Drowsiness or mind-wandering? Fluctuations in ocular parameters during attentional lapses

[en] Two independent lines of evidence suggest that drowsiness and mind-wandering share common neurocognitive processes indexed by ocular parameters (e.g., eyeblink frequency and pupil dynamics). Mind-wandering and drowsiness frequently co-occur, however, such that it remains unclear whether observed oculometric variations are related to mind-wandering, drowsiness, or a mix of both. To address this issue, we assessed fluctuations in mind-wandering and sleepiness during a sustained attention task while ocular parameters were recorded. Results showed that oculometric variations during mind-wandering were fully explained by increased sleepiness. However, mind-wandering and sleepiness had additive deleterious effects on performance that were not fully explained by ocular parameters. These findings suggest that oculometric variations during task performance reflect increased drowsiness rather than processes specifically involved in mind-wandering, and that the neurocognitive processes indexed by oculometric parameters (e.g., regulatory processes of the locus coeruleus norepinephrine system) do not fully explain how mind-wandering and sleepiness cause attentional lapses.

Research Center/Unit :

PsyNCog - Psychologie et Neuroscience Cognitives - ULiège

Disciplines :

Neurosciences & behavior

Author, co-author :

Stawarczyk, David ; Université de Liège - ULiège > Département de Psychologie > Département de Psychologie

François, Clémentine

Wertz, Jérôme

D'Argembeau, Arnaud ; Université de Liège - ULiège > Département de Psychologie > Département de Psychologie

Language :

English

Title :

Drowsiness or mind-wandering? Fluctuations in ocular parameters during attentional lapses

Publication date :

2020

Journal title :

Biological Psychology

ISSN :

0301-0511

eISSN :

1873-6246

Publisher :

Elsevier, Netherlands

Volume :

156

Pages :

107950

Peer reviewed :

Peer Reviewed verified by ORBi

European Projects :

H2020 - 798109 - CPA-EST - Mind-wandering in everyday event comprehension: Memory, attention, and the brain

Name of the research project :

Mind-wandering in everyday event comprehension: Memory, attention, and the brain

Funders :

EC - European Commission

Available on ORBi :

