Measuring mental workload: ocular astigmatism aberration as a novel objective index

References

• Annett, John. 2002. “Subjective Rating Scales: Science or Art?” Ergonomics 45 (14): 966–987. doi:10.1080/00140130210166951.
   PubMed Web of Science ®Google Scholar
• Applegate, Raymond, William J. Donnelly, Jason D. Marsack, Darren E. Koenig, and Konrad Pesudovs. 2007. “Three-dimensional Relationship between High-order Root-mean-square Wavefront Error, Pupil Diameter, and Aging.” Journal of the Optical Society of America. 24 (3): 578–587. doi:10.1364/JOSAA.24.000578.
   Web of Science ®Google Scholar
• Asejczyk-Widlicka, M., and B. K. Pierscionek. 2007. “Fluctuations in Intraocular Pressure and the Potential Effect on Aberrations of the Eye.” Brithish Journal of Ophthalmology 91: 1054–1058. doi:10.1136/bjo.2006.109793.
   PubMed Web of Science ®Google Scholar
• Atchison, David A., Michael J. Collins, Christine F. Wildsoet, James Christensen, and Michael D. Waterworth. 1995. “Measurement of Monochromatic Ocular Aberrations of Human Eyes as a Function of Accommodation by the Howland Aberroscope Technique.” Vision Research 35 (3): 313–323. doi:10.1016/0042-6989(94)00139-D.
   PubMed Web of Science ®Google Scholar
• Borghini, Gianluca, Laura Astolfi, Giovanni Vecchiato, Donatella Mattia, and Fabio Babiloni. 2014. “Measuring Neurophysiological Signals in Aircraft Pilots and Car Drivers for the Assessment of Mental Workload, Fatigue and Drowsiness.” Neuroscience and Biobehavioral Reviews 44: 58–75. doi:10.1016/j.neubiorev.2012.10.003.
   PubMed Web of Science ®Google Scholar
• Borsting, Eric, Christopher H. Chase, and William H. Ridder. 2007. “Measuring Visual Discomfort in College Students.” Optometry and Vision Science 84 (8): 745–751. doi:10.1097/OPX.0b013e31812f5f51.
   PubMed Web of Science ®Google Scholar
• Brody, S., C. Erb, R. Veit, and H. Rau. 1999. “Intraocular Pressure Changes: The Influence of Psychological Stress and the Valsalva Maneuver.” Biological Psychology 51: 43–57. doi:10.1016/S0301-0511(99)00012-5.
   PubMed Web of Science ®Google Scholar
• Brubaker, Richard F. 2003. “Targeting Outflow Facility in Glaucoma Management.” Survey of Ophthalmology 48 (Suppl 1): 17–20. doi:10.1016/S0039-6257(03)00003-1.
   PubMed Web of Science ®Google Scholar
• Buehren, Tobias, Michael J. Collins, Jim Loughridge, Leo G. Carney, and D. Robert Iskander. 2003. “Corneal Topography and Accommodation.” Cornea 22 (4): 311–316.10.1097/00003226-200305000-00007
   PubMed Web of Science ®Google Scholar
• Bullimore, M. A., and B. Gilmartin. 1988. “The Accommodative Response, Refractive Error and Mental Effort: 1. The Sympathetic Nervous System.” Documenta Ophthalmologica. Advances in Ophthalmology 69 (4): 385–397. doi:10.1007/BF00162751.
   PubMed Web of Science ®Google Scholar
• Burakgazi, Ahmet Z., Bernard Tinio, Alejandro Bababyan, Kevin Kevork Niksarli, and Penny Asbell. 2006. “Higher Order Aberrations in Normal Eyes Measured with Three Different Aberrometers.” Journal of Refractive Surgery 22 (9): 898–903.
   PubMed Web of Science ®Google Scholar
• Carreon, Teresia A., Genea Edwards, Haiyan Wang, and Sanjoy K Bhattacharya. 2016. “Segmental Outflow of Aqueous Humor in Mouse and Human.” Experimental Eye Research. Advance online publication. doi:10.1016/j.exer.2016.08.001.
