Enhancing Critical Thinking And Problem Solving Skills By Complexity Science-Problem Based Learning Model
https://doi.org/10.17583/remie.9409
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Abstract
Critical thinking and problem-solving are fundamental skills that students need to master. Various learning obstacles that occur during the pandemic of Covid-19 have hindered critical thinking and problem-solving skills training. This study aimed to enhance students' critical thinking and problem-solving skills through Complexity Science-Problem Based Learning (CS-PBL) model. The research applied quasi-experimental with Nonequivalent Pre-test-Post test Control Group Design. The research sample consisted of 27 students in the experimental CS-PBL group, 29 students in the PBL group, and 26 students in the direct learning group. The instrument used in the research was an essay test of critical thinking integrated with problem-solving. Data were analyzed using ANCOVA followed by an LSD test. The results showed that the CS-PBL model enhanced students' critical thinking and problem-solving skills (p<0.05). Therefore, the CS-PBL model is applicable to facilitate the enhancement of critical thinking and problem-solving skills in the post covid-19 pandemic.
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Abbasi, S., Ayoob, T., Malik, A., & Memon, S. I. (2020). Perceptions of students regarding E-learning during Covid-19 at a private medical college. Pakistan Journal of Medical Sciences, 36(COVID19-S4), 1–5. https://doi.org/10.12669/pjms.36.COVID19-S4.2766
Google Scholar CrossrefAl-Balas, M., Al-Balas, H. I., Jaber, H. M., Obeidat, K., Al-Balas, H., Aborajooh, E. A., Al-Taher, R., & Al-Balas, B. (2020). Distance learning in clinical medical education amid COVID-19 pandemic in Jordan: Current situation, challenges, and perspectives. BMC Medical Education, 20(341), 1–7. https://doi.org/10.1186/s12909-020-02257-4
Google Scholar CrossrefAlsoufi, A., Alsuyihili, A., Msherghi, A., Elhadi, A., Atiyah, H., Ashini, A., Ashwieb, A., Ghula, M., Ben Hasan, H., Abudabuos, S., Alameen, H., Abokhdhir, T., Anaiba, M., Nagib, T., Shuwayyah, A., Benothman, R., Arrefae, G., Alkhwayildi, A., Alhadi, A., … Elhadi, M. (2020). Impact of the COVID-19 pandemic on medical education: Medical students’ knowledge, attitudes, and practices regarding electronic learning. PLOS ONE, 15(11), 1–20. https://doi.org/10.1371/journal.pone.0242905
Google Scholar CrossrefAmanda, F. F., Sumitro, S. B., Lestari, S. R., & Ibrohim. (2022). Developing complexity science-problem based learning model to enhance conceptual mastery. Journal of Education and Learning (EduLean), 16(1), 65–75. https://doi.org/10.11591/edulearn.v16i1.20408
Google Scholar CrossrefAnderson, R. A., Crabtree, B. F., Steele, D. J., & McDaniel, R. R. (2005). Case Study Research: The View From Complexity Science. Qualitative Health Research, 15(5), 669–685. https://doi.org/10.1177/1049732305275208
Google Scholar CrossrefAstriani, D., Susilo, H., Suwono, H., Lukiati, B., & Purnomo, A. R. (2020). Mind Mapping in Learning Models: A Tool to Improve Student Metacognitive Skills. International Journal of Emerging Technologies in Learning (IJET), 15(6), 4–17. https://doi.org/10.3991/ijet.v15i06.12657
Google Scholar CrossrefBest, J. W., & Kahn, J. V. (2006). Research in education (10th ed). Pearson/Allyn and Bacon. https://www.academia.edu/5382594/Research_in_Education_Tenth_Edition_
Google Scholar CrossrefBezanilla, M.-J., Galindo-Domínguez, H., & Poblete, M. (2021). Importance and possibilities of development of critical thinking in the university: The teacher’s perspective. Multidisciplinary Journal of Educational Research, 11(1), 20-48. https://doi.org/10.17583/remie.0.6159