since 29 September 2020

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Bibliography

Akerstedt, T., Gillberg, M., Subjective and objective sleepiness in the active individual. International Journal of Neuroscience 52:1–2 (1990), 29–37, 10.3109/00207459008994241.
Åkerstedt, T., Anund, A., Axelsson, J., Kecklund, G., Subjective sleepiness is a sensitive indicator of insufficient sleep and impaired waking function. Journal of Sleep Research 23:3 (2014), 242–254, 10.1111/jsr.12158.
Allaire, J.J., Xie, Y., McPherson, J., Luraschi, J., Ushey, K., Atkins, A., Iannone, R., Rmarkdown: Dynamic Documents for R. R package version 1.13. Retrieved from, 2019 https://rmarkdown.rstudio.com.
Annerer-Walcher, S., Körner, C., Benedek, M., Eye behavior does not adapt to expected visual distraction during internally directed cognition. PloS One, 13(9), 2018, e0204963, 10.1371/journal.pone.0204963.
Aston-Jones, G., Cohen, J.D., An integrative theory of locus coeruleus-norepinephrine function: Adaptive gain and optimal performance. Annual Review of Neuroscience 28:1 (2005), 403–450, 10.1146/annurev.neuro.28.061604.135709.
Baird, B., Smallwood, J., Schooler, J.W., Back to the future: Autobiographical planning and the functionality of mind-wandering. Consciousness & Cognition 20:4 (2011), 1604–1611, 10.1016/j.concog.2011.08.007.
Baker, L.D., Baldwin, D.S., Garner, M., Daytime intrusive thoughts and subjective insomnia symptoms. Psychiatry Research 229:3 (2015), 1038–1042, 10.1016/j.psychres.2015.02.022.
Bakotić, M., Radošević-Vidaček, B., Regulation of sleepiness: The role of the arousal system. Arhiv Za Higijenu Rada I Toksikologiju 63:Suppl. 1 (2012), 23–34, 10.2478/10004-1254-63-2012-2137.
Baldwin, C.L., Roberts, D.M., Barragan, D., Lee, J.D., Lerner, N., Higgins, J.S., Detecting and quantifying mind wandering during simulated driving. Frontiers in Human Neuroscience, 11, 2017, 10.3389/fnhum.2017.00406.
Benedek, M., Stoiser, R., Walcher, S., Körner, C., Eye behavior associated with internally versus externally directed cognition. Frontiers in Psychology, 8, 2017, 10.3389/fpsyg.2017.01092.
Berridge, C.W., Waterhouse, B.D., The locus coeruleus–noradrenergic system: Modulation of behavioral state and state-dependent cognitive processes. Brain Research Reviews 42:1 (2003), 33–84, 10.1016/S0165-0173(03)00143-7.
Bonnefond, A., Doignon-Camus, N., Touzalin-Chretien, P., Dufour, A., Vigilance and intrinsic maintenance of alert state: An ERP study. Behavioural Brain Research 211:2 (2010), 185–190, 10.1016/j.bbr.2010.03.030.
Broadbent, D.E., Cooper, P., FitzGerald, P., Parkes, K.R., The cognitive failures questionnaire (CFQ) and its correlates. Journal of Clinical Psychology 21:1 (1982), 1–16 Retrieved from PsycINFO. (1982-24745-001).
Buboltz, W., Jenkins, S.M., Soper, B., Woller, K., Johnson, P., Faes, T., Sleep habits and patterns of college students: An expanded study. Journal of College Counseling 12:2 (2009), 113–124, 10.1002/j.2161-1882.2009.tb00109.x.
Caffier, P.P., Erdmann, U., Ullsperger, P., Experimental evaluation of eye-blink parameters as a drowsiness measure. European Journal of Applied Physiology 89:3 (2003), 319–325, 10.1007/s00421-003-0807-5.
Carciofo, R., Du, F., Song, N., Zhang, K., Mind wandering, sleep quality, affect and chronotype: An exploratory study. PLoS ONE, 9(3), 2014, e91285, 10.1371/journal.pone.0091285 [Electronic Resource].
Cheyne, J.A., Solman, G.J.F., Carriere, J.S.A., Smilek, D., Anatomy of an error: A bidirectional state model of task engagement/disengagement and attention-related errors. Cognition 111:1 (2009), 98–113, 10.1016/j.cognition.2008.12.009.
Cohen, J.D., Aston-Jones, G., Gilzenrat, M.S., A systems-level perspective on attention and cognitive control: Guided activation, adaptive gating, conflict monitoring, and exploitation vs. exploration. Posner, M.I., (eds.) Cognitive neuroscience of attention, 2004, Guilford Press, New York, 71–90.
Connor, J., Norton, R., Ameratunga, S., Robinson, E., Civil, I., Dunn, R., Jackson, R., Driver sleepiness and risk of serious injury to car occupants: Population based case control study. BMJ, 324(7346), 2002, 1125, 10.1136/bmj.324.7346.1125.
Cools, R., D'Esposito, M., Inverted-U–shaped dopamine actions on human working memory and cognitive control. Biological Psychiatry 69:12 (2011), e113–e125, 10.1016/j.biopsych.2011.03.028.
Cruz, A.A.V., Garcia, D.M., Pinto, C.T., Cechetti, S.P., Spontaneous eyeblink activity. The Ocular Surface 9:1 (2011), 29–41, 10.1016/S1542-0124(11)70007-6.
