Shao-Wei Ren

College students' metacognitive awareness of generative-AI reliance: an experimental study of decision confidence and attribution bias

Introduction Generative AI is increasingly used by college students for explanation, evaluation, and decision support, raising the question of whether perceived reliance accurately tracks the extent to which AI advice shapes final judgments. Methods In a three-condition between-subjects experiment, 342 undergraduate st...