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LearnFlow: A K12 Gamified Adaptive Learning Platform and Measurement Instrument for Learning-Addiction Research

Year: 2026
Type: software
Abstract: LearnFlow is a K12 gamified adaptive-learning platform released primarily as a reproducible research artifact for the study of learning addiction. Its measurement contribution is a dual-source, five-dimension framework that combines behavioural logs (durations, night-time ratio, hint dependence) with a self-report instrument layer covering the dimensions logs structurally cannot observe: behavioural control, sleep and social impairment, and time-perception bias. Unmeasured dimensions are excluded from the index weighting and reported through an explicit coverage object rather than silently scored as healthy. Every headline count in the documentation is recomputed from source by scripts, and the consistency check fails loudly when a documented number diverges from the code.
Author: Weng, Zexiao
Institution: Youngsan University
Language: English
Field: Psychology
Open Access status: green
OpenAlex ID: W7212376089
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