Curcio, G., Ferrara, M., De Gennaro, L., Sleep loss, learning capacity and academic performance. Sleep Medicine Reviews 10:5 (2006), 323–337, 10.1016/j.smrv.2005.11.001.
Dreisbach, G., Müller, J., Goschke, T., Strobel, A., Schulze, K., Lesch, K.-P., Brocke, B., Dopamine and cognitive control: The influence of spontaneous eyeblink rate and dopamine gene polymorphisms on perseveration and distractibility. Behavioral Neuroscience 119:2 (2005), 483–490, 10.1037/0735-7044.119.2.483.
Edkins, G.D., Pollock, C.M., The influence of sustained attention on Railway accidents. Accident Analysis & Prevention 29:4 (1997), 533–539, 10.1016/S0001-4575(97)00033-X.
Engle, R.W., Kane, M.J., Executive attention, working memory capacity, and a two-factor theory of cognitive control. Ross, B.H., (eds.) The psychology of learning and motivation: Advances in research and theory, Vol. 44, 2004, 145–199, 10.1016/S0079-7421(03)44005-X.
Faber, M., Bixler, R., D'Mello, S.K., An automated behavioral measure of mind wandering during computerized reading. Behavior Research Methods 50:1 (2018), 134–150, 10.3758/s13428-017-0857-y.
Farley, J., Risko, E.F., Kingstone, A., Everyday attention and lecture retention: The effects of time, fidgeting, and mind wandering. Frontiers in Psychology, 4, 2013, 619, 10.3389/fpsyg.2013.00619.
Ford, E.S., Cunningham, T.J., Giles, W.H., Croft, J.B., Trends in insomnia and excessive daytime sleepiness among U.S. adults from 2002 to 2012. Sleep Medicine 16:3 (2015), 372–378, 10.1016/j.sleep.2014.12.008.
Fox, J., Effect displays in R for generalised linear models. Journal of Statistical Software 8:15 (2003), 1–27.
François, C., Hoyoux, T., Langohr, T., Wertz, J., Verly, J.G., Tests of a new drowsiness characterization and monitoring system based on ocular parameters. International Journal of Environmental Research & Public Health, 13(2), 2016, 10.3390/ijerph13020174 [Electronic Resource].
Frank, D.J., Nara, B., Zavagnin, M., Touron, D.R., Kane, M.J., Validating older adults’ reports of less mind-wandering: An examination of eye movements and dispositional influences. Psychology & Aging 30:2 (2015), 266–278, 10.1037/pag0000031.
Franklin, M.S., Broadway, J.M., Mrazek, M.D., Smallwood, J., Schooler, J.W., Window to the wandering mind: Pupillometry of spontaneous thought while reading. Quarterly Journal of Experimental Psychology 66:12 (2013), 2289–2294, 10.1080/17470218.2013.858170.
Galera, C., Orriols, L., M'Bailara, K., Laborey, M., Contrand, B., Ribereau-Gayon, R., Lagarde, E., Mind wandering and driving: Responsibility case-control study. BMJ, 345, 2012, e8105, 10.1136/bmj.e8105.
Garbarino, S., Nobili, L., Beelke, M., De Carli, F., Ferrillo, F., The contributing role of sleepiness in highway vehicle accidents. Sleep: Journal of Sleep Research & Sleep Medicine 24:2 (2001), 203–206 Retrieved from PsycINFO. (2001-00400-006).
Gaultney, J.F., The prevalence of sleep disorders in college students: Impact on academic performance. Journal of American College Health 59:2 (2010), 91–97, 10.1080/07448481.2010.483708.
Gil-Jardiné, C., Née, M., Lagarde, E., Schooler, J., Contrand, B., Orriols, L., Galera, C., The distracted mind on the wheel: Overall propensity to mind wandering is associated with road crash responsibility. PloS One, 12(8), 2017, e0181327, 10.1371/journal.pone.0181327.
Gobin, C.M., Banks, J.B., Fins, A.I., Tartar, J.L., Poor sleep quality is associated with a negative cognitive bias and decreased sustained attention. Journal of Sleep Research 24:5 (2015), 535–542, 10.1111/jsr.12302.
Goel, N., Basner, M., Rao, H., Dinges, D.F., Circadian rhythms, sleep deprivation, and human performance. Progress in Molecular Biology and Translational Science 119 (2013), 155–190, 10.1016/B978-0-12-396971-2.00007-5.
Goel, N., Rao, H., Durmer, J.S., Dinges, D.F., Neurocognitive consequences of sleep deprivation. Seminars in Neurology 29:04 (2009), 320–339, 10.1055/s-0029-1237117.
Gomes, A.A., Tavares, J., de Azevedo, M.H., Sleep and academic performance in undergraduates: A multi-measure, multi-predictor approach. Chronobiology International 28:9 (2011), 786–801, 10.3109/07420528.2011.606518.
Grandchamp, R., Braboszcz, C., Delorme, A., Oculometric variations during mind wandering. Frontiers in Psychology, 5, 2014, 31, 10.3389/fpsyg.2014.00031.
Green, P., MacLeod, C.J., SIMR: An R package for power analysis of generalized linear mixed models by simulation. Methods in Ecology and Evolution 7:4 (2016), 493–498, 10.1111/2041-210X.12504.
Gwizdka, J., Exploring eye-tracking data for detection of mind-wandering on web tasks. Davis, F.D., Riedl, R., vom Brocke, J., Léger, P.-M., Randolph, A.B., (eds.) Information systems and neuroscience, 2019, Springer International Publishing, 47–55.
