Effort during prolonged wakefulness is associated with performance to attentional and executive tasks but not with cortical excitability in late-middle-aged healthy individuals.
MOURAUX, Charlotte; Van Egroo, Maxime; Chylinski, Daphnéet al.
[en] OBJECTIVE: Sleep loss negatively affects brain function with repercussion not only on objective measures of performance but also on many subjective dimensions, including effort perceived for the completion of cognitive processes. This may be particularly important in aging, which is accompanied by important changes in sleep and wakefulness regulation. We aimed to determine whether subjectively perceived effort covaried with cognitive performance in healthy late-middle-aged individuals. METHOD: We assessed effort and performance to cognitive tasks in 99 healthy adults (66 women; 50-70 years) during a 20-hr wake extension protocol, following 7 days of regular sleep and wake times and a baseline night of sleep in the laboratory. We further explored links with cortical excitability using transcranial magnetic stimulation coupled to electroencephalography. RESULTS: Perceived effort increased during wake extension and was highly correlated to subjective metrics of sleepiness, fatigue, and motivation, but not to variations in cortical excitability. Moreover, effort increase was associated with decreased performance to some cognitive tasks (psychomotor vigilance and two-back working memory task). Importantly, effort variations during wakefulness extension decreased from age 50 to 70 years, while more effort is associated with worse performance in older individuals. CONCLUSION: In healthy late-middle-aged individuals, more effort is perceived to perform cognitive tasks, but it is not sufficient to overcome the performance decline brought by lack of sleep. Entry in the seventh decade may stand as a turning point in the daily variations of perceived effort and its link with cognition. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
Disciplines :
Neurosciences & behavior
Author, co-author :
MOURAUX, Charlotte ; Centre Hospitalier Universitaire de Liège - CHU > > Service de neurologie ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Van Egroo, Maxime ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Sleep and chronobiology
Chylinski, Daphné ; Université de Liège - ULiège > Département de Psychologie > Neuropsychologie ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Sleep and chronobiology ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Narbutas, Justinas ; Université de Liège - ULiège > Département de Psychologie > Neuropsychologie ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Aging & Memory ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Phillips, Christophe ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Neuroimaging, data acquisition and processing
Salmon, Eric ; Centre Hospitalier Universitaire de Liège - CHU > > Service de neurologie ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Maquet, Pierre ; Centre Hospitalier Universitaire de Liège - CHU > > Service de neurologie ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Sleep and chronobiology ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Bastin, Christine ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Aging & Memory ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Collette, Fabienne ✱; Université de Liège - ULiège > Département de Psychologie ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
Vandewalle, Gilles ✱; Université de Liège - ULiège > Département des sciences biomédicales et précliniques ; Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging ; GIGA-Cyclotron Research Centre-In Vivo Imaging.
✱ These authors have contributed equally to this work.
Language :
English
Title :
Effort during prolonged wakefulness is associated with performance to attentional and executive tasks but not with cortical excitability in late-middle-aged healthy individuals.
Publication date :
2023
Journal title :
Neuropsychology
ISSN :
0894-4105
Publisher :
American Psychological Association, Washington, United States - District of Columbia
Volume :
37
Issue :
1
Pages :
77-92
Peer reviewed :
Peer Reviewed verified by ORBi
Funders :
WELBIO - Walloon Excellence in Life Sciences and Biotechnology [BE] F.R.S.-FNRS - Fonds de la Recherche Scientifique [BE] ULiège - University of Liège [BE] ERDF - European Regional Development Fund [BE] FWB - Fédération Wallonie-Bruxelles [BE]
Funding number :
WELBIO/Walloon Excellence in Life Sciences and Biotechnology/; FNRS-Belgium/; Fondation Recherche Alzheimer/; University of Liège (ULiège)/; Fondation Simone et Pierre Clerdent/; European Regional Development Fund/; Fédération Wallonie-Bruxelles/; F.R.S.-FNRS/
Akerstedt, T., & Gillberg, M. (1990). Subjective and objective sleepiness in the active individual. The International Journal of Neuroscience, 52(1 -2), 29-37. https://doi.org/10.3109/00207459008994241
Anderson, J. R. (1990). The adaptive character of tought. Erlbaum.
