A nesting coefficient quantifying embedding of lower-order interactions in higher-order hypergraph structures controls activation thresholds, transition continuity, and hysteresis in higher-order SIS contagion.
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A human-reviewed AI-in-the-loop system in cMOOCs selectively improves social presence and higher-order cognitive presence via reciprocal interaction and adaptive roles rather than AI co-presence.
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Nesting Controls Phase Transitions in Higher-Order Contagion
A nesting coefficient quantifying embedding of lower-order interactions in higher-order hypergraph structures controls activation thresholds, transition continuity, and hysteresis in higher-order SIS contagion.
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Designing Human-GenAI Interaction for cMOOC Discussion Facilitation: Effects of a Collaborative AI-in-the-Loop Workflow on Social and Cognitive Presence
A human-reviewed AI-in-the-loop system in cMOOCs selectively improves social presence and higher-order cognitive presence via reciprocal interaction and adaptive roles rather than AI co-presence.