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Evaluation of Constructing Care Collaboration - nurturing empathy and peer-to-peer learning in medical students who participate in voluntary structured service learning programmes for migrant workers [PDF]
BMC Medical Education, 2019 Background Experiential learning through service provides opportunities to nurture and practice empathy. Of growing concern, studies showed significantly decreased empathy scores as students progress through medical school.
DYE Sin +5 more
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A digital peer-to-peer learning platform for clinical skills development. [PDF]
Canadian Medical Education Journal, 2017 Background: Due to constraints in time and resources, medical curricula may not provide adequate opportunities for pre-clerkship students to practice clinical skills. To address this, medical students at the University of Alberta developed a digital peer-
Jesse Paul Basnak +3 more
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‘Time to Be an Academic Influencer’
Cubic Journal, 2021 This paper explores how Peer-to-Peer learning can level-up students' understanding of computer-aided design (CAD) with Autodesk Auto- CAD programme for Interior Design Year 1 students.
Iain Choi, Fann Zhi
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Hackathons and other participatory open science formats [PDF]
Research Ideas and Outcomes, 2023 This paper aims to provide a structured overview of four open, participatory formats that are particularly applicable in inquiry-based teaching and learning contexts: hackathons, book sprints, barcamps, and learning circles.
Gabriele Fahrenkrog +2 more
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Economic Disruptions in Repayment of Peer Loans
International Journal of Financial Studies, 2023 Economic disruptions can alter the likelihood of defaults on peer-to-peer loans, causing those impacted to adjust. The option to declare economic hardship and temporarily reduce the payment burden can provide some relief. When this occurs, the borrower’s
David Maloney, Sung-Chul Hong, Barin Nag
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DEFEAT: A decentralized federated learning against gradient attacks
High-Confidence Computing, 2023 As one of the most promising machine learning frameworks emerging in recent years, Federated learning (FL) has received lots of attention. The main idea of centralized FL is to train a global model by aggregating local model parameters and maintain the ...
Guangxi Lu +5 more
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iChain: Peer-To-Peer Machine Learning Powered by Blockchain Technology
Frontiers in Blockchain, 2021 iChain is an application which was created to help meet the growing demand of machine learning. It allows users to pay those with powerful machines to run machine learning tasks for them, bypassing the need for a significant investment in a powerful ...
Caleb Johnson +5 more
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A privacy-preserving federated learning architecture implementing data ownership and portability on edge end-points [PDF]
International Journal of Industrial Engineering and Operations Management, 2023 Purpose – In response to food supply constraints resulting from coronavirus disease 2019 (COVID-19) restrictions, in the year 2020, the project developed automated household Aquaponics units to guarantee food self-sufficiency.
Patience Mpofu +5 more
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TravellingFL: Communication Efficient Peer-to-Peer Federated Learning
IEEE Transactions on Vehicular Technology, 2022 <p>Machine learning and artificial intelligence are two key emerging technologies in computer science that require vast amounts of data for a meaningful application. The requirement of such a large dataset is usually met by pooling data from various sources, which is often difficult to implement in practice due to strict data privacy constraints.
Vansh Gupta +4 more
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IET Smart Grid, 2022 With the development of the electricity market, peer‐to‐peer (P2P) transaction plays an important role in promoting local consumption of renewable energy and arousing the enthusiasm of prosumers.
Dajian Peng +4 more
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