Basner, M., & Dinges, D. F. (2011). Maximizing sensitivity of the psychomotor vigilance test (PVT) to sleep loss. Sleep, 34(5), 581 -591. https://doi.org/10.1093/sleep/34.5.581
Beck, A. T., Epstein, N., Brown, G., & Steer, R. A. (1988). An inventory for measuring clinical anxiety: Psychometric properties. Journal of Consulting and Clinical Psychology, 56(6), 893-897. https://doi.org/10.1037/0022-006X.56.6.893
Beck, A. T., Steer, R. A., & Carbin, M. G. (1988). Psychometric properties of the Beck Depression Inventory: Twenty-five years of evaluation. Clinical Psychology Review, 8(1), 77-100. https://doi.org/10.1016/0272-7358(88) 90050-5
Boksem, M. A. S., & Tops, M. (2008). Mental fatigue: Costs and benefits.
Brain Research Reviews, 59(1), 125-139. https://doi.org/10.1016/j.bra inresrev.2008.07.001
Buysse, D. J., Reynolds, C. F., III, Monk, T. H., Berman, S. R., & Kupfer, D. J. (1989). The Pittsburgh Sleep Quality Index: A new instrument for psychiatric practice and research. Psychiatry Research, 28(2), 193-213. https://doi.org/10.1016/0165-1781(89)90047-4
Cabeza, R., Albert, M., Belleville, S., Craik, F. I. M., Duarte, A., Grady, C. L., Lindenberger, U., Nyberg, L., Park, D. C., Reuter-Lorenz, P. A., Rugg, M. D., Steffener, J., & Natasha Rajah, M. 2018. Maintenance, reserve and compensation: The cognitive neuroscience of healthy ageing, nature reviews neuroscience. Nature Publishing Group. https://doi.org/10.1038/s41583-018-0068-2
Chong, T. T.-J., Apps, M., Giehl, K., Sillence, A., Grima, L. L., & Husain, M. (2017). Neurocomputational mechanisms underlying subjective valuation of effort costs. PLOS Biology, 15(2), Article e1002598. https://doi.org/10.1371/journal.pbio.1002598
Craik, F. I., & Salthouse, T. A. (2008). The handbook of aging and cognition. Psychology Press.
Danilenko, K. V., Verevkin, E. G., Antyufeev, V. S., Wirz-Justice, A., & Cajochen, C. (2014). The hockey-stick method to estimate evening dim light melatonin onset (DLMO) in humans. Chronobiology International, 31(3), 349-355. https://doi.org/10.3109/07420528.2013.855226
De Beni, R., & Palladino, P. (2004). Decline in working memory updating through ageing: Intrusion error analyses. Memory, 12(1), 75-89. https://doi.org/10.1080/09658210244000568
Deckers, K., Nooyens, A., van Boxtel, M., Verhey, F., Verschuren, M., & Kohler, S. (2019). Gender and educational differences in the association
between lifestyle and cognitive decline over 10 years: The doetinchem cohort study. Journal of Alzheimer's Disease, 70(Suppl. 1), S31-S41. https://doi.org/10.3233/JAD-180492
Devine, S., Neumann, C., Otto, A. R., Bolenz, F., Reiter, A., & Eppinger, B. (2021). Seizing the opportunity: Lifespan differences in the effects of the opportunity cost of time on cognitive control. Cognition, 216, Article 104863. https://doi.org/10.1016/j.cognition.2021.104863
Dijk, D. J., & Czeisler, C. A. (1995). Contribution ofthe circadian pacemaker and the sleep homeostat to sleep propensity, sleep structure, electroencephalographic slow waves, and sleep spindle activity in humans. Journal of Neuroscience, 15(5), 3526-3538. https://doi.org/10.1523/JNEUROSCI.15-05-03526.1995
Dijk, D. J., Duffy, J. F., Riel, E., Shanahan, T. L., & Czeisler, C. A. (1999). Ageing and the circadian and homeostatic regulation of human sleep during forced desynchrony of rest, melatonin and temperature rhythms. Journal of Physiology, 516(2), 611-627. https://doi.org/10.1111/j.1469-7793.1999.0611v.x
Dinges, D. F., & Kribbs, N. B. (1991). Performing while sleepy: Effects of experimentally-induced sleepiness. In T. H. Monk (Ed.), Sleep, sleepiness and performance (pp. 97-128). Wiley.
