Abstract
Over the past few years, diverse forms of STEM (Science, Technology, Engineering and Mathematics) intervention have been designed, demonstrating their beneficial implications on students’ cognitive and affective domains. This study aims to systematically review the development of STEM education intervention on secondary education through the application of the innovative CiteSpace software and an in-depth systematic analysis. This complementary review provides an overview of visualised citations and empirical studies in chronological order as well as an in-depth analysis of STEM education intervention, which has not been conducted in previous research. The largest seven clusters and top 10 references with strongest citation bursts over the past 20 years were identified via CiteSpace analysis. A total of 38 articles were selected and cross-examined by the co-researchers based on the adapted systematic review guide, specifically aiming at ensuring the quality of the study. The findings revealed a number of studies that designed their own STEM intervention (20), reported on understanding (16), attitude (30), and investigated the gender aspect (4) as well as the science practices (11). The findings also provided significant insights into the STEM education trend with an existing evidence base as reference for future STEM education research and development. In conclusion, this study presents the practicality and feasibility of using CiteSpace analysis in a systematic review.
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References
Ardianti, S., Sulisworo, D., Pramudya, Y., & Raharjo, W. (2020). The impact of the use of STEM education approach on the blended learning to improve student’s critical thinking skills. Universal Journal of Educational Research, 8, 24–32.
Bamberger, Y. M. (2014). Encouraging girls into science and technology with feminine role model: Does this work? Journal of Science Education and Technology, 23(4), 549–561. https://doi.org/10.1007/s10956-014-9487-7
Barak, M., & Assal, M. (2018). Robotics and STEM learning: Students’ achievements in assignments according to the P3 task taxonomy—practice, problem solving, and projects. International Journal of Technology and Design Education, 28(1), 121–144. https://doi.org/10.1007/s10798-016-9385-9
Bell, D. (2015). The reality of STEM education, design and technology teachers’ perceptions: A phenomenographic study. International Journal of Technology and Design Education, 26(1), 61–79. https://doi.org/10.1007/s10798-015-9300-9
Bennett, J., Lubben, F., Hogarth, S., & Campbell, B. (2005). Systematic reviews of research in science education: Rigour or rigidity? International Journal of Science Education, 27(4), 387–406. https://doi.org/10.1080/0950069042000323719
Bishop, W. A. (2019). The development of management accounting skills in situations where practical exposure is limited: The perceptions of training officers in South Africa. South African Journal of Higher Education, 33(4), 20–43.
Blustein, D. L., Barnett, M., Mark, S., Depot, M., Lovering, M., Lee, Y., Hu, Q., Kim, J., Backus, F., Dillon-Lieberman, K., & DeBay, D. (2013). Examining urban students’ constructions of a STEM/career development intervention over time. Journal of Career Development, 40(1), 40–67.
Brown, R., Brown, J., Reardon, K., & Merrill, C. (2011). Understanding STEM: Current perceptions. Technology and Engineering Teacher, 70(6), 5–9.
Brown, J. (2012). The current status of STEM education research. Journal of STEM Education: Innovations and Research, 13(5), 7–11.
Bybee, R. W. (2010). Advancing STEM education: A 2020 vision. Technology and Engineering Teacher, 70(1), 30–35.
Bybee, R. W. (2013). The case for STEM education: Challenges and opportunities. NSTA press.
Camarao, M. K. G., & Nava, F. J. G. (2017). High school students’ difficulties in physics. In A paper presented at the National Conference on Research in Teacher Education (NCRTE), Quezon City, The Philippines.
Cantrell, P., & Ewing-Taylor, J. (2009). Exploring STEM career options through collaborative high school seminars. Journal of Engineering Education, 98(3), 295–303. https://doi.org/10.1002/j.2168-9830.2009.tb01026.x
Carlone, H. B., & Johnson, A. (2007). Understanding the science experiences of successful women of color: Science identity as an analytic lens. Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching, 44(8), 1187–1218. https://doi.org/10.1002/tea.20237
Çevik, M. (2018). Impacts of the Project Based (PBL) Science, Technology, Engineering and Mathematics (STEM) education on academic achievement and career interests of vocational high school students. Pegem Egitim ve Ogretim Dergisi, 8(2), 281–306.
