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Responsible Innovation for AI Partners in Jigsaw ClassroomsAuthors: Doherty, E., & Hirshfield, L.Publication Date: 2025Publication Type: Proceedings of the 18th International Conference of the Computer-Supported Collaborative Learning - CSCL

Piecing Together Teamwork: A Responsible Approach to an LLM-based Educational Jigsaw AgentAuthors: Doherty, E., Perkoff, M. E., Von Bayern, S., Zhang, R., Dey, I., Puntambekar, S., Hirshfield, L.Publication Date: 2025Publication Type: The ACM (

Exploring GenAI Technologies within Collaborative LearningAuthors: Anderson, E., Lin, G., Farid, A., Fenech, M., Hanks, B., Klopfer, E., Doherty, E., Hirshfield, L., Ko, M., Foltz, P., W. Nguyen, H., Nguyen, V., L dovise, S., Santagata, R., Cao, L

Interdisciplinary views of fNIRS: Current advancements, equity challenges, and an agenda for future needs of a diverse fNIRS research communityAuthors: Doherty, E. J., Spencer, C. A., Burnison, J., Ceko, M., Chin, J., Eloy, L., Haring, K., Kim

Dynamical Measurement of Team ResilienceAuthors: Grimm, D.A.P., Gorman, J.C., Cooke, N.J., Demir, M., McNeese, N.J. Publication Date: 2024Type: Journal of Cognitive Engineering and Decision Making

Using Speech Patterns to Model the Dimensions of Teamness in Human-Agent TeamsAuthors: Doherty, E., Spencer, C. A., Eloy, L.A., Kumar, N., Dickler, R., Hirshfield, L.Publication Date: 2023Type: Conference Proceedings: The 25th ACM

Designing an AI Partner for Jigsaw classroomsAuthors: Jie Cao, Rachel Dickler, Marie Grace, Jeffrey B. Bush, Alessandro Roncone, Leanne M. Hirshfield, Marilyn A. Walker, Martha S. Palmer Publication Date: 2023Type: 

“Beautiful work, you’re rock stars!”: Teacher analytics to uncover discourse that supports or undermines student motivation, identity, and belonging in classroomsAuthors: Hunkins, N., Kelly, S., D’Mello, S. K.Publication Date: 2022 Type:

Toward automated detection of phase change in team collaborationAuthors: Harrison, J., Jain, S., Dunbar, T., Gorman, J., Varma, S.Publication Date: 2022Type: Conference Proceeding: Proceedings of the 44th Annual Conference of the

Say what? Automatic modeling of collaborative problem solving skills from student speech in the wildAuthors: Pugh, S., Subburaj, S.K., Rao, A.R., Steward, A., Andrews-Todd, J., D'Mello, S.K., Publication Date: 06-29-2021Type: