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#epistemic-network-analysis News & Analysis

2 articles tagged with #epistemic-network-analysis. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · 6d ago6/10
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Tracing GenAI Literacy: Uncovering Student-AI Interaction Patterns in Academic Writing through Epistemic Network Analysis

Researchers used learning analytics and epistemic network analysis to study how 162 university students interact with generative AI during academic writing tasks, revealing that high-literacy students employ iterative refinement and strategic questioning while low-literacy students rely on direct generation commands. This data-driven approach offers a new framework for assessing GenAI literacy beyond traditional self-reported scales.

AINeutralarXiv – CS AI · Mar 54/10
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TopicENA: Enabling Epistemic Network Analysis at Scale through Automated Topic-Based Coding

TopicENA is a new framework that combines BERTopic with Epistemic Network Analysis to automatically analyze concept relationships in large text datasets without manual coding. The research demonstrates that automated topic modeling can replace expert manual coding while maintaining analytical quality, making network analysis scalable for large corpora.