4 papers
InquiryBits: Sharing AI Conversation Traces to Support Collaboration Within Trust Boundaries
Caitlin Morris, Pattie Maes
AI chat tools are shifting problem-solving and brainstorming conversations away from colleagues and into private AI interactions, reducing the shared awareness that supports team c…
Same Feedback, Different Source: How AI vs. Human Feedback Attribution and Credibility Shape Learner Behavior in Computing Education
Caitlin Morris, Pattie Maes
As AI systems increasingly take on instructional roles - providing feedback, guiding practice, evaluating work - a fundamental question emerges: does it matter to learners who they…
Same Feedback, Different Source: How AI vs. Human Feedback Shapes Learner Engagement
Caitlin Morris, Pattie Maes
When learners receive feedback, what they believe about its source may shape how they engage with it. As AI is used alongside human instructors, understanding these attribution eff…
When Peers Outperform AI (and When They Don't): Interaction Quality Over Modality
Caitlin Morris, Pattie Maes
As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory throug…