Chacko, P., Appelbaum, S., Kim, H., Zhao, J., & Montclare, J. K. (2015). Integrating technology in STEM education. Journal of Technology and Science Education, 5(1), 5–14. https://doi.org/10.3926/jotse.124
Chang, S. H., Ku, A. C., Yu, L. C., Wu, T. C., & Kuo, B. C. (2015). A science, technology, engineering and mathematics course with computer-assisted remedial learning system support for vocational high school students. Journal of Baltic Science Education, 14(5), 641–654.
Chen, C. (2004). Searching for intellectual turning points: Progressive knowledge domain visualization. Proceedings of the National Academy of Sciences of the United States of America, 101(SUPPL. 1), 5303–5310. https://doi.org/10.1073/pnas.0307513100
Chen, C. (2006). CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature. Journal of the American Society for Information Science and Technology, 57(3), 359–377. https://doi.org/10.1002/asi.20317
Chen, C., Hu, Z., Liu, S., & Tseng, H. (2012). Emerging trends in regenerative medicine: A scientometric analysis in CiteSpace. Expert Opinion on Biological Therapy, 12(5), 593–608. https://doi.org/10.1517/14712598.2012.674507
Chen, C., Ibekwe-SanJuan, F., & Hou, J. (2010). The structure and dynamics of co-citation clusters: A multiple-perspective co-citation analysis. Journal of the American Society for Information Science & Technology, 61(7), 1386–1409. https://doi.org/10.1002/asi.21309
Chittum, J. R., Jones, B. D., Akalin, S., & Schram, Á. B. (2017). The effects of an afterschool STEM program on students’ motivation and engagement. International Journal of STEM Education, 4(1), 1–16. https://doi.org/10.1186/s40594-017-0065-4
Chonkaew, P., Sukhummek, B., & Faikhamta, C. (2016). Development of analytical thinking ability and attitudes towards science learning of grade-11 students through science technology engineering and mathematics (STEM education) in the study of stoichiometry. Chemistry Education Research and Practice, 17(4), 842–861. https://doi.org/10.1039/C6RP00074F
Chu, W. W., Ong, E. T., Ayop, S. K.,Mohd Azmi, M. S., Abdullah, A. S., Abd Karim, N. S., & Tho, S. W. (2021). The innovative use of smartphone for sound STEM practical kit: a pilot implementation for secondary classroom. Research in Science & Technological Education. Advance online publication. https://doi.org/10.1080/02635143.2021.1978963
Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative, quantitative, and mixed methods approaches (5th ed.). SAGE publications.
Crisp, G., Nora, A., & Taggart, A. (2009). Student characteristics, pre-college, college, and environmental factors as predictors of majoring in and earning a STEM degree: An analysis of students attending a Hispanic serving institution. American Educational Research Journal, 46(4), 924–942. https://doi.org/10.3102/0002831209349460
Cui, Y., Mou, J., & Liu, Y. (2018). Knowledge mapping of social commerce research: A visual analysis using CiteSpace. Electronic Commerce Research, 18, 837–868. https://doi.org/10.1007/s10660-018-9288-9
Cwikla, J., Milroy, S., Reider, D., & Skelton, T. (2014). Pioneering mars: Turning the red planet green with earth’s smallest settlers. The American Biology Teacher, 76(5), 300–305. https://doi.org/10.1525/abt.2014.76.5.2
De Leo-Winkler, M. A., Wilson, G., Green, W., Chute, L., Henderson, E., & Mitchell, T. (2019). The vibrating universe: Astronomy for the deaf. Journal of Science Education and Technology, 28(3), 222–230. https://doi.org/10.1007/s10956-018-9761-1
Emdin, C., Adjapong, E., & Levy, I. (2016). Hip-hop based interventions as pedagogy/therapy in STEM. Journal for Multicultural Education, 10(3), 307–321. https://doi.org/10.1108/JME-03-2016-0023
English, L. D. (2016). STEM education K-12: Perspectives on integration. International Journal of STEM Education, 3(3), 1–8. https://doi.org/10.1186/s40594-016-0036-1
Evidence for Policy and Practice Information and Co-ordinating (EPPI). (2007). Guideline Tools for Keywording and Data Extraction. EPPI-Centre, Social Science Research Unit. Retrieved from https://eppi.ioe.ac.uk/cms/Default.aspx?tabid=184#Guidelines.
