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EdArXiv Preprints | MetaMate: Large Language Model to the Rescue of Automated Data Extraction for Educational Systematic Reviews and Meta-analyses

EdArXiv Preprints | MetaMate: Large Language Model to the Rescue of Automated Data Extraction for Educational Systematic Reviews and Meta-analyses | e-learning-ukr | Scoop.it
Systematic reviews and meta-analyses are crucial for synthesizing evidence but are time-consuming and labor-intensive, especially during data extraction. To address this challenge, we developed MetaMate, an open-access web-based tool leveraging large language models (LLMs) for automated data extraction in educational systematic reviews and meta-analyses. MetaMate utilizes a hierarchical schema and divide-and-conquer approach in its extraction chain, and a from-global-to-local lens and example retriever in its verification chain. We evaluated MetaMate’s performance on 32 empirical studies, extracting 20 data elements related to participants and interventions. MetaMate achieved high precision, recall, and F1 scores, with performance comparable to human coders when benchmarked against an expert-defined gold standard. Notably, MetaMate demonstrated advanced mathematical reasoning and semantic comprehension, surpassing keyword-based approaches and avoiding common human errors. As the first LLM-powered data extraction tool designed specifically for educational research, MetaMate has the potential to significantly streamline the systematic review process and reduce time and effort for researchers. MetaMate is available at https://metamate.streamlit.app.
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Instruktyvno.metodychni.rekomendatsiyi.shchodo.SHI.v.ZZSO-22.05.2024.pdf

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ІНСТРУКТИВНОМЕТОДИЧНІ РЕКОМЕНДАЦІЇ щодо запровадження та використання технологій штучного інтелекту в закладах загальної середньої освіти
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A Guide to Special Education Terms

A Guide to Special Education Terms | e-learning-ukr | Scoop.it
The number of students in special education has increased steadily in the last four decades. Here are some of the common terms used.
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New Windows AI feature records everything you’ve done on your PC

New Windows AI feature records everything you’ve done on your PC | e-learning-ukr | Scoop.it
Recall uses AI features "to take images of your active screen every few seconds."
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Methods for dreaming about and reimagining digital education | International Journal of Educational Technology in Higher Education | Full Text

Methods for dreaming about and reimagining digital education | International Journal of Educational Technology in Higher Education | Full Text | e-learning-ukr | Scoop.it
Utilising emancipatory approaches to educational technology in higher education allows welcoming creative and artistic modes of inquiry. This article presents two methods, a virtual makerspace and a guided fantasy story that were applied in a project concerned with rewilding higher education pedagogy. It is argued that the methods encouraged curiosity and care to address diversity and inclusion. They afforded mindfulness of individual needs and welcomed explorations of new directions that challenged potential biases (gender, race, disability or professionality). The article illustrates how these two methods may offer a safe space to dream and imagine educational spaces.
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EdTechnica: a vision of an educational publishing community of practice that is accessible, flexible, and just | International Journal of Educational Technology in Higher Education | Full Text

Open Educational Resources (OER) and Open Educational Practices (OEP) have the potential to transform and positively impact individuals, institutions, and society. As educators, we have a unique responsibility to explore opportunities and possibilities afforded by openness enabled by current technologies to reimagine and reshape current educational reality and provide a more hopeful and equitable future for all. EdTechnica is an openly licensed living encyclopedia that provides background information on central topics and theories in the field of educational technology. As an OER, EdTechnica extends the 5Rs of openness—retain, reuse, revise, remix, and redistribute by also attending to the 3Rs of social justice—recognition, representation, and redistribution—bringing about a responsive product that reimagines what encyclopedias should be. Additionally, the governing board enacts principles of openness in its practice, striving for OEP in all its activities. This article explores how EdTechnica promotes knowledge creation and academic discourse by attending to key principles of openness in terms of ensuring accessibility, flexibility, justice, and sustainable generosity. Specific examples of OER/P in the EdTechnica context offer an insight into our practices and ambitions to improve the current educational landscape, illustrating what is possible at the intersection of justice, hope, and educational technology when we strive for openness and are guided by the values of sustainable generosity and sustainable improvement.
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(99+) Generative AI, Synthetic Contents, Open Educational Resources (OER), and Open Educational Practices (OEP): A New Front in the Openness Landscape | Aras Bozkurt - Academia.edu

This paper critically examines the transformation of the educational landscape through the integration of generative AI with Open Educational Resources (OER) and Open Educational Practices (OEP). The emergence of AI in content creation has ignited
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Expert Voices

“Expert Voices” is an online platform featuring original commentary and analysis on the higher education and research sector in Europe.
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(PDF) Reflections on Educational Practice: COVID-19 Influences | Andree' L . Koehler - Academia.edu

(PDF) Reflections on Educational Practice: COVID-19 Influences | Andree' L . Koehler - Academia.edu | e-learning-ukr | Scoop.it
The purpose of this paper is to encourage research at the primary, secondary, and post-secondary levels to further explore the ramifications on educational practice due to the most recent pandemic. While a body of global research has developed that
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(PDF) Evolving Digital Skills of first-year students: A Pre-and Post-Covid Analysis | Martin Ebner - Academia.edu