Google Scholar CrossrefBraßler, M. (2016). Interdisciplinary Problem-Based Learning—A Student-Centered Pedagogy to Teach Social Sustainable Development in Higher Education. In W. Leal Filho & P. Pace (Eds.), Teaching Education for Sustainable Development at University Level (pp. 245–257). Springer International Publishing. https://doi.org/10.1007/978-3-319-32928-4_17
Google Scholar CrossrefCare, E., Scoular, C., & Griffin, P. (2016). Assessment of Collaborative Problem Solving in Education Environments. Applied Measurement in Education, 29(4), 250–264. https://doi.org/10.1080/08957347.2016.1209204
Google Scholar CrossrefChang, E. C., & D’Zurilla, T. J. (1996). Relations between problem orientation and optimism, pessimism, and trait affectivity: A construct validation study. Behaviour Research and Therapy, 34(2), 185–194. https://doi.org/10.1016/0005-7967(95)00046-1
Google Scholar CrossrefChang, J.-H., Chiu, P.-S., & Huang, Y.-M. (2018). A Sharing Mind Map-oriented Approach to Enhance Collaborative Mobile Learning With Digital Archiving Systems. The International Review of Research in Open and Distributed Learning, 19(1), 1–24. https://doi.org/10.19173/irrodl.v19i1.3168
Google Scholar CrossrefChesters, G. (2004). Global Complexity and Global Civil Society. VOLUNTAS: International Journal of Voluntary and Nonprofit Organizations, 15(4), 323–342. https://doi.org/10.1007/s11266-004-1235-9
Google Scholar CrossrefChin, C., & Chia, L.-G. (2006). Problem-based learning: Using ill-structured problems in biology project work. Science Education, 90(1), 44–67. https://doi.org/10.1002/sce.20097
Google Scholar CrossrefClark, S. K., Smith, L. K., Judd, E., & Rosdahl, V. (2021). Using Disciplinary Literacy to Teach Children to Write Science Informational Text. Reading Psychology, 57(3), 1–30. https://doi.org/10.1080/02702711.2021.1888353
Google Scholar CrossrefComan, C., Țîru, L. G., Meseșan-Schmitz, L., Stanciu, C., & Bularca, M. C. (2020). Online Teaching and Learning in Higher Education during the Coronavirus Pandemic: Students’ Perspective. Sustainability, 12(24), 1–24. https://doi.org/10.3390/su122410367
Google Scholar CrossrefDavis, B., & Simmt, E. (2003). Understanding Learning Systems: Mathematics Education and Complexity Science. Journal for Research in Mathematics Education, 34(2), 137–167. https://doi.org/10.2307/30034903
Google Scholar CrossrefDev, S. B. (2015). Unsolved problems in biology—The state of current thinking. Progress in Biophysics and Molecular Biology, 117(2–3), 232–239. https://doi.org/10.1016/j.pbiomolbio.2015.02.001
Google Scholar CrossrefDocktor, J. L., Strand, N. E., Mestre, J. P., & Ross, B. H. (2015). Conceptual problem solving in high school physics. Physical Review Special Topics - Physics Education Research, 11(2), 1–13. https://doi.org/10.1103/PhysRevSTPER.11.020106
Google Scholar CrossrefDoleck, T., Bazelais, P., Lemay, D. J., Saxena, A., & Basnet, R. B. (2017). Algorithmic thinking, cooperativity, creativity, critical thinking, and problem solving: Exploring the relationship between computational thinking skills and academic performance. Journal of Computers in Education, 4(4), 355–369. https://doi.org/10.1007/s40692-017-0090-9
Google Scholar CrossrefDörner, D., & Funke, J. (2017). Complex Problem Solving: What It Is and What It Is Not. Frontiers in Psychology, 8, 1153. https://doi.org/10.3389/fpsyg.2017.01153
Google Scholar CrossrefDube, B. (2020). Rural online learning in the context of COVID 19 in South Africa: Evoking an inclusive education approach. Multidisciplinary Journal of Educational Research, 10(2), Art. 2. https://doi.org/10.17583/remie.2020.5607