Handy, T.C., Kam, J.W., Mind wandering and selective attention to the external world. Canadian Journal of Experimental Psychology 69:2 (2015), 183–189, 10.1037/cep0000051.
He, J., Becic, E., Lee, Y.-C., McCarley, J.S., Mind wandering behind the wheel: Performance and oculomotor correlates. Human Factors 53:1 (2011), 13–21, 10.1177/0018720810391530.
He, J., Choi, W., Yang, Y., Lu, J., Wu, X., Peng, K., Detection of driver drowsiness using wearable devices: A feasibility study of the proximity sensor. Applied Ergonomics 65 (2017), 473–480, 10.1016/j.apergo.2017.02.016.
Hershner, S.D., Chervin, R.D., Causes and consequences of sleepiness among college students. Nature & Science of Sleep 6 (2014), 73–84, 10.2147/NSS.S62907.
Hopstaken, J.F., van der Linden, D., Bakker, A.B., Kompier, M.A.J., A multifaceted investigation of the link between mental fatigue and task disengagement. Psychophysiology 52:3 (2015), 305–315, 10.1111/psyp.12339.
Hopstaken, J.F., van der Linden, D., Bakker, A.B., Kompier, M.A.J., The window of my eyes: Task disengagement and mental fatigue covary with pupil dynamics. Biological Psychology 110 (2015), 100–106, 10.1016/j.biopsycho.2015.06.013.
Huette, H., Mathis, A., Graesser, A., Blink durations reflect mind wandering during reading. Papafragou, A., Grodner, D., Mirman, D., Trueswell, J.C., (eds.) Proceedings of the 38th Annual Conference of the Cognitive Science Society, Austin, TX: Cognitive Science Society, 2016.
Jackson, M.L., Van Dongen, H.P.A., Cognitive effects of sleepiness. Thorpy, M.J., Billiard, M., (eds.) Sleepiness, 2011, Cambridge University Press, Cambridge, UK, 72–81.
Jackson, M.L., Kennedy, G.A., Clarke, C., Gullo, M., Swann, P., Downey, L.A., Howard, M.E., The utility of automated measures of ocular metrics for detecting driver drowsiness during extended wakefulness. Accident Analysis & Prevention 87 (2016), 127–133, 10.1016/j.aap.2015.11.033.
Jongkees, B.J., Colzato, L.S., Spontaneous eye blink rate as predictor of dopamine-related cognitive function—A review. Neuroscience & Biobehavioral Reviews 71 (2016), 58–82, 10.1016/j.neubiorev.2016.08.020.
Joshi, S., Li, Y., Kalwani, R.M., Gold, J.I., Relationships between pupil diameter and neuronal activity in the locus coeruleus, colliculi, and cingulate cortex. Neuron 89:1 (2016), 221–234, 10.1016/j.neuron.2015.11.028.
Jouvet, M., Biogenic amines and the states of sleep. Science 163:3862 (1969), 32–41, 10.1126/science.163.3862.32.
Kaida, K., Akerstedt, T., Kecklund, G., Nilsson, J.P., Axelsson, J., The effects of asking for verbal ratings of sleepiness on sleepiness and its masking effects on performance. Clinical Neurophysiology 118:6 (2007), 1324–1331, 10.1016/j.clinph.2007.03.004.
Kaida, K., Takahashi, M., Akerstedt, T., Nakata, A., Otsuka, Y., Haratani, T., Fukasawa, K., Validation of the Karolinska sleepiness scale against performance and EEG variables. Clinical Neurophysiology 117:7 (2006), 1574–1581, 10.1016/j.clinph.2006.03.011.
Kane, M.J., Brown, L.H., McVay, J.C., Silvia, P.J., Myin-Germeys, I., Kwapil, T.R., For whom the mind wanders, and when: An experience-sampling study of working memory and executive control in daily life. Psychological Science 18:7 (2007), 614–621, 10.1111/j.1467-9280.2007.01948.x.
Kane, M.J., Gross, G.M., Chun, C.A., Smeekens, B.A., Meier, M.E., Silvia, P.J., Kwapil, T.R., For whom the mind wanders, and when, varies across laboratory and daily-life settings. Psychological Science 28:9 (2017), 1271–1289, 10.1177/0956797617706086.
Killingsworth, M.A., Gilbert, D.T., A wandering mind is an unhappy mind. Science, 330(6006), 2010, 932, 10.1126/science.1192439.
Koller, M., Robustlmm: An R package for robust estimation of linear mixed-effects models. Journal of Statistical Software 75:1 (2016), 1–24.
Konishi, M., Brown, K., Battaglini, L., Smallwood, J., When attention wanders: Pupillometric signatures of fluctuations in external attention. Cognition 168 (2017), 16–26, 10.1016/j.cognition.2017.06.006.
Körber, M., Cingel, A., Zimmermann, M., Bengler, K., Vigilance decrement and passive fatigue caused by monotony in automated driving. Procedia Manufacturing 3 (2015), 2403–2409, 10.1016/j.promfg.2015.07.499.
Krasich, K., McManus, R., Hutt, S., Faber, M., D'Mello, S.K., Brockmole, J.R., Gaze-based signatures of mind wandering during real-world scene processing. Journal of Experimental Psychology: General 147:8 (2018), 1111–1124, 10.1037/xge0000411.