Drummond, S. P., Bischoff-Grethe, A., Dinges, D. F., Ayalon, L., Mednick, S. C., & Meloy, M. J. (2005). Theneuralbasis ofthe psychomotor vigilance task. Sleep, 28(9), 1059-1068. https://doi.org/10.1093/sleep/28.9.1059
Drummond, S. P., Meloy, M. J., Yanagi, M. A., Orff, H. J., & Brown, G. G. (2005). Compensatory recruitment after sleep deprivation and the relationship with performance. Psychiatry Research, 140(3), 211 -223. https://doi.org/10.1016/j.pscychresns.2005.06.007
Duffy, J. F., & Dijk, D. J. (2002). Getting through to circadian oscillators: Why use constant routines? Journal of Biological Rhythms, 17(1), 4-13. https://doi.org/10.1177/074873002129002294
Engle-Friedman, M. (2014). The effects of sleep loss on capacity and effort. Sleep Science, 7(4), 213-224. https://doi.org/10.1016/j.slsci.2014.11.001
English, J., Middleton, B. A., Arendt, J., & Wirz-Justice, A. (1993). Rapid direct measurement of melatonin in saliva using an iodinated tracer and solid phase second antibody. Annals of Clinical Biochemistry, 30(4), 415416. https://doi.org/10.1177/000456329303000414
Faul, F., Erdfelder, E., Buchner, A., & Lang, A. G. (2009). Statistical power analyses using G*Power3.1:Tests for correlation and regression analyses. Behavior Research Methods, 41(4), 1149-1160. https://doi.org/10.3758/BRM.41.4.1149
Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975). “Mini-mental state.” A practical method for grading the cognitive state ofpatients for the clinician. Journal of Psychiatric Research, 12(3), 189-198. https://doi.org/10.1016/0022-3956(75)90026-6
Gaggioni, G., Ly, J. Q. M., Muto, V., Chellappa, S. L., Jaspar, M., Meyer, C., Delfosse, T., Vanvinckenroye, A., Dumont, R., Coppieters ‘t Wallant, D., Berthomier, C., Narbutas, J., Van Egroo, M., Luxen, A., Salmon, E., Collette, F., Phillips, C., Schmidt, C., & Vandewalle, G. (2019). Age-related decrease in cortical excitability circadian variations during sleep loss and its links with cognition. Neurobiology of Aging, 78, 52-63. https://doi.org/10.1016/j.neurobiolaging.2019.02.004
Gailliot, M. T., Baumeister, R. F., DeWall, C. N., Maner, J. K., Plant, E. A., Tice, D. M., Brewer, L. E., & Schmeichel, B. J. (2007). Self-control relies on glucose as a limited energy source: Willpower is more than a metaphor. Journal of Personality and Social Psychology, 92(2), 325-336. https://doi.org/10.1037/0022-3514.92.2.325
Hale, S., Myerson, J., Smith, G. A., & Poon, L. W. (1988). Age, variability, and speed: Between-subjects diversity. Psychology and Aging, 3(4), 407410. https://doi.org/10.1037/0882-7974.3.4.407
Hess, T. M., & Ennis, G. E. 2012. Age differences in the effort and costs associated with cognitive activity. The Journals of Gerontology: Series B, 67(4), 447-455. https://doi.org/10.1093/geronb/gbr129
Hockey, G. R. (1997). Compensatory control in the regulation of human performance under stress and high workload; a cognitive-energetical framework. Biological Psychology, 45(1-3), 73-93. https://doi.org/10.1016/S0301-0511(96)05223-4
Hockey, G. R. (2011). A motivational control theory of cognitive fatigue. In P. L. Ackerman (Ed.), Cognitive fatigue: Multidisciplinary perspectives on current research and future applications (pp. 167-187). American Psychological Association. https://doi.org/10.1037/12343-008
Hockey, G. R. (2013). The psychology of fatigue: Work, effort and control. Cambridge University Press. https://doi.org/10.1017/CBO9781139015394
Holroyd, C. B., & Yeung, N. (2012). Motivation of extended behaviors by anterior cingulate cortex. Trends in Cognitive Sciences, 16(2), 122-128. https://doi.org/10.1016/j.tics.2011.12.008
Hopstaken, J. F., van der Linden, D., Bakker, A. B., & Kompier, M. A. J. (2015). A multifaceted investigation of the link between mental fatigue and task disengagement. Psychophysiology, 52(3), 305-315. https://doi.org/10.1111/psyp.12339
Horne, J. A., & Ostberg, O. (1976). A self-assessment questionnaire to determine morningness-eveningness in human circadian rhythms. International Journal of Chronobiology, 4(2), 97-110.
