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Supplementary Materials
Additional participant demographics
Participatory speed dating - Participant demographics
Speed dating concepts
New concepts generated by teachers and students
[F.2] Suggesting Peer Tutors to Support Teachers in "Offloading" Help
[J] Notifying Teachers of Students they Have Not Visited Recently
[E.2] Providing Automated Motivational Prompts to Frustrated Students
[E.3] Allowing Students to Hide (All) of their Analytics from Teachers
[E.4] Notifying Students When the System has Automatically Alerted their Teacher
[E.5] Allowing Students to Hide Emotion-related Analytics from Teachers
[E.6] Asking Students' Permission before Revealing (Some) Analytics to Teachers
[H.2] Enabling Students to Ask the Whole Class Anonymous Questions
[H.3] Student–System Joint Control Over Selection of Peer Tutors
[H.4] Showing Students Potential Peer Tutors' Skill Mastery
[L] Teacher-controlled Shared Displays to Foster Competition
[B] Suggesting Which Students to Help and How to Help
[M] Allowing Parents to Monitor their Child's Behavior During Class
Initial set of concepts (based on prior literature)
[A.1] Ranking Students by Need for Teacher Help
[A.2] Explaining Ranking of Students
[F.1] "Invisible Hand Raises" and Teacher Reminders
[C] Helping Teachers Mediate between Students and Student Models
[D] Predicting Time to Mastery to Support Teacher Scheduling
[K] Listening in on Teacher Help-giving to Improve AI Tutor's Hints
[G] Giving Teachers Real-time Suggestions for "Conversation Starters"
[I.1] Real-time Positive Feedback on Teacher Explanations
[I.2] Real-time Negative Feedback on Teacher Explanations
[E.1] Alerting Teachers to Student Frustration, Misbehavior, and High Performance
[H.1] Enabling Students to Request Not to be Helped
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