Krause, A.J., Simon, E.B., Mander, B.A., Greer, S.M., Saletin, J.M., Goldstein-Piekarski, A.N., Walker, M.P., The sleep-deprived human brain. Nature Reviews Neuroscience 18:7 (2017), 404–418, 10.1038/nrn.2017.55.
Larsen, R.S., Waters, J., Neuromodulatory correlates of pupil dilation. Frontiers in Neural Circuits, 12, 2018, 10.3389/fncir.2018.00021.
Larue, G.S., Rakotonirainy, A., Pettitt, A.N., Real-time performance modelling of a sustained attention to response task. Ergonomics 53:10 (2010), 1205–1216 (20865604).
Lean, Y., Shan, F., Brief review on physiological and biochemical evaluations of human mental workload. Human Factors and Ergonomics in Manufacturing & Service Industries 22:3 (2012), 177–187, 10.1002/hfm.20269.
Lemercier, C., Pêcher, C., Berthié, G., Valéry, B., Vidal, V., Paubel, P.-V., Maury, B., Inattention behind the wheel: How factual internal thoughts impact attentional control while driving. Safety Science 62 (2014), 279–285.
Lim, J., Dinges, D.F., Sleep deprivation and vigilant attention. Annals of the New York Academy of Sciences 1129 (2008), 305–322, 10.1196/annals.1417.002.
Lindquist, S.I., McLean, J.P., Daydreaming and its correlates in an educational environment. Learning and Individual Differences 21 (2011), 158–167, 10.1016/j.lindif.2010.12.006.
Lund, H.G., Reider, B.D., Whiting, A.B., Prichard, J.R., Sleep patterns and predictors of disturbed sleep in a large population of college students. Journal of Adolescent Health 46:2 (2010), 124–132, 10.1016/j.jadohealth.2009.06.016.
Lustig, C., Hasher, L., Tonev, S.T., Inhibitory control over the present and the past. European Journal of Cognitive Psychology 13:1–2 (2001), 107–122, 10.1080/09541440042000241.
MacLean, A.W., Davies, D.R., Thiele, K., The hazards and prevention of driving while sleepy. Sleep Medicine Reviews 7:6 (2003), 507–521, 10.1016/S1087-0792(03)90004-9.
Maffei, A., Angrilli, A., Spontaneous eye blink rate: An index of dopaminergic component of sustained attention and fatigue. International Journal of Psychophysiology 123 (2018), 58–63, 10.1016/j.ijpsycho.2017.11.009.
Martinon, L.M., Smallwood, J., McGann, D., Hamilton, C., Riby, L.M., The disentanglement of the neural and experiential complexity of self-generated thoughts: A users guide to combining experience sampling with neuroimaging data. NeuroImage 192 (2019), 15–25, 10.1016/j.neuroimage.2019.02.034.
Mathot, S., Pupillometry: Psychology, physiology, and function. Journal of Cognition, 1(1), 2018, 16, 10.5334/joc.18.
McVay, J.C., Kane, M.J., Conducting the train of thought: Working memory capacity, goal neglect, and mind wandering in an executive-control task. Journal of Experimental Psychology. Learning, Memory, and Cognition 35:1 (2009), 196–204, 10.1037/a0014104.
McVay, J.C., Kane, M.J., Drifting from slow to “d'oh!”: Working memory capacity and mind wandering predict extreme reaction times and executive control errors. Journal of Experimental Psychology: Learning, Memory, & Cognition 38:3 (2012), 525–549, 10.1037/a0025896.
McVay, J.C., Kane, M.J., Kwapil, T.R., Tracking the train of thought from the laboratory into everyday life: An experience-sampling study of mind wandering across controlled and ecological contexts. Psychonomic Bulletin & Review 16:5 (2009), 857–863, 10.3758/PBR.16.5.857.
Medea, B., Karapanagiotidis, T., Konishi, M., Ottaviani, C., Margulies, D., Bernasconi, A., Smallwood, J., How do we decide what to do? Resting-state connectivity patterns and components of self-generated thought linked to the development of more concrete personal goals. Experimental Brain Research 236:9 (2018), 2469–2481, 10.1007/s00221-016-4729-y.
Mikulincer, M., Babkoff, H., Caspy, T., Weiss, H., The impact of cognitive interference on performance during prolonged sleep loss. Psychological Research 52:1 (1990), 80–86 Retrieved from MEDLINE. (2377728).
Mirman, D., Growth curve analysis and visualization using R. 2014, 10.1201/9781315373218.
Mittner, M., Boekel, W., Tucker, A.M., Turner, B.M., Heathcote, A., Forstmann, B.U., When the brain takes a break: A model-based analysis of mind wandering. Journal of Neuroscience 34:49 (2014), 16286–16295, 10.1523/JNEUROSCI.2062-14.2014.
Mooneyham, B.W., Schooler, J.W., The costs and benefits of mind-wandering: A review. Canadian Journal of Experimental Psychology/Revue Canadienne de Psychologie Expérimentale 67:1 (2013), 11–18 Retrieved from PsycINFO.
Mrazek, M.D., Franklin, M.S., Phillips, D.T., Baird, B., Schooler, J.W., Mindfulness training improves working memory capacity and GRE performance while reducing mind wandering. Psychological Science 24:5 (2013), 776–781, 10.1177/0956797612459659.
