategy in the teaching of writing at SMAN 3 Bengkulu, Indonesia. International Journal of Humanities and Social Science, 2(21), 60-68.
    Robinson, D. H., Katayama, A. D., Dubois, N. F., & Devaney, T. (1998). Interactive effects of graphic organizers and delayed review on concept application. The Journal of Experimental Education, 67(1), 17-31.
    Ruddell, R. B., & Boyle, O. F. (1989). A study of cognitive mapping as a means to improve summarization and comprehension of expository text. Literacy Research and Instruction, 29(1), 12-22.
    Ruiz-Primo, M. A., Schultz, S. E., Li, M., & Shavelson, R. J. (2001). Comparison of the reliability and validity of scores from two concept‐mapping techniques. Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching, 38(2), 260-278.
    Ruiz-Primo, M. A., & Shavelson, R. J. (1996). Problems and issues in the use of concept maps in science assessment. Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching, 33(6), 569-600.
    Samarawickrema, G. & O’Reilly, J. (2003). Using concept maps to improve the quality of learning law at a distance. In G. Davis & E. Stacey (Eds), Quality education at a distance (pp. 161–168). Boston: Kluwer Academic Publishers.
    Santhanam, E., Leach, C., & Dawson, C. (1998). Concept mapping: How should it be introduced, and is there evidence for long term benefit? Higher Education, 35(3), 317-328.
    Sackett, G. P. (1978). Observing behavior: Theory and applications in mental retardation. Quarterly Review of Biology, 49, 181 -200.
    Sackett, G. P. (1979). The lag sequential analysis of contingency and cyclicity in behavioral interaction research. Handbook of Infant Development, 1, 623-649.
    Schau, C., & Mattern, N. (1997). Use of map techniques in teaching applied statistics courses. The American Statistician, 51(2), 171-175.
    Schau, C., Mattern, N., Zeilik, M., Teague, K. W., & Weber, R. J. (2001). Select-and-fill-in concept map scores as a measure of students’ connected understanding of science. Educational and Psychological Measurement, 61(1), 136-158.
    Schleinschok, K., Eitel, A., & Scheiter, K. (2017). Do drawing tasks improve monitoring and control during learning from text? Learning and Instruction, 51, 10-25.
    Schuman, H., Walsh, E., Olson, C., & Etheridge, B. (1985). Effort and reward: The assumption that college grades are affected by quantity of study. Social Forces, 63(4), 945-966.
    Segalàs, J., Ferrer-Balas, D., & Mulder, K. F. (2008). Conceptual maps: measuring learning processes of engineering students concerning sustainable development. European Journal of Engineering Education, 33(3), 297-306.
    Shanahan, T., Callison, K., Carriere, C., Duke, N. K., Pearson, P. D., Schatschneider, C., & Torgersen, J. (2010). Improving reading comprehension in kindergarten through 3rd grade. Washington, DC.
    Shi, Y., Yang, H., Dou, Y., & Zeng, Y. (2022). Effects of mind mapping-based instruction on student cognitive learning outcomes: A meta-analysis. Asia Pacific Education Review, 1-15.
    Shiffrin, R. M., & Schneider, W. (1977). Controlled and automatic human information processing: II. Perceptual learning, automatic attending and a general theory. Psychological Review, 84(2), 127.
    Siemens, G. (2010). What are learning analytics. ELEARNSPACE: Learning, networks, knowledge, technology, community. Washington, DC.
    Slotte, V., & Lonka, K. (1999). Review and process effects of spontaneous note taking on text comprehension. Contemporary Educational Psychology, 24(1), 1–20.
    Small, M. L. (2009). How many cases do I need? On science and the logic of case selection in field-based research. Ethnography, 10(1), 5-38.
    Soleimani, H., & Nabizadeh, F. (2012). The effect of learner constructed, fill in the map concept map technique, and summarizing strategy on Iranian preuniversity students’ reading comprehension. English Language Teaching, 5(9), 78-87.
    Somers, M. J., Passerini, K., Parhankangas, A., & Casal, J. (2014). Using mind maps to study how business school students and faculty organize and apply general business knowledge. The International Journal of Management Education, 12(1), 1-13.
    Souchay, C., & Isingrini, M. (2004). Age related differences in metacognitive control: Role of executive functioning. Brain and Cognition, 56(1), 89-99.
    Stapleton, P. (2012). Shifting cognitive processes while composing in an electronic environment: A study of L2 graduate writing. Applied Linguistics Review, 3(1), 151-171.
    Stavy, R., Eisen, Y., & Yaakobi, D. (1987). How students aged 13‐15 understand photosynthesis. International Journal of Science Education, 9(1), 105-115.
    Stein, B. L., & Kirby, J. R. (1992). The effects of text absent and text present conditions on summarization and recall of text. Journal of Reading Behavior, 24,217-232.
    Sternberg, R. J., & Horvath, J. A. (1995). A prototype view of expert teaching. Educational researcher, 24(6), 9-17.
    Stewart, P. W., Cooper, S. S., & Moulding, L. R. (2007). Metacognitive development in professional educators. The Researcher, 21(1), 32-40.
    Supriyanto, J. (2013). The effect of mind mapping strategy on the students’ writing ability. JP3, 13(1), 184-190.
    Tan, J. P. L., Caleon, I. S., Jonathan, C. R., & Koh, E. (2014). A dialogic framework for assessing collective creativity in computer-supported collaborative problem-solving tasks. Research & Practice in Technology Enhanced Learning, 9(3), 411–437.
