Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems
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1 Department of Design & Merchandising, Colorado State University, Fort Collins, CO, USA2 Department of Architectural Studies, University of Missouri, Columbia, MO, USA3 Department of Learning, Teaching, & Curriculum, University of Missouri, Columbia, MO, USA* Corresponding Author
Abstract
Integrating the built environment of the school is one avenue to deliver place-based energy education connecting abstract ideas with the physical environment. This study examined how and if an outdoor classroom (learnscape) with solar panels together with a six-week renewable energy unit supported students in developing conceptual knowledge of energy systems. Fourth grade classrooms from two schools, one with a learnscape and one without, within the same district enacted the unit. Student learning gains (n=97) were measured through model-based reasoning at four time points before, during, and after the unit. Students (n=12) were interviewed about their models. Students in both schools identified the main system components and sequences. However, learnscape students exhibited a more nuanced understanding of solar energy systems and explicitly cited the learnscape as a “teaching tool” for energy education. Findings suggest that the presence of sustainability features on the school campus can enhance student learning outcomes.
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This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Article Type: Research Article
INTERDISCIP J ENV SCI ED, Volume 19, Issue 1, 2023, Article No: e2305
https://doi.org/10.29333/ijese/13034
Publication date: 06 Mar 2023
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Article Downloads: 1259
Open Access References How to cite this articleReferences
- Ainsworth, S., Prain, V., & Tytler, R. (2011). Drawing to learn in science. Science, 333(6046), 1096-1097. https://doi.org/10.1126/science.1204153
- Alexander, J., North, M.-W., & Hendren, D. K. (1995). Master gardener classroom garden project: An evaluation of the benefits to children. Children’s Environments, 12(2), 256-263.
- Altuntas, E. C., & Turan, S. L. (2018). Awareness of secondary school students about renewable energy sources. Renewable Energy, 116, 741-748. https://doi.org/10.1016/j.renene.2017.09.034
- Ayotte-Beaudet, J.-P., Potvin, P., Lapierre, H. G., & Glackin, M. (2017). Teaching and learning science outdoors in schools’ immediate surroundings at K-12 levels: A meta-synthesis. EURASIA Journal of Mathematics, Science & Technology Education, 13(8), 5343-5363. https://doi.org/10.12973/eurasia.2017.00833a
- Bang, H. K., Ellinger, A. E., Hadjimarcou, J., & Traichal, P. A. (2000). Consumer concern, knowledge, belief, and attitude toward renewable energy: An application of the reasoned action theory. Psychology & Marketing, 17(6), 449-468. https://doi.org/10.1002/(SICI)1520-6793(200006)17:6<449::AID-MAR2>3.0.CO;2-8
- Banilower, E. R., Smith, P. S., Malzahn, K. A., Plumley, C. L., Gordon, E. M., & Hayes, M. L. (2018). Report of the 2018 NSSME+. Horizon Research, Inc.
- Barr, S. K. (2011). Green schools that teach: Identifying attributes of whole-school sustainability [Unpublished master’s thesis]. Colorado State University.
- Bates, D, Mächler, M, Bolker, B, & Walker, S. (2015). Fitting linear mixed-effects models using lme4. Journal of Statistical Software, 67(1), 1-48. https://doi.org/10.18637/jss.v067.i01
- Bechtel, W., & Abrahamsen, A. (2005). Explanation: A mechanist alternative. Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences, 36(2), 421-441. https://doi.org/10.1016/j.shpsc.2005.03.010
- Bernard, H. R., Wutich, A., & Ryan, G. W. (2017). Analyzing qualitative data: Systematic approaches. SAGE.
- Blair, D. (2009). The child in the garden: An evaluative review of the benefits of school gardening. The Journal of Environmental Education, 40(2), 15-38. https://doi.org/10.3200/JOEE.40.2.15-38
- Bodzin, A. (2011). What do eighth grade students know about energy resources? In Proceedings of the Annual Conference for National Association for Research in Science Teaching.
- Brown, M. W. (2009). The teacher-tool relationship: Theorizing the design and use of curriculum materials. In J. T. Remillard, B. A. Herbel-Eisenmann, & G. M. Lloyd (Eds), Mathematics teachers at work (pp. 17-36). Routledge.
- Brown, M. W. (2011). The teacher-tool relationship: Theorizing the design and use of curriculum materials. In J. T. Remillard, B. A. Herbel-Eisenmann, & G. M. Lloyd (Eds), Mathematics teachers at work (pp. 37-56). Routledge. ttps://doi.org/10.4324/9780203884645-11
- Buldur, S., Bursal, M., Erik, N. Y., & Yucel, E. (2020). The impact of an outdoor education project on middle school students’ perceptions and awareness of the renewable energy. Renewable and Sustainable Energy Reviews, 134, 110364. https://doi.org/10.1016/j.rser.2020.110364
- Charmaz, K. (2006). Constructing grounded theory: A practical guide through qualitative analysis. SAGE.
- Chen, R. F., Eisenkraft, A., Fortus, D., Krajcik, J. S., Neumann, K., Nordine, J., & Scheff, A. (Eds.). (2014). Teaching and learning of energy in K-12 education. Springer. https://doi.org/10.1007/978-3-319-05017-1
- Cleveland, B. (2009). Engaging spaces: An investigation into middle school educational opportunities provided by innovative built environments. A new approach to understanding the relationship between learning and space. International Journal of Learning, 16(5), 385-398. https://doi.org/10.18848/14479494/CGP/v16i05/46321
- Cole, L. B. (2018). The teaching green building: Five theoretical perspectives. In W. Leal Filho, R. Marans, & J. Callewaert (Eds.), Handbook of sustainability and social science research (pp. 107-125). World Sustainability Series. Springer, Cham.
- Cole, L. B., & Altenburger, E. (2019). Framing the teaching green building: Environmental education through multiple channels in the school environment. Environmental Education Research, 25(11), 1654-1673. https://doi.org/10.1080/13504622.2017.1398817
- Cole, L. B., & Hamilton, E. M. (2020). Can a green school building teach? A pre- and post-occupancy evaluation of a teaching green school building. Environment and Behavior, 52(10), 1047-1078. https://doi.org/10.1177/0013916518825283
- Cole, L. B., Zangori, L., & Fallahhosseini, S. (2022, June). Enhancing youth energy literacy through green building education: Lessons from multiple research interventions [Paper presentation]. Annual conference for the Environmental Design Research Association [EDRA], Greenville, S.C.
- Coll, R. K., & Lajium, D. (2011). Modeling and the future of science learning. In M. S. Khine, & I. M. Saleh (Eds.), Models and modeling cognitive tools for scientific enquiry (pp. 3-21). Springer. https://doi.org/10.1007/978-94-007-0449-7_1
- Cranz, G., Lindsay, G., Morhayim, L., & Lin, A. (2014). Communicating sustainability: A postoccupancy evaluation of the David Brower Center. Environment and Behavior, 46(7), 826-847. https://doi.org/10.1177/0013916513475449
- Creswell, J. W., & Plano Clark, V. L. (2011). Designing and conducting mixed methods research. SAGE.