Fung, C. H. (2020). How does flipping classroom foster the STEM education: A case study of the FPD model. Technology, Knowledge and Learning, 25, 1–29. https://doi.org/10.1007/s10758-020-09443-9
Gardner, M., & Tillotson, J. W. (2019). Interpreting integrated STEM: Sustaining pedagogical innovation within a public middle school context. International Journal of Science and Mathematics Education, 17(7), 1283–1300. https://doi.org/10.1007/s10763-018-9927-6
Ghadiri Khanaposhtani, M., Liu, C. C. J., Gottesman, B. L., Shepardson, D., & Pijanowski, B. (2018). Evidence that an informal environmental summer camp can contribute to the construction of the conceptual understanding and situational interest of STEM in middle-school youth. International Journal of Science Education, Part b: Communication and Public Engagement, 8(3), 227–249. https://doi.org/10.1080/21548455.2018.1451665
Gülen, S. (2018). Determination of the effect of STEM-integrated argumentation based science learning approach in solving daily life problems. World Journal on Educational Technology: Current Issues, 10(4), 95–114.
Gülen, S. (2019). The effect of STEM education roles on the solution of daily life problems. Participatory Educational Research, 6(2), 37–50.
Hafiz, N. R. M., & Ayop, S. K. (2019). Engineering design process in Stem education: A systematic review. International Journal of Academic Research in Business and Social Sciences, 9(5), 676-697.
Hanley, T., & Cutts, L. (2013). What is a systematic review? Counselling Psychology Review, 28(4), 3–6. https://doi.org/10.1136/ebn.2011.0049
Hochberg, K., Gröber, S., Kuhn, J., & Müller, A. (2014). The spinning disc: Studying radial acceleration and its damping process with smartphone acceleration sensors. Physics Education, 49(2), 137–140. https://doi.org/10.1088/0031-9120/49/2/137
Hotaling, L., Lowes, S., Stolkin, R., Lin, P., Bonner, J., Kirkey, W., & Ojo, T. (2012). SENSE IT: Teaching STEM principles to middle and high school students through the design, construction and deployment of water quality sensors. Advances in Engineering Education, 3(2), 1–34.
Hughes, R. M., Nzekwe, B., & Molyneaux, K. J. (2013). The single sex debate for girls in science: A comparison between two informal science programs on middle school students’ STEM identity formation. Research in Science Education, 43(5), 1979–2007. https://doi.org/10.1007/s11165-012-9345-7
Huri, N. H. D., & Karpudewan, M. (2019). Evaluating the effectiveness of integrated STEM-lab activities in improving secondary school students’ understanding of electrolysis. Chemistry Education Research and Practice, 20(3), 495–508. https://doi.org/10.1039/C9RP00021F
Ibáñez, M.-B., & Delgado-Kloos, C. (2018). Augmented reality for STEM learning: A systematic review. Computers & Education, 123, 109–123. https://doi.org/10.1016/j.compedu.2018.05.002
Jia, G. L., Ma, R. G., & Hu, Z. H. (2019). Review of urban transportation network design problems based on CiteSpace. Mathematical Problems in Engineering, 2019, 1–22. https://doi.org/10.1155/2019/5735702
Jiang, S., Shen, J., & Smith, B. E. (2019). Designing discipline-specific roles for interdisciplinary learning: Two comparative cases in an afterschool STEM+ L programme. International Journal of Science Education, 41(6), 803–826. https://doi.org/10.1080/09500693.2019.1581958
John, M., Bettye, S., Ezra, T., & Robert, W. (2016). A formative evaluation of a Southeast High School Integrative science, technology, engineering, and mathematics (STEM) academy. Technology in Society, 45, 34–39. https://doi.org/10.1016/j.techsoc.2016.02.001
Johnson, C. C., Peters-Burton, E. E., & Moore, T. J. (Eds.). (2016). STEM road map: A framework for integrated STEM education. Routledge.
