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   https://doi.org/10.1145/3545947.3576245  

   Lo, Dan; Shahriar, Hossain; Qian, Kai; Whitman, Michael; Wu, Fan; Thomas, Cassandra (March 2022, Proceedings of the 54th ACM Technical Symposium on Computer Science Education (SIGCSE))

   The primary goal of the authentic learning approach is to engage and motivate students in learning real world problem solving. We report our experience in developing k-nearest neighbor (KNN) classification for anomaly user behavior detection, one of the authentic machine learning for cybersecurity (ML4Cybr) learning modules based on 10 cybersecurity (CybrS) cases with machine learning (ML) solutions. All portable labs are made available on Google CoLab. So students can access and practice these hands-on labs anywhere and anytime without software installation and configuration which will engage students in learning concepts immediately and getting more experience for hands-on problem solving skills. 

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2. Mixed Reality Multimedia Learning to Facilitate Learning Outcomes from Project Based Learning

   https://doi.org/10.1061/9780784482865.017  

   Patil, Karan R.; Ayer, Steven K.; Wu, Wei; London, Jeremi (January 2020, Construction Research Congress 2020: Computer Applications)

   Tang, Pingbo; Grau, David; Asmar, Mounir E. (Ed.)

   Effective construction engineering and management education requires hands-on experiences that have not traditionally been offered in classroom settings. Physical building competitions like Solar Decathlon are valuable for providing experiential learning opportunities that may support tacit and explicit knowledge development among students, but they are often not available to all students due to funding and resource limitations. Less resource intensive teaching strategies, such as project based learning, can mimic the benefit of physical experiences by providing context to learning content. This paper reviews project based learning literature to identify trends in reported learning gains from the adoption of this strategy. Additionally, emerging technologies offer the ability to create low cost, immersive multimedia environments that may be able to support the types of learning targeted by physical design and construction experiences. Literature on multimedia learning theory is explored to identify opportunities for multimedia applications to facilitate learnings derived by physical educational contexts, but with the use of increasingly affordable multimedia strategies. This paper resulted in identifying six learning gains that have a theoretical potential to be facilitated using augmented reality and virtual reality technologies. The theoretical potential was deduced based on prior research on teaching strategies that provide real-world context to learning content. The authors of this paper propose using the identified learning gains as targets to specifically design implementation studies to verify this potential. The learning gains identified in the results section can be targeted and measured in future research when empirically validating the use of immersive technologies for construction education. The contribution of this work is in synthesizing the learning gains that future researchers should target based on evidence from prior research in related learning contexts. 

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3. Mixed Reality Multimedia Learning to Facilitate Learning Outcomes from Project Based Learning

   https://doi.org/https://doi-org.ezproxy1.lib.asu.edu/10.1061/9780784482865.017  

   Karan R. Patil, Steven K. (November 2020, Construction Research Congress 2020)

   Effective construction engineering and management education requires hands-on experiences that have not traditionally been offered in classroom settings. Physical building competitions like Solar Decathlon are valuable for providing experiential learning opportunities that may support tacit and explicit knowledge development among students, but they are often not available to all students due to funding and resource limitations. Less resource intensive teaching strategies, such as project based learning, can mimic the benefit of physical experiences by providing context to learning content. This paper reviews project based learning literature to identify trends in reported learning gains from the adoption of this strategy. Additionally, emerging technologies offer the ability to create low cost, immersive multimedia environments that may be able to support the types of learning targeted by physical design and construction experiences. Literature on multimedia learning theory is explored to identify opportunities for multimedia applications to facilitate learnings derived by physical educational contexts, but with the use of increasingly affordable multimedia strategies. This paper resulted in identifying six learning gains that have a theoretical potential to be facilitated using augmented reality and virtual reality technologies. The theoretical potential was deduced based on prior research on teaching strategies that provide real-world context to learning content. The authors of this paper propose using the identified learning gains as targets to specifically design implementation studies to verify this potential. The learning gains identified in the results section can be targeted and measured in future research when empirically validating the use of immersive technologies for construction education. The contribution of this work is in synthesizing the learning gains that future researchers should target based on evidence from prior research in related learning contexts. 

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4. Information Architecture as Theory: Sociotechnical Dimensions of Learning and Learning about Learning

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5. Exploring Constructive Learning Environments for Secondary Girls' STEM Learning

   Zhang, S (September 2024, WERA 2024)

   The purpose of the study is to explore and theorize the constructivist learning environment for secondary female students’ STEM learning. The study was built on a funded program featured a tiered-team structure, hands-on experience, and interactive mentorship for engaging female students from Grades 6-11 in a five-week Summer Camp to learn Arduino programming & Robotics Design and integration of these tools to conduct projects in ubiquitous intelligent systems. In conducting this study, we used the case study method to provide a more multifaceted perspective on the camp, and how these perspectives inform an understanding of how the project’s features impacted the students. All 37 female students participated in the survey, and eight participated in the interviews. The findings indicate that students were able to heighten their self-confidence and motivation. The themes of the learning environment were identified: knowledge enhancement, STEAM experience, as well as support and encouragement. The program had significant impacts on students’ identity related to STEM identity, motivation and interest, and self-confidence. It also significantly impacts their sense of belonging, including peers' and mentors' sense of belonging. The study provided research evidence for designing STEM learning projects to enhance female STEM learning. 

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