Publications

Selected recent publications are listed below. You can also find articles on Dr. Vatral's Google Scholar profile.

Journal Articles

Eye movements as predictors of student experiences during nursing simulation learning events

Published in Cognitive Research: Principles and Implications, 2025

Lee Mason, M., et al. "Eye movements as predictors of student experiences during nursing simulation learning events" Cognitive Research: Principles and Implications. 10: 37 (2022).
Download Paper

Using the DiCoT framework for integrated multimodal analysis in mixed-reality training environments

Published in Frontiers in Artificial Intelligence, 2022

Vatral, C., et al. "Using the DiCoT framework for integrated multimodal analysis in mixed-reality training environments" Frontiers in Artificial Intelligence. 5(2022): 941825.
Download Paper

Conference Papers

Prediction of Students’ self-confidence using multimodal features in an experiential nurse training environment

Published in 24th International Conference on Artificial Intelligence in Education, 2023

Vatral, C., et al. "Prediction of Students’ Self-confidence Using Multimodal Features in an Experiential Nurse Training Environment" Proceedings of the 24th International Conference on Artificial Intelligence in Education. (2023): pp. 266-271.
Download Paper

A tale of two nurses: Studying groupwork in nurse training by analyzing taskwork roles, social interactions, and self-efficacy

Published in 16th International Conference on Computer-Supported Collaborative Learning, 2023

Vatral, C., et al. "A Tale of Two Nurses: Studying Groupwork in Nurse Training by Analyzing Taskwork Roles, Social Interactions, and Self-Efficacy" Proceedings of the 16th International Conference on Computer-Supported Collaborative Learning. (2023): pp. 217-220.
Download Paper

Identifying Gaze Behavior Evolution via Temporal Fully-Weighted Scanpath Graphs

Published in 13th International Learning Analytics and Knowledge Conference, 2023

Davalos, E., et al. "Identifying Gaze Behavior Evolution via Temporal Fully-Weighted Scanpath Graphs" Proceedings of the 13th International Learning Analytics and Knowledge Conference. (2023): pp. 476-487.
Download Paper

Automated assessment of team performance using multimodal Bayesian learning analytics

Published in 2022 Interservice/Industry Training, Simulation and Education Conference, 2022

Vatral, C., et al. "Automated assessment of team performance using multimodal Bayesian learning analytics" Proceedings of the 2022 Interservice/Industry Training, Simulation and Education Conference. (2022).
Download Paper

Multimodal Learning Analytics Using Hierarchical Models for Analyzing Team Performance

Published in 15th International Conference on Computer-Supported Collaborative Learning, 2022

Vatral, C., et al. "Multimodal learning analytics using hierarchical models for analyzing team performance" Proceedings of the 15th International Conference on Computer-Supported Collaborative Learning. (2022): pp. 403-406. International Society of the Learning Sciences.
Download Paper

MIMIC Lab