   PubMed Web of Science ®Google Scholar
• Cheng, Han, Justin K. Barnett, Abhiram S. Vilupuru, Jason D. Marsack, Sanjeev Kasthurirangan, Raymond Applegate, and Austin Roorda. 2004. “A Population Study on Changes in Wave Aberrations with Accommodation.” Journal of Vision 4 (4): 272–280. doi:10.1167/4.4.3.
   PubMed Web of Science ®Google Scholar
• Conlon, Elizabeth G., William J. Lovegrove, Eugene Chekaluk, and Philippa E. Pattison. 1999. “Measuring Visual Discomfort.” Visual Cognition 6 (6): 637–663. doi:10.1080/135062899394885.
   Web of Science ®Google Scholar
• Dai, Guang-Ming. 2008. Wavefront Optics for Vision Correction. Washington, DC: SPIE Press.10.1117/3.769212
   Google Scholar
• Davies, Leon Nicholas, James Stuart Wolffsohn, and Bernard Gilmartin. 2005. “Cognition, Ocular Accommodation, and Cardiovascular Function in Emmetropes and Late-Onset Myopes.” Investigative Ophthalmology and Visual Science 46 (5): 1791–1796. doi:10.1167/iovs.04-0986.
   PubMed Web of Science ®Google Scholar
• Del Rio-Bermudez, Carlos, Carolina Diaz-Piedra, Andrés Catena, Gualberto Buela-Casal, and Leandro L. Di Stasi. 2014. “Chronotype-dependent Circadian Rhythmicity of Driving Safety.” Chronobiology International 31 (4): 532–41. doi:10.3109/07420528.2013.876427.
   PubMed Web of Science ®Google Scholar
• Di Stasi, Leandro L., Adoración Antolí, and José Juan Cañas. 2011. “Main Sequence: An Index for Detecting Mental Workload Variation in Complex Tasks.” Applied Ergonomics 42 (6). Elsevier: 807–813. doi:10.1016/j.apergo.2011.01.003.
   PubMed Web of Science ®Google Scholar
• Di Stasi, Leandro L., Carolina Diaz-Piedra, Juan Suárez, Michael B. McCamy, Susana Martinez-Conde, Joaquín Roca-Dorda, and Andrés Catena. 2015. “Task Complexity Modulates Pilot Electroencephalographic Activity during Real Flights.” Psychophysiology 52: 951–56. doi:10.1111/psyp.12419.
   PubMed Web of Science ®Google Scholar
• Díaz, José Antonio, José Fernández-Dorado, Carles Pizarro, and Josep Arasa. 2009. “Zernike Coefficients for Concentric, Circular Scaled Pupils: An Equivalent Expression.” Journal of Modern Optics 56 (1): 131–137. doi:10.1080/09500340802531224.
   Web of Science ®Google Scholar
• Durantin, G., J. F. Gagnon, S. Tremblay, and F. Dehais. 2014. “Using Near Infrared Spectroscopy and Heart Rate Variability to Detect Mental Overload.” Behavioural Brain Research 259: 16–23. doi:10.1016/j.bbr.2013.10.042.
   PubMed Web of Science ®Google Scholar
• Fallahi, Majid, Majid Motamedzade, Rashid Heidarimoghadam, and Ali Reza Soltanian. 2016. “Effects of Mental Workload on Physiological and Subjective Reponses during Traffic Density Monitoring: A Field Study.” Applied Ergonomics 52: 95–103. doi:10.1016/j.apergo.2015.07.009.
   PubMed Web of Science ®Google Scholar
• Garner, Leon F., and Maurice K. H. Yap. 1997. “Changes in Ocular Dimensions and Refraction with Accommodation.” Ophthalmic and Physiological Optics 17 (1): 12–17.10.1111/opo.1997.17.issue-1
   PubMed Web of Science ®Google Scholar
• de Gee, Jan Willem, Tomas Knapen, and Tobias H. Donner. 2014. “Decision-related Pupil Dilation Reflects Upcoming Choice and Individual Bias.” Proceedings of the National Academy of Sciences of the United States of America 111 (5): E618–E625. doi:10.1073/pnas.1317557111.