(PDF) Evolving Digital Skills of first-year students: A Pre-and Post-Covid Analysis | Martin Ebner - Academia.edu | e-learning-ukr | Scoop.it
Digital skills are necessary for first-year students at Austrian universities. This paper unveils results from two surveys among first-year students at Graz University of Technology (TU Graz): Pre-Covid-19 data (n=921) is derived from a larger study
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2024 Integrations Survey Results - Google Slides

2024 Integrations Survey Results - Google Slides | e-learning-ukr | Scoop.it
2024 Integrations Survey Technology Partners | Research Summary March 2024
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What Are The Benefits Of Empathy-Based Learning On Online Learner Engagement?

What Are The Benefits Of Empathy-Based Learning On Online Learner Engagement? | e-learning-ukr | Scoop.it
What Is The Effect Of Empathy On Online Learner Engagement? The rise in internet use and the democratization of knowledge has made eLearning a sought-after alternative for instructors and learners alike. Using the undeniable power of technology, schools, companies, and other institutions interested
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Downes.ca ~ Stephen's Web ~ Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach

Downes.ca ~ Stephen's Web ~ Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach | e-learning-ukr | Scoop.it
Commentary on Stephen's Web ~ Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach by Stephen Downes. Online learning, e-learning, new media, connectivism, MOOCs, personal learning environments, new literacy, and more
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Empowering Student Learning: Navigating Artificial Intelligence in the College Classroom 

Empowering Student Learning: Navigating Artificial Intelligence in the College Classroom  | e-learning-ukr | Scoop.it
Like many of our colleagues, the emergence of ChatGPT and other generative artificial intelligence sites initially created a mild panic. Out of the panic, an emerging field of practical, practitioner-based research has begun to emerge. The call for calm, patient reflection has been noted (Naidu 2023, para 10). Others argue that AI, in various forms, […]
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dokieli

dokieli is a clientside editor for decentralised article publishing, annotations, and social interactions. Write and publish articles in a space you controlincluding locally, offline and static hosting.
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The 'quantum internet' (and why Washington should care)

The 'quantum internet' (and why Washington should care) | e-learning-ukr | Scoop.it
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Towards a Framework for Openness in Foundation Models

Analyzing and documenting internet health and trustworthy AI to help shape a human-centered internet.
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EdTechnica

EdTechnica | e-learning-ukr | Scoop.it
This encyclopedia is a living volume that provides an entry point for learning about the educational technology field and that evolves over time with additional contributions and resources. Representing the perspectives of educational technology researchers, instructors, designers, developers, and practitioners throughout the world, it includes short, focused articles on foundational topics ranging from learning and design concepts to emerging technologies to policies shaping the future of educational technology. Each article is peer-reviewed and intended to provide an expert and up-to-date understanding of the topic, while also providing a space for community contributors to share helpful resources related to the topic.
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Link Rot and Digital Decay on Government, News and Other Webpages

Link Rot and Digital Decay on Government, News and Other Webpages | e-learning-ukr | Scoop.it
A quarter of all webpages that existed at one point between 2013 and 2023 are no longer accessible.
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The Five Whys: Helping Students Engage in Deeper Learning

The Five Whys: Helping Students Engage in Deeper Learning | e-learning-ukr | Scoop.it
The five whys as an academic strategy enables students to discover the core concepts and engage in continuous learning.
Michael Paul's curator insight, May 21, 10:31 PM

Helping students find success the first time is one of every teacher's goals. Having deeper understanding of a topic is one way to ensure this occurs. By implementing a better instructional plan, this can occur!

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liquid leadership – Harold Jarche

liquid leadership – Harold Jarche | e-learning-ukr | Scoop.it
In a digitally interconnected world, those in positions of leadership should focus on helping their networks become smarter, more resilient, and able to make better decisions. Networks move information faster than institutions or markets.
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Code.org

Code.org | e-learning-ukr | Scoop.it
Кожен може вивчати інформатику. Створюй ігри, програмки та твори з кодом.
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💡Maximizing Productivity with ChatGPT. - by Yaro Celis

Plus: Bipartisan AI Legislation Proposal and OpenAI and Google Differ on AI Vision.
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The Pros and Cons of AI in Special Education

The Pros and Cons of AI in Special Education | e-learning-ukr | Scoop.it
AI can make special educators' jobs easier by handling paperwork and serving as an adaptive tool. But there are privacy and other concerns.
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Human Curiosity in the Age of AI

Human Curiosity in the Age of AI | e-learning-ukr | Scoop.it
The future of human curiosity in the age of AI is not a zero-sum game. It’s an opportunity to create a virtuous cycle of discovery where the unique strengths of human and AI curiosity build upon and reinforce each other. It can be a journey towards a shared destination.
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