Google Scholar CrossrefEl-Seoud, A. M. S., Taj-Eddin, I. A. T. F., Seddiek, N., El-Khouly, M. M., & Nosseir, A. (2014). E-Learning and Students’ Motivation: A Research Study on the Effect of E-Learning on Higher Education. International Journal of Emerging Technologies in Learning (IJET), 9(4), 20–26. https://doi.org/10.3991/ijet.v9i4.3465
Google Scholar CrossrefEnnis, R. H. (1993). Critical thinking assessment. Theory Into Practice, 32(3), 179–186. https://doi.org/10.1080/00405849309543594
Google Scholar CrossrefEtkina, E., & Planinšič, G. (2015). Defining and Developing “Critical Thinking” Through Devising and Testing Multiple Explanations of the Same Phenomenon. The Physics Teacher, 53(7), 432–437. https://doi.org/10.1119/1.4931014
Google Scholar CrossrefFischer, A., Greiff, S., & Funke, J. (2012). The Process of Solving Complex Problems. The Journal of Problem Solving, 4(1), 19–42. https://doi.org/10.7771/1932-6246.1118
Google Scholar CrossrefFortunka, K. B. (2020). Factors affecting human health in the modern world. Journal of Education, Health and Sport, 10(4), 75–81. https://doi.org/10.12775/JEHS.2020.10.04.009
Google Scholar CrossrefGarad, A., Al-Ansi, A. M., & Qamari, I. N. (2021). The Role Of E-Learning Infrastructure And Cognitive Competence In Distance Learning Effectiveness During The Covid-19 Pandemic. Jurnal Cakrawala Pendidikan, 40(1), 81–91. https://doi.org/10.21831/cp.v40i1.33474
Google Scholar CrossrefGe, X., Law, V., & Huang, K. (2016). Detangling the Interrelationships Between Self-Regulation and Ill-Structured Problem Solving in Problem-Based Learning. Interdisciplinary Journal of Problem-Based Learning, 10(2), 1–14. https://doi.org/10.7771/1541-5015.1622
Google Scholar CrossrefGewurtz, R. E., Coman, L., Dhillon, S., Jung, B., & Solomon, P. (2016). Problem-based Learning and Theories of Teaching and Learning in Health Professional Education. Journal of Perspectives in Applied Academic Practice, 4(1), 59–70. https://doi.org/10.14297/jpaap.v4i1.194
Google Scholar CrossrefGraesser, A. C., Fiore, S. M., Greiff, S., Andrews-Todd, J., Foltz, P. W., & Hesse, F. W. (2018). Advancing the Science of Collaborative Problem Solving. Psychological Science in the Public Interest, 19(2), 59–92. https://doi.org/10.1177/1529100618808244
Google Scholar CrossrefHake, R. R. (2002). Relationship of Individual Student Normalized Learning Gains in Mechanics with Gender, High-School Physics, and Pretest Scores on Mathematics and Spatial Visualization. Physics Education Research Conference. https://web.physics.indiana.edu/hake/PERC2002h-Hake.pdf
Google Scholar CrossrefHasan, N., & Bao, Y. (2020). Impact of “e-Learning crack-up” perception on psychological distress among college students during COVID-19 pandemic: A mediating role of “fear of academic year loss.” Children and Youth Services Review, 118(4), 1–10. https://doi.org/10.1016/j.childyouth.2020.105355
Google Scholar CrossrefHattan, C., & Alexander, P. (2018). Scaffolding Reading Comprehension for Competent Readers. Literacy Research: Theory, Method, and Practice, 67(1), 296–309. https://doi.org/10.1177/2381336918786885
Google Scholar CrossrefHernández, J.-M., Reyes, A., Dueñas, J.-M., Merchán-Merchán, M., & López, G.-D. (2021). Project-Based Learning in Teaching the Safe Management of Pesticides in aRural Community. Multidisciplinary Journal of Educational Research, 11(2), Art. 2. https://doi.org/10.17583/remie.0.6794
Google Scholar CrossrefHiong, L. C., & Osman, K. (2015). An Interdisciplinary Approach for Biology, Technology, Engineering and Mathematics (BTEM) to Enhance 21st Century Skills in Malaysia. K12 STEM Education, 1 (3 (July-September)), 137-147. https://doi.org/10.14456/K12STEMED.2015.25