   PubMed Web of Science ®Google Scholar
• Ghaderyan, Peyvand, and Ataollah Abbasi. 2016. “An Efficient Automatic Workload Estimation Method Based on Electrodermal Activity using Pattern Classifier Combinations.” International Journal of Psychophysiology 110: 91–101. doi:10.1016/j.ijpsycho.2016.10.013.
   PubMed Web of Science ®Google Scholar
• Gomez, Pablo, and Manuel Perea. 2009. “A Model of the Go/no Go Task.” Journal of Experimental Psychology 136 (3): 389–413. doi:10.1037/0096-3445.136.3.389.A.
   Google Scholar
• Hart, Sandra G., and Lowell E. Staveland. 1988. “Development of NASA-TLX (Task Load Index): Results of Empirical and Theorical Research.” Advances in Psychology 52: 139–183.10.1016/S0166-4115(08)62386-9
   Google Scholar
• He, J. C., S. A. Burns, and S. Marcos. 2000. “Monochromatic Aberrations in the Accommodated Human Eye.” Vision Research 40 (1): 41–48. doi:10.1016/S0042-6989(99)00156-X.
   PubMed Web of Science ®Google Scholar
• He, Ji C., Jane Gwiazda, Frank Thorn, and Richard Held. 2003. “Wave-front Aberrations in the Anterior Corneal Surface and the Whole Eye.” Journal of the Optical Society of America 20 (7): 1155–1163. doi:10.1364/JOSAA.20.001155.
   Web of Science ®Google Scholar
• Hess, Eckhard H., and James M. Polt. 1964. “Pupil Size in Relation to Mental Activity during Simple Problem-Solving.” Science 143 (3611): 1190–1192.10.1126/science.143.3611.1190
   PubMed Web of Science ®Google Scholar
• Hoddes, E., V. Zarcone, and W. Dement. 1972. “Development and Use of Stanford Sleepiness Scale (SSS).” Psychophysiology 9 (1): 150.
   Web of Science ®Google Scholar
• Holzer, Mike P., Sussane Goebels, and Gerd U. Auffarth. 2006. “Precision of NIDEK OPD-scan measurements.” Journal of Refractive Surgery 22 (11): s1021–23. doi:10.3928/1081-597X-20061102-02.
   PubMedGoogle Scholar
• Jainta, Stephanie, Joerg Hoormann, and Wolfgang Jaschinski. 2008. “Ocular Accommodation and Cognitive Demand: An Additional Indicator Besides Pupil Size and Cardiovascular Measures?” Journal of Negative Results in BioMedicine 7: 6. doi:10.1186/1477-5751-7-6.
   PubMedGoogle Scholar
• Jaschinski, Wolfgang, Herbert Heuer, and Hannegret Kylian. 1999. “A Procedure to Determine the Individually Comfortable Position of Visual Displays Relative to the Eyes.” Ergonomics 42 (4): 535–549. doi:10.1080/001401399185450.
   PubMed Web of Science ®Google Scholar
• Karavidas, Maria Katsamanis, Paul M. Lehrer, Shou-En Lu, Evgeny Vaschillo, Bronya Vaschillo, and Andrew Cheng. 2010. “The Effects of Workload on Respiratory Variables in Simulated Flight: A Preliminary Study.” Biological Psychology 84 (1): 157–160. doi:10.1016/j.biopsycho.2009.12.009.
   PubMed Web of Science ®Google Scholar
• Kiel, J. W., M. Hollingsworth, M. Rao, M. Chen, and H. A. Reitsamer. 2011. “Ciliary Blood Flow and Aqueous Humor Production.” Progress in Retinal and Eye Research 30 (1): 1–17. doi:10.1016/j.preteyeres.2010.08.001.Ciliary.
