58
views
0
recommends
+1 Recommend
1 collections
    4
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Workload assessment for mental arithmetic tasks using the task-evoked pupillary response

      research-article
      ,
      PeerJ Computer Science
      PeerJ Inc.
      Pupillometry, Human factors, Pupil diameter, Cognitive load

      Read this article at

      ScienceOpenPublisher
      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Pupillometry is a promising method for assessing mental workload and could be helpful in the optimization of systems that involve human–computer interaction. The present study focuses on replicating the studies by Ahern (1978) and Klingner (2010), which found that for three levels of difficulty of mental multiplications, the more difficult multiplications yielded larger dilations of the pupil. Using a remote eye tracker, our research expands upon these two previous studies by statistically testing for each 1.5 s interval of the calculation period (1) the mean absolute pupil diameter (MPD), (2) the mean pupil diameter change (MPDC) with respect to the pupil diameter during the pre-stimulus accommodation period, and (3) the mean pupil diameter change rate (MPDCR). An additional novelty of our research is that we compared the pupil diameter measures with a self-report measure of workload, the NASA Task Load Index (NASA-TLX), and with the mean blink rate (MBR). The results showed that the findings of Ahern and Klingner were replicated, and that the MPD and MPDC discriminated just as well between the lowest and highest difficulty levels as did the NASA-TLX. The MBR, on the other hand, did not differentiate between the difficulty levels. Moderate to strong correlations were found between the MPDC and the proportion of incorrect responses, indicating that the MPDC was higher for participants with a poorer performance. For practical applications, validity could be improved by combining pupillometry with other physiological techniques.

          Most cited references33

          • Record: found
          • Abstract: not found
          • Article: not found

          Task-evoked pupillary responses, processing load, and the structure of processing resources.

            Bookmark
            • Record: found
            • Abstract: found
            • Article: not found

            Pupil Size in Relation to Mental Activity during Simple Problem-Solving.

            E. Hess, J Polt (1964)
            Changes in pupil size during the solving of simple multiplication problems can be used as a direct measure of mental activity. The pupil response not only indicates mental activity in itself but shows that mental activity is closely correlated with problem difficulty, and that the size of the pupil increases with the difficulty of the problem. These findings relate to recent Russian research on the pupillary reflex in connection with orienting and brain stimulation.
              Bookmark
              • Record: found
              • Abstract: not found
              • Article: not found

              Pupillometric measures of cognitive and emotional processes.

                Bookmark

                Author and article information

                Contributors
                Journal
                peerj-cs
                PeerJ Computer Science
                PeerJ Comput. Sci.
                PeerJ Inc. (San Francisco, USA )
                2376-5992
                12 August 2015
                : 1
                : e16
                Affiliations
                [-1] Department of BioMechanical Engineering, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology , Delft, The Netherlands
                Article
                cs-16
                10.7717/peerj-cs.16
                e709daec-0a12-4e74-a991-8929b136212c
                © 2015 Marquart and de Winter

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited.

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited.

                History
                : 21 May 2015
                : 22 July 2015
                Funding
                The authors received no funding for this work.
                Categories
                Human–Computer Interaction

                Computer science
                Pupillometry,Human factors,Pupil diameter,Cognitive load
                Computer science
                Pupillometry, Human factors, Pupil diameter, Cognitive load

                Comments

                Comment on this article