- Duit, R. (2014). Teaching and learning the physics energy concept. In R. F. Chen, A. Eisenkraft, D. Fortus, J. Krajcik, K. Neumann, J. Nordine, & A. Scheff (Eds.), Teaching and learning of energy in K-12 education (pp. 67-85). Springer. https://doi.org/10.1007/978-3-319-05017-1_5
- Elkhapery, B., Kianmehr, P., & Doczy, R. (2021). Benefits of retrofitting school buildings in accordance with LEED v4. Journal of Building Engineering, 33, 101798. https://doi.org/10.1016/j.jobe.2020.101798
- Facing the Future. (2015). Fueling our future: Exploring sustainable energy use–An interdisciplinary curriculum recommended for grades 3-5. Western Washington University. https://cedar.wwu.edu/ee_ftf/5
- Fallahhosseini, S. (2020). Exploring elementary student energy literacy outcomes in the outdoor classroom: A comparative study. University of Missouri. https://doi.org/10.32469/10355/86542
- Fortus, D., Kubsch, M., Bielik, T., Krajcik, J., Lehavi, Y., Neumann, K., Nordine, J., Opitz, S., & Touitou, I. (2019). Systems, transfer, and fields: Evaluating a new approach to energy instruction. Journal of Research in Science Teaching, 56(10), 1341-1361. https://doi.org/10.1002/tea.21556
- GABC. (2018). 2018 global status report. Global Alliance for Buildings and Construction. https://www.globalabc.org/uploads/media/default/0001/01/0bf694744862cf96252d4a402e1255fb6b79225e.pdf
- Gilbert, J. K., Boulter, C. J., & Rutherford, M. (2000). Explanations with models in science education. In J. K. Gilbert, & C. R. Boulter (Eds.), Developing models in science education (pp. 193-208). Springer. ttps://doi.org/10.1007/978-94-010-0876-1_10
- Gouvea, J., & Passmore, C. (2017). Models of versus models for. Science & Education, 26(1-2), 49-63. https://doi.org/10.1007/s11191-017-9884-4
- Gruenewald, D. A. (2003). Foundations of place: A multidisciplinary framework for place-conscious education. American Educational Research Journal, 40(3), 619-654. https://doi.org/10.3102/00028312040003619
- Guven, G., & Sulun, Y. (2017). Pre-service teachers’ knowledge and awareness about renewable energy. Renewable and Sustainable Energy Reviews, 80, 663-668. https://doi.org/10.1016/j.rser.2017.05.286
- Hall, T. (2017). Architecting the ‘third teacher’: Solid foundations for the participatory and principled design of schools and (built) learning environments. European Journal of Education, 52(3), 318-326. https://doi.org/10.1111/ejed.12224
- Hamilton, E. M. (2020). Green building, green behavior? An analysis of building characteristics that support environmentally responsible behaviors. Environment and Behavior, 53(4).https://doi.org/10.1177/0013916520942601
- Harry, B., Sturges, K. M., & Klingner, J. K. (2005). Mapping the process: An exemplar of process and challenge in grounded theory analysis. Educational Researcher, 34(2), 3-13. https://doi.org/10.3102/0013189X034002003
- Hermann-Abell, C. F., & DeBoer, G. E. (2018). Investigating a learning progression for energy ideas from upper elementary through high school. Journal of Research in Science Teaching, 55(1), 68-93. https://doi.org/10.1002/tea.21411
- Higgs, A. L., & McMillan, V. M. (2006). Teaching through modeling: Four schools’ experiences in sustainability education. The Journal of Environmental Education, 38(1), 39-53. https://doi.org/10.3200/joee.38.1.39-53
- IPCC. (2021). Climate change 2021: The physical science basis. Intergovernmental Panel on Climate Change. https://www.ipcc.ch/report/ar6/wg1/
- Jennings, P. (2009). New directions in renewable energy education. Renewable Energy, 34(2), 435-439. https://doi.org/10.1016/j.renene.2008.05.005
- Jennings, P., & Lund, C. (2001). Renewable energy education for sustainable development. Renewable Energy, 22(1-3), 113-118. https://doi.org/10.1016/S0960-1481(00)00028-8
- Jin, H., & Anderson, C. W. (2012). A learning progression for energy in socio-ecological systems. Journal of Research in Science Teaching, 49(9), 1149-1180. https://doi.org/10.1002/tea.21051
- Jorgenson, S. N., Stephens, J. C., & White, B. (2019). Environmental education in transition: A critical review of recent research on climate change and energy education. The Journal of Environmental Education, 50(3), 160-171. https://doi.org/10.1080/00958964.2019.1604478
- Kalvaitis, D., & Monhardt, R. M. (2012). The architecture of children’s relationships with nature: A phenomenographic investigation seen through drawings and written narratives of elementary students. Environmental Education Research, 18(2), 209-227. https://doi.org/10.1080/13504622.2011.598227
- Kandpal, T. C., & Broman, L. (2014). Renewable energy education: A global status review. Renewable and Sustainable Energy Reviews, 34, 300-324. https://doi.org/10.1016/j.rser.2014.02.039
- Kishore, P., & Kisiel, J. (2013). Exploring high school students’ perceptions of solar energy and solar cells. International Journal of Environmental and Science Education, 8(3), 521-534.