Google Scholar CrossrefHoffmann, M., & Borenstein, J. (2014). Understanding Ill-Structured Engineering Ethics Problems Through a Collaborative Learning and Argument Visualization Approach. Science and Engineering Ethics, 20(1), 261–276. https://doi.org/10.1007/s11948-013-9430-y
Google Scholar CrossrefHoward, M., Steensma, H. K., Lyles, M., & Dhanaraj, C. (2016). Learning to collaborate through collaboration: How allying with expert firms influences collaborative innovation within novice firms. Strategic Management Journal, 37(10), 2092–2103. https://doi.org/10.1002/smj.2424
Google Scholar CrossrefJacobson, M. J., Levin, J. A., & Kapur, M. (2019). Education as a Complex System: Conceptual and Methodological Implications. Educational Researcher, 48(2), 112–119. https://doi.org/10.3102/0013189X19826958
Google Scholar CrossrefKasperski, R., Shany, M., & Katzir, T. (2016). The role of RAN and reading rate in predicting reading self-concept. Reading and Writing, 29(1), 117–136. https://doi.org/10.1007/s11145-015-9582-z
Google Scholar CrossrefKim, J. S., Burkhauser, M. A., Mesite, L. M., Asher, C. A., Relyea, J. E., Fitzgerald, J., & Elmore, J. (2021). Improving reading comprehension, science domain knowledge, and reading engagement through a first-grade content literacy intervention. Journal of Educational Psychology, 113(1), 3–26. https://doi.org/10.1037/edu0000465
Google Scholar CrossrefKlassen, A. C., Creswell, J., Clark, V. L. P., Smith, K. C., & Meissner, H. I. (2012). Best practices in mixed methods for quality of life research. Quality of Life Research, 21(3), 377–380. https://doi.org/10.1007/s11136-012-0122-x
Google Scholar CrossrefKokotovich, V. (2008). Problem analysis and thinking tools: An empirical study of non-hierarchical mind mapping. Design Studies, 29(1), 49–69. https://doi.org/10.1016/j.destud.2007.09.001
Google Scholar CrossrefKritikos, V. S., Woulfe, J., Sukkar, M. B., & Saini, B. (2011). Intergroup Peer Assessment in Problem-Based Learning Tutorials for Undergraduate Pharmacy Students. American Journal of Pharmaceutical Education, 75(4), 1–12. https://doi.org/10.5688/ajpe75473
Google Scholar CrossrefKusumawati, W. (2012). Problem Based Learning (PBL) dalam KBK dan Pencapaian Prestasi Akademik: Evaluasi Implementasi PBL. 4(1), 30–38. http://dx.doi.org/10.26532/sainsmed.v4i1
Google Scholar CrossrefKuzle, A. (2015). Problem solving as an instructional method: The use of open problems in technology problem solving instruction. Lumat: International Journal of Math, Science and Technology Education, 3(1), 69–86. https://doi.org/10.31129/lumat.v3i1.1052
Google Scholar CrossrefLocher, F. M., Becker, S., Schiefer, I., & Pfost, M. (2021). Mechanisms mediating the relation between reading self-concept and reading comprehension. European Journal of Psychology of Education, 36(1), 1–20. https://doi.org/10.1007/s10212-020-00463-8
Google Scholar CrossrefMa’ayan, A. (2017). Complex systems biology. Journal of The Royal Society Interface, 14(134), 1–9. https://doi.org/10.1098/rsif.2017.0391
Google Scholar CrossrefMartinho, D., Sobreiro, P., & Vardasca, R. (2021). Teaching Sentiment in Emergency Online Learning—A Conceptual Model. Education Sciences, 11(53), 1–16. https://doi.org/10.3390/educsci11020053
Google Scholar CrossrefMennin, S. (2007). Small-group problem-based learning as a complex adaptive system. Teaching and Teacher Education, 23(3), 303–313. https://doi.org/10.1016/j.tate.2006.12.016
