A survey on measuring cognitive workload in human-computer interaction

T Kosch, J Karolus, J Zagermann, H Reiterer… - ACM Computing …, 2023 - dl.acm.org
The ever-increasing number of computing devices around us results in more and more
systems competing for our attention, making cognitive workload a crucial factor for the user …

A systematic literature review of analytics for adaptivity within educational video games

M Ninaus, S Nebel - Frontiers in Education, 2021 - frontiersin.org
Research has shown that serious games, digital game-based learning, and educational
video games can be powerful learning instruments. However, experimental and meta …

Digital transformations of classrooms in virtual reality

H Gao, E Bozkir, L Hasenbein, JU Hahn… - Proceedings of the …, 2021 - dl.acm.org
With rapid developments in consumer-level head-mounted displays and computer graphics,
immersive VR has the potential to take online and remote learning closer to real-world …

Quantifying workload and stress in intensive care unit nurses: preliminary evaluation using continuous eye-tracking

N Ahmadi, F Sasangohar, J Yang, D Yu… - Human …, 2024 - journals.sagepub.com
Objective (1) To assess mental workloads of intensive care unit (ICU) nurses in 12-hour
working shifts (days and nights) using eye movement data;(2) to explore the impact of stress …

Exploring gender differences in computational thinking learning in a vr classroom: Developing machine learning models using eye-tracking data and explaining the …

H Gao, L Hasenbein, E Bozkir, R Göllner… - International Journal of …, 2023 - Springer
Understanding existing gender differences in the development of computational thinking
skills is increasingly important for gaining valuable insights into bridging the gender gap …

[HTML][HTML] No Pain, no Gain? Investigating motivational mechanisms of game elements in cognitive tasks

K Bernecker, M Ninaus - Computers in Human Behavior, 2021 - Elsevier
The literature on serious games and gamification suggests that game elements have a
positive influence on learning and performance in cognitive tasks. However, the …

Theory-based approach for assessing cognitive load during time-critical resource-managing human–computer interactions: an eye-tracking study

N Sevcenko, T Appel, M Ninaus, K Moeller… - Journal on Multimodal …, 2023 - Springer
Computerized systems are taking on increasingly complex tasks. Consequently, monitoring
automated computerized systems is becoming increasingly demanding for human …

Cognitive load monitoring with wearables–lessons learned from a machine learning challenge

M Gjoreski, B Mahesh, T Kolenik, J Uwe-Garbas… - IEEE …, 2021 - ieeexplore.ieee.org
To further extend the applicability of wearable sensors, methods for accurately extracting
subtle psychological information from the sensor data are required. However, accessing …

Cross-task and cross-participant classification of cognitive load in an emergency simulation game

T Appel, P Gerjets, S Hoffman, K Moeller… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Assessment of cognitive load is a major step towards adaptive interfaces. However, non-
invasive assessment is rather subjective as well as task specific and generalizes poorly …

[HTML][HTML] Robust cognitive load detection from wrist-band sensors

V Borisov, E Kasneci, G Kasneci - Computers in Human Behavior Reports, 2021 - Elsevier
In recent years, the detection of cognitive load has received a lot of attention. Understanding
the circumstances in which cognitive load occurs and reliably predicting such occurrences …