- Kong, S. Y., Rao, S. P., Abdul-Rahman, H., & Wang, C. (2014). School as 3-D textbook for environmental education: Design model transforming physical environment to knowledge transmission instrument. Asia-Pacific Education Researcher, 23(1), 1-15. https://doi.org/10.1007/s40299-013-0064-2
- Kudryavtsev, A., Stedman, R. C., & Krasny, M. E. (2012). Sense of place in environmental education. Environmental Education Research, 18(2), 229-250. https://doi.org/10.1080/13504622.2011.609615
- Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B. (2017). lmerTest package: Tests in linear mixed effects models. Journal of Statistical Software, 82(13), 1-26. https://doi.org/10.18637/jss.v082.i13
- Lacy, S., Tobin, R. G., Wiser, M., & Crissman, S. (2014). Looking through the energy lens: A proposed learning progression for energy in grades 3-5. In R. F. Chen, A. Eisenkraft, D. Fortus, J. Krajcik, K. Neumann, J. Nordine, & A. Scheff (Eds.), Teaching and learning of energy in K-12 education (pp. 241-265). Springer. https://doi.org/10.1007/978-3-319-05017-1_14
- Landis, J. R., & Koch, G. G. (1977). An application of hierarchical kappa-type statistics in the assessment of majority agreement among multiple observers. Biometrics, 33(2), 363-374. https://doi.org/10.2307/2529786
- Liu, X., & McKeough, A. (2005). Developmental growth in students’ concept of energy: Analysis of selected items from the TIMSS database. Journal of Research in Science Teaching, 42(5), 493-517.https://doi.org/10.1002/tea.20060
- Liu, X., & Park, M. (2014). Contextual dimensions of the energy concept and implications for energy teaching and learning. In R. F. Chen, A. Eisenkraft, D. Fortus, J. Krajcik, K. Neumann, J. Nordine, & A. Scheff (Eds.), Teaching and learning of energy in K-12 education (pp. 175-186). Springer.
- Mabie, R., & Baker, M. (1996). A comparison of experiential instructional strategies upon the science process skills of urban elementary students. Journal of Agricultural Education, 37(2), 1-7. https://doi.org/10.5032/jae.1996.02001
- Malone, K., & Tranter, P. J. (2003). School grounds as sites for learning: Making the most of environmental opportunities. Environmental Education Research, 9(3), 283-303. https://doi.org/10.1080/13504620303459
- Minshew, L. M., Anderson, J. L., & Bartlett, K. A. (2022). Outside the standard test: The development of a model-based assessment and corresponding rubric. Instructional Science, 50, 599-624. https://doi.org/10.1007/s11251-022-09582-9
- Moore, R., & Wong, H. (1997). The life history of an environmental schoolyard: Natural learning. MIG Communications.
- NAESEM. (2018). Design, selection, and implementation of instructional materials for the next generation science standards: Proceedings of a workshop. National Academies Press.
- Nersessian, N. J. (2002). The cognitive basis of model-based reasoning in science. In P. Carruthers, S. Stich, & M. Siegal (Eds.), The cognitive basis of science (pp.133-153). Cambridge University Press. https://doi.org/10.1017/CBO9780511613517.008
- NGSS Lead States. (2013). Next generation science standards: For states, by states. National Academies Press.
- Nowotny, J., Dodson, J., Fiechter, S., Gür, T. M., Kennedy, B., Macyk, W., Bak, T., Sigmund, W., Yamawaki, M., & Rahman, K. A. (2018). Towards global sustainability: Education on environmentally clean energy technologies. Renewable and Sustainable Energy Reviews, 81, 2541-2551. https://doi.org/10.1016/j.rser.2017.06.060
- Orr, D. W. (1997). Architecture as pedagogy II. Conservation Biology, 11(3), 597-600. https://doi.org/10.1046/j.1523-1739.1997.011003597.x
- Ozguner, H., Cukur, D., & Akten, M. (2011). The role of landscape and urban planning disciplines to encourage environmental education among primary school children. Journal of Food, Agriculture & Environment, 3(3), 369-386.
- Powers, A. L. (2004). An evaluation of four place-based education programs. The Journal of Environmental Education, 35(4), 17-32. https://doi.org/10.3200/JOEE.35.4.17-32
- Rahm, J. (2002). Emergent learning opportunities in an inner‐city youth gardening program. Journal of Research in Science Teaching, 39(2), 164-184.https://doi.org/10.1002/tea.10015
- Reichardt, C. S. (2009). Quasi-experimental design. The SAGE Handbook of Quantitative Methods in Psychology, 46(71), 490-500. https://doi.org/10.4135/9780857020994.n3
- Remillard, J. T. (2005). Examining key concepts in research on teachers’ use of mathematics curricula. Review of Educational Research, 75(2), 211-246. https://doi.org/10.3102/00346543075002211
- Remillard, J. T., & Heck, D. J. (2014). Conceptualizing the curriculum enactment process in mathematics education. ZDM, 46, 705-718. https://doi.org/10.1007/s11858-014-0600-4
- Rickinson, M. (2004). A review of research on outdoor learning. Field Studies Council.
- Rickinson, M., Sanders, D., Chillman, B., Doyle, P., & Jameson, N. (2003). Grounds for improvement secondary action research program: Year 2 report. Learning Through Landscapes.
- Rios, J. M., & Brewer, J. (2014). Outdoor education and science achievement. Applied Environmental Education & Communication, 13(4), 234-240. https://doi.org/10.1080/1533015X.2015.975084
- RStudio Team. (n. d.). RStudio: Integrated development for R. RStudio, Inc. http://www.rstudio.com/
- Sabet, M. (2018). Current trends and tensions in outdoor education. Brandon University Journal of Graduate Studies in Education, 10(1), 12-16.
- Samarapungavan, A., Bryan, L., & Wills, J. (2017). Second graders’ emerging particle models of matter in the context of learning through model‐based inquiry. Journal of Research in Science Teaching, 54(8), 988-1023. https://doi.org/10.1002/tea.21394
- Schielzeth, H., Dingemanse, N. J., Nakagawa, S., Westneat, D. F., Allegue, H., Teplitsky, C., Reale, D., Dochtermann, N., Garamszegi, L., & Araya‐Ajoy, Y. G. (2020). Robustness of linear mixed‐effects models to violations of distributional assumptions. Methods in Ecology and Evolution, 11(9), 1141-1152. https://doi.org/10.1111/2041-210X.13434
- Schwarz, C. V., Reiser, B. J., Davis, E. A., Kenyon, L., Achér, A., Fortus, D., Shwartz, Y., Hug, B., & Krajcik, J. (2009). Developing a learning progression for scientific modeling: Making scientific modeling accessible and meaningful for learners. Journal of Research in Science Teaching, 46(6), 632-654. https://doi.org/10.1002/tea.20311
- Scientific Practices Research Group. (n. d.). Epistemic considerations rubrics. Northwestern University Evanston.
- Skelton, K. R., Lowe, C., Zaltz, D. A., & Benjamin-Neelon, S. E. (2020). Garden-based interventions and early childhood health: an umbrella review. International Journal of Behavioral Nutrition and Physical Activity, 17(1), 1-19. https://doi.org/10.1186/s12966-020-01023-5
- Sobel, D. (1997). Sense of place education for the elementary years. In Proceedings of the Coming Home: Developing a Sense of Place in Our Communities and Schools.
- Taylor, A. (1993). The learning environment as a three-dimensional textbook. Children’s Environments, 10(2), 170-179.
- Thomas, C., Jennings, P., & Lloyd, B. (2008). Issues in renewable energy education. Australian Journal of Environmental Education, 24, 67-73. https://doi.org/10.1017/S0814062600000598
- Tobin, R. G., Lacy, S. J., Crissman, S., & Haddad, N. (2018). Model‐based reasoning about energy: A fourth‐grade case study. Journal of Research in Science Teaching, 55(8), 1134-1161. https://doi.org/10.1002/tea.21445
- Tsurusaki, B. K., & Anderson, C. W. (2010). Students’ understanding of connections between human engineered and natural environmental systems. International Journal of Environmental and Science Education, 5(4), 407-433.