Kang, E. J., Donovan, C., & McCarthy, M. J. (2018). Exploring elementary teachers’ pedagogical content knowledge and confidence in implementing the NGSS science and engineering practices. Journal of Science Teacher Education, 29(1), 9–29. https://doi.org/10.1080/1046560X.2017.1415616
Keller, L., & John, I. (2020). Motivating female students for computer science by means of robot workshops. International Journal of Engineering Pedagogy (iJEP), 10(1), 94–108. https://doi.org/10.3991/ijep.v10i1.11661
Kelley, T. R., & Knowles, J. G. (2016). A conceptual framework for integrated STEM education. International Journal of STEM Education, 3(11), 1–11. https://doi.org/10.1186/s40594-016-0046-z
Kennedy, T. J., & Odell, M. R. L. L. (2014). Engaging students in STEM education. Science Education International, 25(3), 246–258.
Kolb, D. A. (2014). Experiential learning: Experience as the source of learning and development. Springer.
Kubat, U., & Guray, E. (2018). To STEM or not to STEM? That is not the question. Cypriot Journal of Educational Sciences, 13(3), 388–399.
Langdon, D., McKittrick, G., Beede, D., Khan, B., & Doms, M. (2011). STEM: Good jobs now and for the future. ESA Issue Brief# 03–11. US Department of Commerce. Retrieved from https://eric.ed.gov/?id=ED522129.
Lant, C., Pérez-Lapeña, B., Xiong, W., Kraft, S., Kowalchuk, R., & Blair, M. (2016). Environmental systems simulations for carbon, energy, nitrogen, water, and watersheds: Design principles and pilot testing. Journal of Geoscience Education, 64(2), 115–124. https://doi.org/10.5408/14-004.1
Leonard, J., Buss, A., Gamboa, R., Mitchell, M., Fashola, O. S., Hubert, T., & Almughyirah, S. (2016). Using robotics and game design to enhance children’s self-efficacy, STEM attitudes, and computational thinking skills. Journal of Science Education and Technology, 25(6), 860–876. https://doi.org/10.1007/s10956-016-9628-2
Li, Y., Wang, K., Xiao, Y., Froyd, J. E., & Nite, S. B. (2020). Research and trends in STEM education: A systematic analysis of publicly funded projects. International Journal of STEM Education, 7(1), 1–17. https://doi.org/10.1186/s40594-020-00213-8
Lin, K. Y., Hsiao, H. S., Williams, P. J., & Chen, Y. H. (2019). Effects of 6E-oriented STEM practical activities in cultivating middle school students’ attitudes toward technology and technological inquiry ability. Research in Science & Technological Education, 38(1), 1–18. https://doi.org/10.1080/02635143.2018.1561432
Lin, K. Y., Yu, K. C., Hsiao, H. S., Chang, Y. S., & Chien, Y. H. (2018). Effects of web-based versus classroom-based STEM learning environments on the development of collaborative problem-solving skills in junior high school students. International Journal of Technology and Design Education, 30(1), 21–34. https://doi.org/10.1007/s10798-018-9488-6
Liu, E., Liu, C., & Cai, S. (2018, December). The hotspots and trends on augmented reality studies in education: Based on CiteSpace. In 2018 International Joint Conference on Information, Media and Engineering (ICIME) (pp. 282–287). IEEE. https://doi.org/10.1109/icime.2018.00066
Maltese, A. V., & Tai, R. H. (2011). Pipeline persistence: Examining the association of educational experiences with earned degrees in STEM among US students. Science Education, 95(5), 877–907. https://doi.org/10.1002/sce.20441
Margot, K. C., & Kettler, T. (2019). Teachers’ perception of STEM integration and education: A systematic literature review. International Journal of STEM Education, 6(1), 1–16. https://doi.org/10.1186/s40594-018-0151-2
Mohd Shahali, E. H., Halim, L., Rasul, M. S., Osman, K., & Mohamad Arsad, N. (2019). Students’ interest towards STEM: A longitudinal study. Research in Science & Technological Education, 37(1), 71–89. https://doi.org/10.1080/02635143.2018.1489789
Monk, M. H., Baustian, M. M., Saari, C. R., Welsh, S., D’Elia, C. F., Powers, J. E., Gaston, S., & Francis, P. (2014). EnvironMentors: Mentoring at-risk high school students through university partnerships. International Journal of Environmental and Science Education, 9(4), 385–397.