   PubMed Web of Science ®Google Scholar
• Klingner, Jeff, Barbara Tversky, and Pat Hanrahan. 2011. “Effects of Visual and Verbal Presentation on Cognitive Load in Vigilance, Memory, and Arithmetic Tasks.” Psychophysiology 48 (3): 323–332. doi:10.1111/j.1469-8986.2010.01069.x.
   PubMed Web of Science ®Google Scholar
• Koretz, Jane F., Christopher A. Cook, and Paul L. Kaufman. 2002. “Aging of the Human Lens: Changes in Lens Shape upon Accommodation and with Accommodative Loss.” Journal of the Optical Society of America 19 (1): 144–151.10.1364/JOSAA.19.000144
   Web of Science ®Google Scholar
• Liang, Junzhong, and David R. Williams. 1997. “Aberrations and Retinal Image Quality of the Normal Human Eye.” Journal of the Optical Society of America 14 (11): 2873. doi:10.1364/JOSAA.14.002873.
   Web of Science ®Google Scholar
• Lombardo, Marco, and Giuseppe Lombardo. 2010. “Wave Aberration of Human Eyes and New Descriptors of Image Optical Quality and Visual Performance.” Journal of Cataract and Refractive Surgery 36 (2): 313–331. doi:10.1016/j.jcrs.2009.09.026.
   PubMed Web of Science ®Google Scholar
• Lovie-Kitchin, Jan E. 2015. “Is it Time to Confine Snellen Charts to the Annals of History?” Ophthalmic and Physiological Optics 35 (6): 631–636. doi:10.1111/opo.12252.
   PubMed Web of Science ®Google Scholar
• Luczak, Anna, and Andrzej Sobolewski. 2005. “Longitudinal Changes in Critical Flicker Fusion Frequency: An Indicator of Human Workload.” Ergonomics 48 (15): 1770–1792. doi:10.1080/00140130500241753.
   PubMed Web of Science ®Google Scholar
• Luque-Casado, Antonio, José C. Perales, David Cárdenas, and Daniel Sanabria. 2015. “Heart Rate Variability and Cognitive Processing: The Autonomic Response to Task Demands.” Biological Psychology 113: 83–90. doi:10.1016/j.biopsycho.2015.11.013.
   PubMed Web of Science ®Google Scholar
• Mansikka, Heikki, Petteri Simola, Kai Virtanen, Don Harris, and Lauri Oksama. 2016. “Fighter Pilots’ Heart Rate, Heart Rate Variation and Performance during Instrument Approaches.” Ergonomics 59 (10): 1344–1352.10.1080/00140139.2015.1136699
   PubMed Web of Science ®Google Scholar
• Martin, Jesson, Balamurali Vasudevan, Nikole Himebaugh, Arthur Bradley, and Larry Thibos. 2011. “Unbiased Estimation of Refractive State of Aberrated Eyes.” Vision Research 51 (17): 1932–1940. doi:10.1016/j.visres.2011.07.006.
   PubMed Web of Science ®Google Scholar
• Mierdel, Peter, Hans Eberhard Krinke, Katharina Pollack, and Eberhard Spoerl. 2004. “Diurnal Fluctuation of Higher Order Ocular Aberrations: Correlation with Intraocular Pressure and Corneal Thickness.” Journal of Refractive Surgery 20 (3): 236–242.
   PubMed Web of Science ®Google Scholar
• Mutti, Donald O., Nicholas L. Enlow, and G. Lynn Mitchell. 2001. “Accommodation and Induced With-the-rule Astigmatism in Emmetropes.” Optometry & Vision Science 78 (1): 6–7.10.1097/00006324-200101010-00004
   PubMed Web of Science ®Google Scholar
• Ninomiya, Sayuri, Takashi Fujikado, Teruhito Kuroda, Naoyuki Maeda, Yasuo Tano, Tetsuro Oshika, Yoko Hirohara, and Toshifumi Mihashi. 2002. “Changes of Ocular Aberration with Accommodation.” American Journal of Ophthalmology 134 (6): 924–926. doi:10.1016/S0002-9394(02)01856-1.