Müller, J., Dreisbach, G., Brocke, B., Lesch, K.-P., Strobel, A., Goschke, T., Dopamine and cognitive control: The influence of spontaneous eyeblink rate, DRD4 exon III polymorphism and gender on flexibility in set-shifting. Brain Research 1131 (2007), 155–162, 10.1016/j.brainres.2006.11.002.
Murphy, P.R., O'Connell, R.G., O'Sullivan, M., Robertson, I.H., Balsters, J.H., Pupil diameter covaries with BOLD activity in human locus coeruleus. Human Brain Mapping 35:8 (2014), 4140–4154, 10.1002/hbm.22466.
Nakano, T., Yamamoto, Y., Kitajo, K., Takahashi, T., Kitazawa, S., Synchronization of spontaneous eyeblinks while viewing video stories. Proceedings of the Royal Society B: Biological Sciences 276:1673 (2009), 3635–3644, 10.1098/rspb.2009.0828.
Ottaviani, C., Couyoumdjian, A., Pros and cons of a wandering mind: A prospective study. Frontiers in Psychology, 4, 2013, 524, 10.3389/fpsyg.2013.00524.
Pepin, G., Malin, S., Jallais, C., Moreau, F., Fort, A., Navarro, J., Gabaude, C., Do distinct mind wandering differently disrupt drivers? Interpretation of physiological and behavioral pattern with a data triangulation method. Consciousness and Cognition 62 (2018), 69–81, 10.1016/j.concog.2018.04.006.
Poh, J.H., Chong, P.L., Chee, M.W., Sleepless night, restless mind: Effects of sleep deprivation on mind wandering. Journal of Experimental Psychology: General 145:10 (2016), 1312–1318 Retrieved from MEDLINE. (27359128).
Qu, W., Ge, Y., Xiong, Y., Carciofo, R., Zhao, W., Zhang, K., The relationship between mind wandering and dangerous driving behavior among Chinese drivers. Safety Science 78 (2015), 41–48, 10.1016/j.ssci.2015.04.016.
Raffaelli, Q., Mills, C., Christoff, K., The knowns and unknowns of boredom: A review of the literature. Experimental Brain Research 236:9 (2018), 2451–2462, 10.1007/s00221-017-4922-7.
Randall, J.G., Oswald, F.L., Beier, M.E., Mind-wandering, cognition, and performance: A theory-driven meta-analysis of attention regulation. Psychological Bulletin 140:6 (2014), 1411–1431, 10.1037/a0037428.
Reason, J.T., Lapses of attention in everyday life. Parasuraman, R., Davies, D.R., (eds.) Varieties of attention, 1984, Academic Press, Orlando.
Revelle, W., Psych: Procedures for psychological, psychometric, and Personality Research. R package version 1.8.12. Retrieved from, 2018, Northwestern University, Evanston, Illinois https://CRAN.R-project.org/package=psych.
Robbins, T.W., Arnsten, A.F.T., The neuropsychopharmacology of fronto-executive function: Monoaminergic modulation. Annual Review of Neuroscience 32:1 (2009), 267–287, 10.1146/annurev.neuro.051508.135535.
Robertson, I.H., Manly, T., Andrade, J., Baddeley, B.T., Yiend, J., “Oops!”: Performance correlates of everyday attentional failures in traumatic brain injured and normal subjects. Neuropsychologia 35:6 (1997), 747–758, 10.1016/S0028-3932(97)00015-8.
Robison, M.K., Unsworth, N., Cognitive and contextual correlates of spontaneous and deliberate mind-wandering. Journal of Experimental Psychology: Learning, Memory, and Cognition 44:1 (2018), 85–98, 10.1037/xlm0000444.
Robison, M.K., Miller, A.L., Unsworth, N., Examining the effects of probe frequency, response options, and framing within the thought-probe method. Behavior Research Methods 51:1 (2019), 398–408, 10.3758/s13428-019-01212-6.
Rost, M., Zilberg, E., Xu, Z.M., Feng, Y., Burton, D., Lal, S., Comparing contribution of algorithm based physiological indicators for characterisation of driver drowsiness. Journal of Medical and Bioengineering 4:5 (2015), 391–398, 10.12720/jomb.4.5.391-398.
Salvi, C., Bowden, E.M., Looking for creativity: Where do we look when we look for new ideas?. Frontiers in Psychology, 7, 2016, 10.3389/fpsyg.2016.00161.
Salvi, C., Bricolo, E., Franconeri, S.L., Kounios, J., Beeman, M., Sudden insight is associated with shutting out visual inputs. Psychonomic Bulletin & Review 22:6 (2015), 1814–1819, 10.3758/s13423-015-0845-0.
Samuels, E.R., Szabadi, E., Functional neuroanatomy of the noradrenergic locus coeruleus: Its roles in the regulation of arousal and autonomic function part I: Principles of functional organisation. Current Neuropharmacology 6:3 (2008), 235–253, 10.2174/157015908785777229.
Schleicher, R., Galley, N., Briest, S., Galley, L., Blinks and saccades as indicators of fatigue in sleepiness warnings: Looking tired?. Ergonomics 51:7 (2008), 982–1010, 10.1080/00140130701817062.
Schneider, F., Bermpohl, F., Heinzel, A., Rotte, M., Walter, M., Tempelmann, C., Northoff, G., The resting brain and our self: Self-relatedness modulates resting state neural activity in cortical midline structures. Neuroscience 157:1 (2008), 120–131 (18793699).