- Tucker, R., & Izadpanahi, P. (2017). Live green, think green: Sustainable school architecture and children’s environmental attitudes and behaviors. Journal of Environmental Psychology, 51, 209-216. https://doi.org/10.1016/j.jenvp.2017.04.003
- Tyas-Tunggal, H. (1997). Hands on learnscapes. Learning through landscapes: Grounds for celebration (3-13). OECD.
- Tytler, R., Prain, V., Aranda, G., Ferguson, J., & Gorur, R. (2020). Drawing to reason and learn in science. Journal of Research in Science Teaching, 57(2), 209-231. https://doi.org/10.1002/tea.21590
- UN. (2015). Sustainable development goals. Goal #7, ensure access to affordable, reliable, sustainable and modern energy for all. https://sustainabledevelopment.un.org/post2015/transformingourworld
- US DOE. (2015). Quadrennial technology review: An assessment of energy technologies and research opportunities. US Department of Energy. https://www.energy.gov/quadrennial-technology-review-2015
- US DOE. (2017). Energy literacy. Essential principles and fundamental concepts for energy education. US Department of Energy. https://www.energy.gov/sites/default/files/2017/07/f35/Energy_Literacy.pdf
- USGBC. (2020). Fueling our future, grades 3-5. https://learninglab.usgbc.org/fueling-our-future-grades-3-5
- USGBC. (n. d.) The Center for Green Schools. https://www.centerforgreenschools.org/
- Windschitl, M., Thompson, J., & Braaten, M. (2008). Beyond the scientific method: Model‐based inquiry as a new paradigm of preference for school science investigations. Science Education, 92(5), 941-967. https://doi.org/10.1002/sce.20259
- Wu, D. W.-L., DiGiacomo, A., Lenkic, P. J., Wong, V. K., & Kingstone, A. (2016). Being in a “green” building elicits “greener” recycling, but not necessarily “better” recycling. PloS ONE, 11(1), 1-13. https://doi.org/10.1371/journal.pone.0145737
- Zangori, L., & Cole L. B. (2019). Assessing the contributions of green building practices to ecological literacy in the elementary classroom: An exploratory study. Environmental Education Research, 25(11), 1674-1696. https://doi.org/10.1080/13504622.2019.1662372
- Zangori, L., & Forbes, C. T. (2016). Exploring 3rd-grade student model-based explanations about plant relationships within an ecosystem. International Journal of Science Education, 37(18), 2942-2964. https://doi.org/10.1080/09500693.2015.1118772
- Zyadin, A., Puhakka, A., Ahponen, P., Cronberg, T., & Pelkonen, P. (2012). School students’ knowledge, perceptions, and attitudes toward renewable energy in Jordan. Renewable Energy, 45, 78-85. https://doi.org/10.1016/j.renene.2012.02.002
How to cite this article
APA
Cole, L. B., Fallahhosseini, S., Zangori, L., & Oertli, R. T. (2023). Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems. Interdisciplinary Journal of Environmental and Science Education, 19(1), e2305. https://doi.org/10.29333/ijese/13034
Vancouver
Cole LB, Fallahhosseini S, Zangori L, Oertli RT. Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems. INTERDISCIP J ENV SCI ED. 2023;19(1):e2305. https://doi.org/10.29333/ijese/13034
AMA
Cole LB, Fallahhosseini S, Zangori L, Oertli RT. Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems. INTERDISCIP J ENV SCI ED. 2023;19(1), e2305. https://doi.org/10.29333/ijese/13034
Chicago
Cole, Laura Brianna, Sepideh Fallahhosseini, Laura Zangori, and R. Tanner Oertli. "Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems". Interdisciplinary Journal of Environmental and Science Education 2023 19 no. 1 (2023): e2305. https://doi.org/10.29333/ijese/13034
Harvard
Cole, L. B., Fallahhosseini, S., Zangori, L., and Oertli, R. T. (2023). Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems. Interdisciplinary Journal of Environmental and Science Education, 19(1), e2305. https://doi.org/10.29333/ijese/13034
MLA
Cole, Laura Brianna et al. "Learnscapes for renewable energy education: An exploration of elementary student understanding of solar energy systems". Interdisciplinary Journal of Environmental and Science Education, vol. 19, no. 1, 2023, e2305. https://doi.org/10.29333/ijese/13034