   PubMed Web of Science ®Google Scholar
• Nygren, Thomas E. 1991. “Psychometric Properties of Subjective Workload Measurement Techniques: Implications for Their Use in the Assessment of Perceived Mental Workload.” Human Factors 33 (1): 17–33. doi:10.1177/001872089103300102.
   Web of Science ®Google Scholar
• Owen, Adrian M., Kathryn M. McMillan, Angela R. Laird, and Ed Bullmore. 2005. “N-back Working Memory Paradigm: A Meta-analysis of Normative Functional Neuroimaging Studies.” Human Brain Mapping 25: 46–59. doi:10.1002/hbm.20131.
   PubMed Web of Science ®Google Scholar
• Paas, Fred, Juhani Tuovinen, Huib Tabbers, and Pascal W. M. Van Gerven. 2003. “Cognitive Load Measurement as a Means to Advance Cognitive Load Theory.” Educational Psychologist 38 (1): 63–71. doi:10.1207/S15326985EP3801.
   Web of Science ®Google Scholar
• Pepose, Jay S., and Raymond A. Applegate. 2005. “Making Sense out of Wavefront Sensing.” American Journal of Ophthalmology 139 (2): 335–343.10.1016/j.ajo.2004.11.010
   PubMed Web of Science ®Google Scholar
• Perales, José C., Andrés Catena, David R. Shanks, and José A. González. 2005. “Dissociation between Judgments and Outcome-Expectancy Measures in Covariation Learning: A Signal Detection Theory Approach.” Journal of Experimental Psychology: Learning, Memory, and Cognition 31 (5): 1105.
   PubMed Web of Science ®Google Scholar
• Philip, Krupa, Aldo Martinez, Arthur Ho, Fabian Conrad, Jit Ale, Paul Mitchell, and Padmaja Sankaridurg. 2012. “Total Ocular, Anterior Corneal and Lenticular Higher Order Aberrations in Hyperopic, Myopic and Emmetropic Eyes.” Vision Research 52 (1): 31–37. doi:10.1016/j.visres.2011.10.018.
   PubMed Web of Science ®Google Scholar
• Pierścionek, B. K., A. Popiołek-Masajada, and H. Kasprzak. 2001. “Corneal Shape Change during Accommodation.” Eye 15: 766–769. doi:10.1038/eye.2001.246.
   PubMed Web of Science ®Google Scholar
• Porter, Jason, Abdul Awwal, Julianna Lin, Hope Queener, and Karen Thorn. 2006. Adaptive Optics for Vision Science Principles, Practices, Design, and Applications. Hoboken, NJ: Wiley.10.1002/0471914878
   Google Scholar
• Qi, Mingming, Heming Gao, Lili Guan, Guangyuan Liu, and Juan Yang. 2016. “Subjective Stress, Salivary Cortisol, and Electrophysiological Responses to Psychological Stress.” Frontiers in Psychology 7: 229. doi:10.3389/fpsyg.2016.00229.
   PubMed Web of Science ®Google Scholar
• Qu, Jia, Fan Lu, Jiang Xiu Wu, Qin Mei Wang, Chen Chen Xu, Xiang Tian Zhou, and Ji C. He. 2007. “Wavefront Aberration and its Association with Intraocular Pressure and Central Corneal Thickness in Myopic Eyes.” Journal of Cataract and Refractive Surgery 33 (8): 1447–54. doi:10.1016/j.jcrs.2007.04.012.
   PubMed Web of Science ®Google Scholar
• Read, Scott A., M. J. Collins, H. Becker, J. Cutting, D. Ross, A. Savill, and B. Trevor. 2009. “Changes in Intracular Pressure and Ocular Pulse Amplitude with Accommodation.” Brithish Journal of Ophthalmology 94 (3): 332–335.
