NDLI: Modelling environmental and cognitive factors to predict performance in a stressful training scenario on a naval ship simulator

Content Provider	Springer Nature Link
Author	Cohen, Iris Brinkman, Willem Paul Neerincx, Mark A.
Copyright Year	2015
Abstract	Professionals working in risky or emergency situations have to make very accurate decisions, while the quality of the decisions might be affected by the stress that these situations bring about. Integrating task feedback and biofeedback into computer-based training environments could improve trainees’ stress-coping behaviour. This paper presents and assesses a refined version of the cognitive performance and error (COPE) model that describes the effects of stressful events on decisions as a foundation for such a support tool. Within a high-fidelity simulator of a ship’s bridge at the Royal Netherlands Naval College, students of the naval college (n = 10) were observed while completing a 2-h-long shadowing and boarding operation combined with a search-and-rescue operation. For every action, variables were measured: objective and subjective task demand, challenge and threat appraisal, and arousal based on heart rate and heart rate variability. The data supported the COPE model and were used to create predictive models. The variables could provide minute-by-minute predictions of performance that can be divided into performance rated by experts and errors. The predictions for performance rated by experts correlated with the observed data (r = 0.77), and 68.3 % of the predicted errors were correct. The error predictions concern the chances of making specific errors of communication, planning, speed, and task allocation. These models will be implemented into a real-time feedback system for trainees performing in stressful simulated training tasks.
Starting Page	503
Ending Page	519
Page Count	17
File Format	PDF
ISSN	14355558
Journal	Cognition, Technology & Work
Volume Number	17
Issue Number	4
e-ISSN	14355566
Language	English
Publisher	Springer London
Publisher Date	2015-02-12
Publisher Place	London
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Stress Virtual training Cognitive errors Performance Simulator Navy User Interfaces and Human Computer Interaction Industrial, Organisational and Economic Psychology Cognitive Psychology Automotive Engineering Aerospace Technology and Astronautics Medicine/Public Health
Content Type	Text
Resource Type	Article
Subject	Philosophy Human-Computer Interaction Computer Science Applications

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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