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#large language models Open access Sep 2026

Analysis Code and Reproducibility Materials for "Measuring Cognitive Surrender: Early-Warning Signals in AI-Mediated Education"

This repository contains the analysis code, derived results, figures, tables, and reproducibility materials supporting the manuscript “Cognitive Surrender in AI-Mediated Education: Behavioral Reliance, Prospective Signals, and Governance for Human Cognitive Agency.” The study examines reliance-oriented behavioral patte...

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