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When Engagement Is Not Enough: What Should AI Optimize in Gamified Education?

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Neither study used AI as an educational intervention. Two non-AI studies inform outcome selection for future educational AI. In crossover STEAM education (n = 49), interest favored gamified instruction (d_z = 0.64), whereas perceived expression acquisition favored conventional instruction (d_z = -0.
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