   PubMed Web of Science ®Google Scholar
• Rosales, Patricia, Mark Wendt, Susanna Marcos, and Adrian Glasser. 2008. “Changes in Crystalline Lens Radii of Curvature and Lens Tilt and Decentration during Dynamic Accommodation in Rhesus Monkeys.” Journal of Vision 8 (18): 1–12. doi:10.1167/8.1.18.
   PubMed Web of Science ®Google Scholar
• Rosenfield, M., S. Jahan, K. Nunez, and K. Chan. 2015. “Cognitive Demand, Digital Screens and Blink Rate.” Computers in Human Behavior 51: 403–406. doi:10.1016/j.chb.2015.04.073.
   Web of Science ®Google Scholar
• Rozema, Jos J., Dirk E. M. Van Dyck, and Tassignon Marie-José. 2006. “Clinical Comparison of 6 Aberrometers Part 2: Statistical Comparison in a Test Group.” Journal of Cataract & Refractive Surgery 32: 33–44. doi:10.1016/j.jcrs.2004.11.052.
   PubMed Web of Science ®Google Scholar
• Scheiman, Mitchell, and Bruce Wick. 2008. Clinical Management of Binocular Vision: Heterophoric, Accommodative, and Eye Movement Disorders. Philadelphia, PA: Lippincott Williams & Wilkins.
   Google Scholar
• Siegenthaler, Eva, Francisco M. Costela, Michael B. Mccamy, Leandro L. Di Stasi, Jorge Otero-Millan, Andreas Sonderegger, Rudolf Groner, Stephen Macknik, and Susana Martinez-Conde. 2014. “Task Difficulty in Mental Arithmetic Affects Microsaccadic Rates and Magnitudes.” European Journal of Neuroscience 39 (2): 287–294. doi:10.1111/ejn.12395.
   PubMed Web of Science ®Google Scholar
• Thibos, Larry N., Raymond A. Applegate, James T. Schwiegerling, and Robert Webb. 2002. “Standards for Reporting the Optical Aberrations of Eyes.” Journal of Refractive Surgery 18 (5): S652–60.
   PubMed Web of Science ®Google Scholar
• Vera, Jesús, Carolina Diaz-Piedra, Raimundo Jiménez, José M. Morales, Andrés Catena, David Cardenas, and Leandro L. Di Stasi. 2016. “Driving Time Modulates Accommodative Response and Intraocular Pressure.” Physiology & Behavior 164: 47–53. doi:10.1016/j.physbeh.2016.05.043.
   PubMed Web of Science ®Google Scholar
• Vera, Jesús, Raimundo Jiménez, José Antonio García, and David Cárdenas. 2017. “Intraocular Pressure is Sensitive to Cumulative and Instantaneous Mental Workload.” Applied Ergonomics 60: 313–319. doi:10.1016/j.apergo.2016.12.011.
   PubMed Web of Science ®Google Scholar
• Wang, Chin-An, and Douglas P. Munoz. 2015. “A Circuit for Pupil Orienting Responses: Implications for Cognitive Modulation of Pupil Size.” Current Opinion in Neurobiology 33: 134–140. doi:10.1016/j.conb.2015.03.018.
   PubMed Web of Science ®Google Scholar
• Wang, Yan, Kanxing Zhao, Ying Jin, Yafei Niu, and Tong Zuo. 2003. “Changes of Higher Order Aberration with Various Pupil Sizes in the Myopic Eye.” Journal of Refractive Surgery 19 (2): S270–74.
   PubMed Web of Science ®Google Scholar
• Yasuda, Akihiro, Tatsuo Yamaguchi, and K. Ohkoshi. 2003. “Changes in Corneal Curvature in Accommodation.” Journal of Cataract & Refractive Surgery 29 (7): 1297–1301.10.1016/S0886-3350(03)00118-4
   PubMed Web of Science ®Google Scholar
• Young, Mark, Karel A. Brookhuis, Christopher D. Wickens, and Peter A. Hancock. 2015. “State of Science: Mental Workload in Ergonomics.” Ergonomics 58 (1): 1–17. doi:10.1080/00140139.2014.956151.
   PubMed Web of Science ®Google Scholar