Schooler, J.W., Smallwood, J., Christoff, K., Handy, T.C., Reichle, E.D., Sayette, M.A., Meta-awareness, perceptual decoupling and the wandering mind. Trends in Cognitive Sciences 15:7 (2011), 319–326, 10.1016/j.tics.2011.05.006.
Schwarz, J., Gerhardsson, A., Lekander, M., Fischer, H., Axelsson, J., Kecklund, G., Åkerstedt, T., Age-dependent effects of sleep deprivation on task performance and mind wandering. Sleep Medicine, 40, 2017, e297, 10.1016/j.sleep.2017.11.873.
Shaw, T.H., Matthews, G., Warm, J.S., Finomore, V.S., Silverman, L., Costa, P.T., Individual differences in vigilance: Personality, ability and states of stress. Journal of Research in Personality 44:3 (2010), 297–308, 10.1016/j.jrp.2010.02.007.
Short, M.A., Banks, S., The functional impact of sleep deprivation, sleep restriction, and sleep fragmentation. Bianchi, M.T., (eds.) Sleep deprivation and disease: Effects on the body, brain and behavior, 2014, 13–26, 10.1007/978-1-4614-9087-6_2.
Simmons, J.P., Nelson, L.D., Simonsohn, U., False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant. Psychological Science 22:11 (2011), 1359–1366, 10.1177/0956797611417632.
Smallwood, J., Distinguishing how from why the mind wanders: A process-occurrence framework for self-generated mental activity. Psychological Bulletin 139:3 (2013), 519–535, 10.1037/a0030010.
Smallwood, J., Schooler, J.W., The restless mind. Psychological Bulletin 132:6 (2006), 946–958, 10.1037/0033-2909.132.6.946.
Smallwood, J., Schooler, J.W., The science of mind wandering: Empirically navigating the stream of consciousness. Annual Review of Psychology 66 (2015), 487–518, 10.1146/annurev-psych-010814-015331.
Smallwood, J., Brown, K.S., Baird, B., Mrazek, M.D., Franklin, M.S., Schooler, J.W., Insulation for daydreams: A role for tonic norepinephrine in the facilitation of internally guided thought. PLoS One, 7(4), 2012, e33706 [Electronic Resource], (22493672).
Smallwood, J., Brown, K.S., Tipper, C., Giesbrecht, B., Franklin, M.S., Mrazek, M.D., Schooler, J.W., Pupillometric evidence for the decoupling of attention from perceptual input during offline thought. PloS One, 6(3), 2011, e18298 (21464969).
Smallwood, J., Davies, J.B., Heim, D., Finnigan, F., Sudberry, M., O'Connor, R., Obonsawin, M., Subjective experience and the attentional lapse: Task engagement and disengagement during sustained attention. Consciousness and Cognition: An International Journal 13:4 (2004), 657–690, 10.1016/j.concog.2004.06.003.
Smilek, D., Carriere, J.S., Cheyne, J., Failures of sustained attention in life, lab, and brain: Ecological validity of the SART. Neuropsychologia 48:9 (2010), 2564–2570, 10.1016/j.neuropsychologia.2010.05.002.
Smilek, D., Carriere, J.S., Cheyne, J., Out of mind, out of sight: Eye blinking as indicator and embodiment of mind wandering. Psychological Science 21:6 (2010), 786–789 (Peer Reviewed Journal: 2010-13268-005).
Spreng, R.N., Stevens, W.D., Chamberlain, J.P., Gilmore, A.W., Schacter, D.L., Default network activity, coupled with the frontoparietal control network, supports goal-directed cognition. Neuroimage 53:1 (2010), 303–317 (20600998).
Stawarczyk, D., Phenomenological properties of mind-wandering and daydreaming: A historical overview and functional correlates. Fox, K.R.C., Christoff, K., (eds.) The Oxford handbook of spontaneous thought, 2018, Oxford University Press, New York, 193–214.
Stawarczyk, D., D'Argembeau, A., Conjoint influence of mind-wandering and sleepiness on task performance. Journal of Experimental Psychology: Human Perception & Performance 42:10 (2016), 1587–1600, 10.1037/xhp0000254.
Stawarczyk, D., Cassol, H., D'Argembeau, A., Phenomenology of future-oriented mind-wandering episodes. Frontiers in Psychology, 4, 2013, 225, 10.3389/fpsyg.2013.00425.
Stawarczyk, D., Majerus, S., Catale, C., D'Argembeau, A., Relationships between mind-wandering and attentional control abilities in young adults and adolescents. Acta Psychologica 148 (2014), 25–36, 10.1016/j.actpsy.2014.01.007.
Stawarczyk, D., Majerus, S., Maj, M., Van der Linden, M., D'Argembeau, A., Mind-wandering: Phenomenology and function as assessed with a novel experience sampling method. Acta Psychologica 136:3 (2011), 370–381, 10.1016/j.actpsy.2011.01.002.
Szabadi, E., Functional neuroanatomy of the central noradrenergic system. Journal of Psychopharmacology 27:8 (2013), 659–693, 10.1177/0269881113490326.