National Research Council (NRC). (2012). A framework for K-12 science education: Practices, crosscutting concepts, and core ideas. The National Academies Press. https://doi.org/10.17226/13165.
Ong, E. T., Ayob, A., Ibrahim, M. N., Adnan, M., Shariff, J., & Ishak, N. (2016). The effectiveness of an in-service training of early childhood teachers on STEM integration through Project-Based Inquiry Learning (PIL). Journal of Turkish Science Education, 13, 44–58.
Ong, E. T., Ayob, A., Ibrahim, N., Adnan, M., Shariff, J., & Mohd Ishak, N. (2016). Integrating STEM into early childhood education: Is it feasible? The Eurasia Proceedings of Educational and Social Sciences, 4, 336–341.
Outlay, C. N., Platt, A. J., & Conroy, K. (2017). Getting IT together: A longitudinal look at linking girls’ interest in it careers to lessons taught in middle school camps. ACM Transactions on Computing Education, 17(4), 1–17. https://doi.org/10.1145/3068838
Parno, P., Yuliati, L., Hermanto, F. M., & Ali, M. (2020). A case study on comparison of high school students’ scientific literacy competencies domain in physics with different methods: PBL-STEM education, PBL, and conventional learning. Jurnal Pendidikan IPA Indonesia, 9(2), 159–168.
Rousseeuw, P. J. (1987). Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics, 20, 53–65. https://doi.org/10.1016/0377-0427(87)90125-7
Sabo, C., Burrows, A., & Childers, L. (2014). Shaking up pre-calculus: Incorporating engineering into K-12 curricula. Advances in Engineering Education, 4(2), 1–26.
Sanders, M. (2009a). STEM, STEMEducation, STEMmania. The Technology Teacher, (December/January), 20–27. Retrieved from https://eric.ed.gov/?id=EJ821633.
Sanders, M. (2009a). Integrative STEM education: Primer. The Technology Teacher, 68(4), 20–26.
Sanders, M. (2012). Integrative STEM education as best practice. In H. Middleton (Ed.), Explorations of best practice in technology, design, & engineering education (Vol. 2, pp. 103–117). Griffith Institute for Educational Research.
Scott, J. (1988). Trend report social network analysis. Sociology, 22(1), 109–127. https://doi.org/10.1177/0038038588022001007
Selcen Guzey, S., & Aranda, M. (2017). Student participation in engineering practices and discourse: An exploratory case study. Journal of Engineering Education, 106(4), 585–606. https://doi.org/10.1002/jee.20176
Serrano Pérez, E., & Juárez López, F. (2019). An ultra-low cost line follower robot as educational tool for teaching programming and circuit’s foundations. Computer Applications in Engineering Education, 27(2), 288–302. https://doi.org/10.1002/cae.22074
Sirakaya, M., & Alsancak Sirakaya, D. (2020). Augmented reality in STEM education: A systematic review. Interactive Learning Environments. https://doi.org/10.1080/10494820.2020.1722713
Supalo, C. A., Hill, A. A., & Larrick, C. G. (2014). Summer enrichment programs to foster interest in STEM education for students with blindness or low vision. Journal of Chemical Education, 91(8), 1257–1260. https://doi.org/10.1021/ed400585v
Tabassum, S., Pereira, F. S. F., Fernandes, S., & Gama, J. (2018). Social network analysis: An overview. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 8(5), 1–21. https://doi.org/10.1002/widm.1256
Tam, H. L., Chan, A. Y. F., & Lai, O. L. H. (2020). Gender stereotyping and STEM education: Girls’ empowerment through effective ICT training in Hong Kong. Children and Youth Services Review, 119, 1–14. https://doi.org/10.1016/j.childyouth.2020.105624
Tawfik, G. M., Dila, K. A. S., Mohamed, M. Y. F., Tam, D. N. H., Kien, N. D., Ahmed, A. M., & Huy, N. T. (2019). A step by step guide for conducting a systematic review and meta-analysis with simulation data. Tropical Medicine and Health, 47(1), 1–9.