    Taylor, B. M., & Beach, R. W. (1984). The effects of text structure instruction on middle-grade students' comprehension and production of expository text. Reading Research Quarterly, 3, 134-146.
    Taylor, B., & Berkowitz, S. (1980). Facilitating children's comprehension of content material. Perspectives in Reading Research and Instruction, 19(2), 64-68.
    Tergan, S. O. (2005). Digital concept maps for managing knowledge and information. In Knowledge and information visualization (pp. 185-204). Springer, Berlin, Heidelberg.
    Titsworth, B. S., & Kiewra, K. A. (2004). Spoken organizational lecture cues and student note taking as facilitators of student learning. Contemporary Educational Psychology, 29(4), 447–461.
    Tulley, C. E. (2018). How writing faculty write: Strategies for process, product, and productivity. University Press of Colorado.
    Tungprapa, T. (2015). Effect of using the electronic mind map in the educational research methodology course for master-degree students in the faculty of education. International Journal of Information and Education Technology, 5(11), 803-811.
    Turns, J., Atman, C. J., & Adams, R. (2000). Concept maps for engineering education: A cognitively motivated tool supporting varied assessment functions. IEEE Transactions on Education, 43(2), 164-173.
    Ulama, N. (2016). Incorporating teaching EFL reading into the model of learning from presentation for Indonesian students. Al-Tsaqafa: Jurnal Ilmiah Peradaban Islam, 13(2), 227–242.
    Vakil, E., & Agmon-Ashkenazi, D. (1997). Baseline performance and learning rate of procedural and declarative memory tasks: Younger versus older adults. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 52(5), 229-234.
    Vekiri, I. (2002). What is the value of graphical displays in learning? Educational Psychology Review, 14(3), 261-312.
    Van Dijk, T. A., & Kintsch, W. (1983). Strategies of discourse comprehension. San Diego, CA: Academic Press.
    Van Gog, T., & Kester, L. (2012). A test of the testing effect: acquiring problem‐solving skills from worked examples. Cognitive Science, 36(8), 1532-1541.
    Van Gog, T., & Sweller, J. (2015). Not new, but nearly forgotten: The testing effect decreases or even disappears as the complexity of learning materials increases. Educational Psychology Review, 27(2), 247-264.
    Walker, J. M., & King, P. H. (2003). Concept mapping as a form of student assessment and instruction in the domain of bioengineering. Journal of Engineering Education, 92(2), 167-178.
    Watson, M. K., Pelkey, J., Noyes, C. R., & Rodgers, M. O. (2014). Use of concept maps to assess student sustainability knowledge. In 2014 ASEE annual conference & exposition (pp. 24-1305).
    Watson, M. K., Pelkey, J., Noyes, C. R., & Rodgers, M. O. (2016). Assessing conceptual knowledge using three concept map scoring methods. Journal of Engineering Education, 105(1), 118-146.
    Wei, Y. S., Hutagalung, F. D., & Peng, C. F. (2020). The effectiveness of thinking maps, mind maps, and concept maps toward cognitive abilities among year 1 indigenous learners. In The social sciences empowered (pp. 121-126). CRC Press.
    Weinstein, C. E., & Mayer, R. E. (1986) The teaching of learning strategies. In M. C. Wittrock (Ed.), Handbook on research in teaching. New York: Macmillan.
    Wette, R. (2017). Using mind maps to reveal and develop genre knowledge in a graduate writing course. Journal of Second Language Writing, 38, 58-71.
    Wetzels, S. A., Kester, L., & Van Merrienboer, J. J. (2011). Adapting prior knowledge activation: Mobilisation, perspective taking, and learners’ prior knowledge. Computers in Human Behavior, 27(1), 16-21.
    White, R., & Gunstone, R. (1992). Probing understanding. London: The Falmer Press.
    Wilgis, M., & McConnell, J. (2008). Concept mapping: An educational strategy to improve graduate nurses’ critical thinking skills during a hospital orientation program. The Journal of Continuing Education in Nursing, 39(3), 119-126.
    Willis, C. L., & Miertschin, S. L. (2006). Mind maps as active learning tools. Journal of Computing Sciences in Colleges, 21(4), 266-272.
    Winograd, P. N. (1984). Strategic difficulties in summarizing texts. Reading Research Quarterly, 2, 404-425.
    Worth, S. L. (2000). Critical thinking ability as a predictor of success in a large undergraduate course. The University of Tennessee.
    Wu, C. H., Hwang, G. J., Kuo, F. R., & Huang, I. (2013). A mindtool-based collaborative learning approach to enhancing students' innovative performance in management courses. Australasian Journal of Educational Technology, 29(1), 129-142.
    Wuryaningrum, R., Bektiarso, S., & Suyitno, I. (2020). The effects of knowledge-transforming text on elementary students' declarative, procedural knowledge, and motivation in environmental learning. International Journal of Instruction, 13(1), 567-586.
    Yener, Y., Bahar, M., Demir, N. S., Yılmaz, M., & Yener, D. (2018). The cognitive structure of pre-service science teachers about energy metabolism. Journal of Baltic Science Education, 17(3), 462-482.
    Zheng, X., Johnson, T. E., & Zhou, C. (2020). A pilot study examining the impact of collaborative mind mapping strategy in a flipped classroom: Learning achievement, self-efficacy, motivation, and students’ acceptance. Educational Technology Research and Development, 68(6), 3527-3545.

    QR CODE