Taylor, D.J., Bramoweth, A.D., Grieser, E.A., Tatum, J.I., Roane, B.M., Epidemiology of insomnia in college students: Relationship with mental health, quality of life, and substance use difficulties. Behavior Therapy 44:3 (2013), 339–348, 10.1016/j.beth.2012.12.001.
Tharp, I.J., Pickering, A.D., Individual differences in cognitive-flexibility: The influence of spontaneous eyeblink rate, trait psychoticism and working memory on attentional set-shifting. Brain and Cognition 75:2 (2011), 119–125, 10.1016/j.bandc.2010.10.010.
Unsworth, N., McMillan, B.D., Similarities and differences between mind-wandering and external distraction: A latent variable analysis of lapses of attention and their relation to cognitive abilities. Acta Psychologica 150 (2014), 14–25, 10.1016/j.actpsy.2014.04.001.
Unsworth, N., Robison, M.K., Pupillary correlates of lapses of sustained attention. Cognitive, Affective & Behavioral Neuroscience 16:4 (2016), 601–615, 10.3758/s13415-016-0417-4.
Unsworth, N., Robison, M.K., A locus coeruleus-norepinephrine account of individual differences in working memory capacity and attention control. Psychonomic Bulletin & Review 24:4 (2017), 1282–1311, 10.3758/s13423-016-1220-5.
Unsworth, N., Robison, M.K., Tracking arousal state and mind wandering with pupillometry. Cognitive, Affective, & Behavioral Neuroscience 18:4 (2018), 638–664, 10.3758/s13415-018-0594-4.
Unsworth, N., Robison, M.K., Miller, A.L., Pupillary correlates of fluctuations in sustained attention. Journal of Cognitive Neuroscience 30:9 (2018), 1241–1253, 10.1162/jocn_a_01251.
Unsworth, N., Robison, M.K., Miller, A.L., Individual differences in baseline oculometrics: Examining variation in baseline pupil diameter, spontaneous eye blink rate, and fixation stability. Affective, & Behavioral Neuroscience 19:4 (2019), 1074–1093, 10.3758/s13415-019-00709-z.
Unsworth, N., Brewer, G.A., Spillers, G.J., Variation in cognitive failures: An individual differences investigation of everyday attention and memory failures. Journal of Memory and Language 67:1 (2012), 1–16, 10.1016/j.jml.2011.12.005.
Unsworth, N., McMillan, B.D., Brewer, G.A., Spillers, G.J., Everyday attention failures: An individual differences investigation. Journal of Experimental Psychology: Learning, Memory, and Cognition 38:6 (2012), 1765–1772, 10.1037/a0028075.
van den Brink, R.L., Murphy, P.R., Nieuwenhuis, S., Pupil diameter tracks lapses of attention. PloS One, 11(10), 2016, e0165274, 10.1371/journal.pone.0165274.
van der Wel, P., van Steenbergen, H., Pupil dilation as an index of effort in cognitive control tasks: A review. Psychonomic Bulletin & Review 25:6 (2018), 2005–2015, 10.3758/s13423-018-1432-y.
Vincent, J.L., Kahn, I., Snyder, A.Z., Raichle, M.E., Buckner, R.L., Evidence for a frontoparietal control system revealed by intrinsic functional connectivity. Journal of Neurophysiology 100:6 (2008), 3328–3342 (18799601).
Volkow, N.D., Tomasi, D., Wang, G.-J., Telang, F., Fowler, J.S., Wang, R.L., Swanson, J.M., Hyperstimulation of striatal D2 receptors with sleep deprivation: Implications for cognitive impairment. NeuroImage 45:4 (2009), 1232–1240, 10.1016/j.neuroimage.2009.01.003.
Walcher, S., Körner, C., Benedek, M., Looking for ideas: Eye behavior during goal-directed internally focused cognition. Consciousness and Cognition 53 (2017), 165–175, 10.1016/j.concog.2017.06.009.
Walker, H.E.K., Trick, L.M., Mind-wandering while driving: The impact of fatigue, task length, and sustained attention abilities. Transportation Research Part F: Traffic Psychology and Behaviour 59 (2018), 81–97, 10.1016/j.trf.2018.08.009.
Wammes, J.D., Seli, P., Cheyne, J.A., Boucher, P.O., Smilek, D., Mind wandering during lectures II: Relation to academic performance. Scholarship of Teaching and Learning in Psychology 2:1 (2016), 33–48 Retrieved from Journals@.
Ward, A.F., Wegner, D.M., Mind-blanking: When the mind goes away. Frontiers in Psychology, 4, 2013, 650, 10.3389/fpsyg.2013.00650.
Warm, J.S., Sustained attention in human performance. 1984, Wiley, Chichester, U. K.
Weinstein, Y., Mind-wandering, how do I measure thee with probes? Let me count the ways. Behavior Research Methods 50:2 (2018), 642–661, 10.3758/s13428-017-0891-9.
Yanko, M.R., Spalek, T.M., Driving with the wandering mind: The effect that mind-wandering has on driving performance. Human Factors 56:2 (2014), 260–269, 10.1177/0018720813495280.
Zhao, Y., Lofi, C., Hauff, C., Scalable mind-wandering detection for MOOCs: A webcam-based approach. Lavoué, E., Drachsler, H., Verbert, K., Broisin, J., Pérez-Sanagustín, M., (eds.) Data driven approaches in digital education, 2017, Springer International Publishing, 330–344.