Thibaut, L., Ceuppens, S., De Loof, H., De Meester, J., Goovaerts, L., Struyf, A., de Pauw, J. B., Dehaene, W., Deprez, J., De Cock, M., Hellinckx, L., Knipprath, H., Langie, G., Struyven, K., Van de Velde, D., Van Petegem, P., & Depaepe, F. (2018). Integrated STEM education: A systematic review of instructional practices in secondary education. European Journal of STEM Education, 3(1), 1–12.
Thibaut, L., Knipprath, H., Dehaene, W., & Depaepe, F. (2018b). The influence of teachers’ attitudes and school context on instructional practices in integrated STEM education. Teaching and Teacher Education, 71, 190–205. https://doi.org/10.1016/j.tate.2017.12.014
Tho, S. W., Yeung, Y. Y., Wei, R., Chan, K. W., & So, W. W. M. (2017). A systematic review of remote laboratory work in science education with the support of visualizing its structure through the HistCite and CiteSpace software. International Journal of Science and Mathematics Education, 15(7), 1217-1236. https://doi.org/10.1007/s10763-016-9740-z
Thomas, A. S., Bonner, S. M., Everson, H. T., & Somers, J. A. (2015). Leveraging the power of peer-led learning: Investigating effects on STEM performance in urban high schools. Educational Research and Evaluation, 21(7–8), 537–557. https://doi.org/10.1080/13803611.2016.1158657
Tsai, H. Y., Chung, C. C., & Lou, S. J. (2018). Construction and development of iSTEM learning model. Eurasia Journal of Mathematics, Science and Technology Education, 14(1), 15–32.
Wallace, E. W., Perry, J. C., Ferguson, R. L., & Jackson, D. K. (2014). The Careers in Health and Medical Professions Program (CHAMPS): An impact study of a university-based STEM+H outreach program. Journal of Science Education and Technology, 24(4), 484–495. https://doi.org/10.1007/s10956-014-9536-2
Wan Husin, W. N. F., Mohamad Arsad, N., Othman, O., Halim, L., Rasul, M. S., Osman, K., & Iksan, Z. (2016). Fostering students’ 21st century skills through Project Oriented Problem Based Learning (POPBL) in integrated STEM education program. In Asia-Pacific Forum on Science Learning & Teaching, 17(1), 1–18.
Wang, X. (2013). Why students choose STEM majors: Motivation, high school learning, and postsecondary context of support? American Educational Research Journal, 50(5), 1081–1121.
Widziewicz-Rzońca, K., & Tytła, M. (2020). First systematic review on PM-bound water: Exploring the existing knowledge domain using the CiteSpace software. Scientometrics, 124(3), 1945–2008. https://doi.org/10.1007/s11192-020-03547-w
Wiggins, G. P., Wiggins, G., & McTighe, J. (2005). Understanding by design. ASCD.
Zheng, X., Zhang, J., & Yang, X. (2019). Visual analysis of MOOC research using CiteSpace from 2012 to 2018. In 2019 International Joint Conference on Information, Media and Engineering (IJCIME) (pp. 119–124). IEEE. https://doi.org/10.1109/IJCIME49369.2019.00033
Acknowledgements
This research has been carried out under the University Research Grant (Code: 2018-0047-107-01) provided by the Universiti Pendidikan Sultan Idris (UPSI), MALAYSIA. The authors would like to extend their gratitude to Universiti Pendidikan Sultan Idris (UPSI) that helped to manage the grant. Besides, we would like to express our gratitude to Prof. Dr. YEUNG Yau Yuen (The Education University of Hong Kong, Hong Kong) for reviewing the revised manuscript, Prof. Dr. SO Wing Mui, Winnie (The Education University of Hong Kong, Hong Kong) and Dr. WEI Rui (Beijing Normal University, China) for their initial idea and knowledge sharing.
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This study was funded by University Research Grant (Code: 2018–0047-107–01) provided by the Universiti Pendidikan Sultan Idris (UPSI), MALAYSIA.
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Chu, W.W., Hafiz, N.R.M., Mohamad, U.A. et al. A review of STEM education with the support of visualizing its structure through the CiteSpace software. Int J Technol Des Educ 33, 39–61 (2023). https://doi.org/10.1007/s10798-022-09728-3
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DOI: https://doi.org/10.1007/s10798-022-09728-3