Google Scholar CrossrefMiner-Romanoff, K., Rae, A., & Zakrzewski, C. E. (2019). A Holistic and Multifaceted Model for Ill-Structured Experiential Problem-Based Learning: Enhancing Student Critical Thinking and Communication Skills. Journal of Problem Based Learning in Higher Education, 7(1), 70–96. https://doi.org/10.5278/ojs.jpblhe.v7i1.3341
Google Scholar CrossrefMiranti, M. G., & Wilujeng, B. Y. (2018). Creative Thinking Skills Enhancement Using Mind Mapping. Proceedings of the 1st International Conference on Social, Applied Science and Technology in Home Economics (ICONHOMECS 2017). 1st International Conference on Social, Applied Science and Technology in Home Economics (ICONHOMECS 2017), Surbaya, Indonesia. https://doi.org/10.2991/iconhomecs-17.2018.9
Google Scholar CrossrefMishra, L., Gupta, T., & Shree, A. (2020). Online teaching-learning in higher education during lockdown period of COVID-19 pandemic. International Journal of Educational Research Open, 1, 100012. https://doi.org/10.1016/j.ijedro.2020.100012
Google Scholar CrossrefMorales-Mann, E. T., & Kaitell, C. A. (2001). Problem-based learning in a new Canadian curriculum. Journal of Advanced Nursing, 33(1), 13–19. https://doi.org/10.1046/j.1365-2648.2001.01633.x
Google Scholar CrossrefMorphew, J. W., Gladding, G. E., & Mestre, J. P. (2020). Effect of presentation style and problem-solving attempts on metacognition and learning from solution videos. Physical Review Physics Education Research, 16(1), 1–18. https://doi.org/10.1103/PhysRevPhysEducRes.16.010104
Google Scholar CrossrefMuhammad, N. (2016). Pendekatan Integrasi-Interkoneksi dalam Pendidikan PAUD. Golden Age: Jurnal Ilmiah Tumbuh Kembang Anak Usia Dini, 1(1), Art. 1. https://doi.org/10.14421/jga.2016.11-05
Google Scholar CrossrefNepal, S., Atreya, A., Menezes, R. G., & Joshi, R. R. (2020). Students’ Perspective on Online Medical Education Amidst The COVID-19 Pandemic in Nepal. Journal of Nepal Health Research Council, 18(3), 551–555. https://doi.org/10.33314/jnhrc.v18i3.2851
Google Scholar CrossrefNokes-Malach, T. J., Meade, M. L., & Morrow, D. G. (2012). The effect of expertise on collaborative problem solving. Thinking & Reasoning, 18(1), 32–58. https://doi.org/10.1080/13546783.2011.642206
Google Scholar CrossrefOsman, K., Hiong, L. C., & Vebrianto, R. (2013). 21st Century Biology: An Interdisciplinary Approach of Biology, Technology, Engineering and Mathematics Education. Procedia - Social and Behavioral Sciences, 102, 188–194. https://doi.org/10.1016/j.sbspro.2013.10.732
Google Scholar CrossrefO’Sullivan, D. (2004). Complexity science and human geography. Transactions of the Institute of British Geographers, 29(3), 282–295. https://doi.org/10.1111/j.0020-2754.2004.00321.x
Google Scholar CrossrefPapinczak, T., Young, L., Groves, M., & Haynes, M. (2007). An analysis of peer, self, and tutor assessment in problem-based learning tutorials. Medical Teacher, 29(5), e122–e132. https://doi.org/10.1080/01421590701294323
Google Scholar CrossrefPeter, E. E. (2012). Critical thinking: Essence for teaching mathematics and mathematics problem solving skills. African Journal of Mathematics and Computer Science Research, 5(3), 39–43. https://doi.org/10.5897/AJMCSR11.161
Google Scholar CrossrefPeterson, M. (1997). Skills to Enhance Problem-based Learning. Medical Education Online, 2(1), 1–9. https://doi.org/10.3402/meo.v2i.4289
Google Scholar CrossrefPizà Mir, B. (2021). Tendencias En El Currículo Español De Biología Y Geología En Educación Primaria Y Secundaria Según La Taxonomía Revisada De Bloom. Una Reflexión Para La Formación Del Profesorado. Dykinson, S.L. (Madrid, España), 452–466.
Google Scholar CrossrefPólya, G. (2004). How to solve it: A new aspect of mathematical method (Expanded Princeton Science Library ed). Princeton University Press.
Google Scholar CrossrefQing-Ke, F., Chi-Jen, L., Gwo-Jen, H., & Lixin, Z. (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. https://doi.org/10.1016/j.compedu.2019.04.005
Google Scholar CrossrefReynolds, D., & Goodwin, A. (2016). Supporting Students Reading Complex Texts: Evidence for Motivational Scaffolding. AERA Open, 2(4), 1–6. https://doi.org/10.1177/2332858416680353
Google Scholar CrossrefRott, B. (2020). Teachers’ Behaviors, Epistemological Beliefs, and Their Interplay in Lessons on the Topic of Problem Solving. International Journal of Science and Mathematics Education, 18(5), 903–924. https://doi.org/10.1007/s10763-019-09993-0
Google Scholar CrossrefSafrina, Saminan, & Hasan, M. (2015). Pengaruh Penerapan Model Problem Based Learning (PBL) Terhadap Keterampilan Proses Sains Dan Pemahaman Siswa Pada Materi Zat Kimia Dalam Makanan Pada Siswa Kelas VIII MTsN Meureudu. 3(1), 186–194. http://www.jurnal.unsyiah.ac.id/JPSI/article/view/7665/6286
Google Scholar CrossrefSahin, M. (2010). The impact of problem-based learning on engineering students’ beliefs about physics and conceptual understanding of energy and momentum. European Journal of Engineering Education, 35(5), 519–537.https://doi.org/10.1080/03043797.2010.487149
Google Scholar CrossrefSchmidt, H. G., Cohen-Schotanus, J., & Arends, L. R. (2009). Impact of problem-based, active learning on graduation rates for 10 generations of Dutch medical students. Medical Education, 43(3), 211–218. https://doi.org/10.1111/j.1365-2923.2008.03287.x
Google Scholar CrossrefSeibert, S. A. (2021). Problem-based learning: A strategy to foster generation Z’s critical thinking and perseverance. Teaching and Learning in Nursing, 16(1), 85–88. https://doi.org/10.1016/j.teln.2020.09.002
Google Scholar CrossrefSimanjuntak, M. P., Hutahaean, J., Marpaung, N., & Ramadhani, D. (2021). Effectiveness of Problem-Based Learning Combined with Computer Simulation on Students’ Problem-Solving and Creative Thinking Skills. International Journal of Instruction, 14(3), 519–534. https://doi.org/10.29333/iji.2021.14330a
Google Scholar CrossrefSingh, K., Srivastav, S., Bhardwaj, A., Dixit, A., & Misra, S. (2020). Medical Education During the COVID-19 Pandemic: A Single Institution Experience. Indian Pediatrics, 57(7), 678–679. https://doi.org/10.1007/s13312-020-1899-2
Google Scholar CrossrefSobaih, A. E. E., Hasanein, A. M., & Elnasr, A. E. A. (2020). Responses to COVID-19 in Higher Education: Social Media Usage for Sustaining Formal Academic Communication in Developing Countries. Sustainability, 12(6520), 1–18. https://doi.org/10.3390/su12166520
Google Scholar CrossrefSoni, V. D. (2020). Global Impact of E-learning during COVID 19. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3630073
Google Scholar CrossrefSousa, M. J., Martins, J. M., & Sousa, M. (2019). Decision-Making processes for effective problem solving to potentiate organisation sustainability. European Journal of Workplace Innovation, 5(1), 1–4. https://doi.org/10.46364/ejwi.v5i1.593
Google Scholar CrossrefStylianou, K. S., Heller, M. C., Fulgoni, V. L., Ernstoff, A. S., Keoleian, G. A., & Jolliet, O. (2016). A life cycle assessment framework combining nutritional and environmental health impacts of diet: A case study on milk. The International Journal of Life Cycle Assessment, 21(5), 734–746. https://doi.org/10.1007/s11367-015-0961-0
Google Scholar CrossrefSuk, W. A., Ahanchian, H., Asante, K. A., Carpenter, D. O., Diaz-Barriga, F., Ha, E.-H., Huo, X., King, M., Ruchirawat, M., da Silva, E. R., Sly, L., Sly, P. D., Stein, R. T., van den Berg, M., Zar, H., & Landrigan, P. J. (2016). Environmental Pollution: An Under-recognized Threat to Children’s Health, Especially in Low- and Middle-Income Countries. Environmental Health Perspectives, 124(3), 41–45. https://doi.org/10.1289/ehp.1510517
Google Scholar CrossrefSurif, J., Ibrahim, N. H., & Mokhtar, M. (2012). Conceptual and Procedural Knowledge in Problem Solving. Procedia - Social and Behavioral Sciences, 56, 416–425. https://doi.org/10.1016/j.sbspro.2012.09.671
Google Scholar CrossrefTawfik, A. A., Kim, K., & Msilu, F. (2018). How Success Versus Failure Cases Support Knowledge Construction in Collaborative Problem-Solving. Journal of Educational Computing Research, 57(4), 1–24. https://doi.org/10.1177/0735633118799750
Google Scholar CrossrefThompson, D. S., Fazio, X., Kustra, E., Patrick, L., & Stanley, D. (2016). Scoping review of complexity theory in health services research. BMC Health Services Research, 16(87), 1–16. https://doi.org/10.1186/s12913-016-1343-4
Google Scholar CrossrefTurner, J. R., & Baker, R. M. (2019). Complexity Theory: An Overview with Potential Applications for the Social Sciences. Systems, 7(1), 1–22. https://doi.org/10.3390/systems7010004
Google Scholar CrossrefUsta, D. N., Ültay, E., & Ültay, N. (2020). Reading the Concept Map of Physics Teacher Candidates: A Case of Light. Science Education International, 31(1), 14–21. https://doi.org/10.33828/sei.v31.i1.2
Google Scholar CrossrefVázquez-Alonso, Â., & Manassero-Mas, M. A. (2011). El descenso de las actitudes hacia la ciencia de chicos y chicas en la educación obligatoria. Ciência & Educação (Bauru), 17(2), 249–268. https://doi.org/10.1590/S1516-73132011000200001
Google Scholar CrossrefVieira, R. M., & Tenreiro-Vieira, C. (2016). Fostering Scientific Literacy and Critical Thinking in Elementary Science Education. International Journal of Science and Mathematics Education, 14(4), 659–680. https://doi.org/10.1007/s10763-014-9605-2
Google Scholar CrossrefWang, W.-C., Lee, C.-C., & Chu, Y.-C. (2010). A Brief Review on Developing Creative Thinking in Young Children by Mind Mapping. International Business Research, 3(3), 233–238. https://doi.org/10.5539/ibr.v3n3p233
Google Scholar CrossrefWilujeng, I., Tadeko, N., & Dwandaru, W. S. B. (2020). WEBSITE-BASED TECHNOLOGICAL PEDAGOGICAL AND CONTENT KNOWLEDGE FOR LEARNING PREPARATION OF SCIENCE TEACHERS. Jurnal Cakrawala Pendidikan, 39(3), 545–559. https://doi.org/10.21831/cp.v39i3.31228
Google Scholar CrossrefWulandari, R., Santri, D. J., & Zen, D. (2014). Penerapan Model Pembelajaran Problem Based Learning (PBL) Pada Pembelajaran Biologi Di SMA Negeri 14 Palembang. 1(1), 46–53. https://doi.org/10.36706/fpbio.v1i1.1164
Google Scholar CrossrefWüstenberg, S., Greiff, S., & Funke, J. (2012). Complex problem solving—More than reasoning? Intelligence, 40(1), 1–14. https://doi.org/10.1016/j.intell.2011.11.003
Google Scholar CrossrefYuliana, I., Kusairi, S., Taufiq, A., Priyadi, R., & Rosyidah, N. D. (2020). The analysis of students’ problem-solving ability in the 5E learning cycle with formative e-assessment. AIP Publishing, 2215 (1), 050015. https://doi.org/10.1063/5.0000751
Google Scholar CrossrefZhiwei, J., Ke, Y., Wenyang, L., Haigen, H., & Xiaoliang, Z. (2017). Mathematical and Computational Modeling in Complex Biological Systems. BioMed Research International, 2017(3), 1–16. https://doi.org/10.1155/2017/5958321
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