Huber, R., Maki, H., Rosanova, M., Casarotto, S., Canali, P., Casali, A. G., Tononi, G., &Massimini, M. (2013). Human cortical excitability increases with time awake. Cerebral Cortex, 23(2), 332-338. https://doi.org/10.1093/cercor/bhs014
Hull, J. T., Wright, K. P., Jr., & Czeisler, C. A. (2003). The influence of subjective alertness and motivation on human performance independent of circadian and homeostatic regulation. Journal of Biological Rhythms, 18(4), 329-338. https://doi.org/10.1177/0748730403253584
Hultsch, D. F., MacDonald, S. W. S., & Dixon, R. A. (2002). Variability in reaction time performance of younger and older adults. The Journals of Gerontology. Series B, Psychological Sciences and Social Sciences, 57(2), 101-115. https://doi.org/10.1093/geronb/57.2.P101
Ingleby, J. D. 1967. Signal detection theory and psychophysics, Journal of Sound and Vibration, 5(3), 519-521. https://doi.org/10.1016/0022-460X(67)90197-6
Jaeger, B. C., Edwards, L. J., Das, K., &Sen, P. K. (2017). An R2statistic for fixed effects in the generalized linear mixed model. Journal of Applied Statistics, 44(6), 1086-1105. https://doi.org/10.1080/02664763.2016.119 3725
Johns, M. W. (1993). Daytime sleepiness, snoring, and obstructive sleep apnea. The Epworth Sleepiness Scale. Chest, 103(1), 30-36. https://doi.org/10.1378/chest.103.1.30
Kain, M. P., Bolker, B. M., & McCoy, M. W. (2015). A practical guide and power analysis for GLMMs: Detecting among treatment variation in random effects. PeerJ, 3, Article e1226. https://doi.org/10.7717/pee rj.1226
Kazak, A. E. (2018). Editorial: Journal article reporting standards. American Psychologist, 73(1), 1-2. https://doi.org/10.1037/amp0000263
Klerman, E. B., & Dijk, D. J. (2008). Age-related reduction in the maximal capacity for sleep—Implications for insomnia. Current Biology, 18(15), 1118-1123. https://doi.org/10.1016/j.cub.2008.06.047
Kondratova, A. A., & Kondratov, R. V. (2012). The circadian clock and pathology of the ageing brain. Nature Reviews Neuroscience, 13(5), 325335. https://doi.org/10.1038/nrn3208
Kool, W., & Botvinick, M. (2018). Mental labour. Nature Human Behaviour, 2(12), 899-908. https://doi.org/10.1038/s41562-018-0401-9
Landolt, H. P., Rétey, J. V., & Adam, M. (2012). Reduced neurobehavioral impairment from sleep deprivation in older adults: Contribution of ade-nosinergic mechanisms. Frontiers in Neurology, 3, Article 62. https://doi.org/10.3389/fneur.2012.00062
Lee, B. H., Richard, J. E., de Leon, R. G., Yagi, S., & Galea, L. A. M. (2022). Sex differences in cognition across aging. Current Topics in Behavioral Neurosciences. Advance online publication. https://doi.org/10.1007/7854_2022_309
Lim, J., & Dinges, D. F. (2010). A meta-analysis of the impact of short-term sleep deprivation on cognitive variables. Psychological Bulletin, 136(3), 375-389. https://doi.org/10.1037/a0018883
Lo, J. C., Groeger, J. A., Santhi, N., Arbon, E. L., Lazar, A. S., Hasan, S., von Schantz, M., Archer, S. N., & Dijk, D. J. (2012). Effects of partial and acute total sleep deprivation on performance across cognitive domains, individuals and circadian phase. PLOS ONE, 7(9), Article e45987. https://doi.org/10.1371/journal.pone.0045987
Lowe, C. J., Safati, A., & Hall, P. A. (2017). The neurocognitive consequences of sleep restriction: A meta-analytic review. Neuroscience and Biobehavioral Reviews, 80, 586-604. https://doi.org/10.1016/j.neubiorev.2017.07.010
Ly, J. Q. M., Gaggioni, G., Chellappa, S. L., Papachilleos, S., Brzozowski, A., Borsu, C., Rosanova, M., Sarasso, S., Middleton, B., Luxen, A., Archer, S. N., Phillips, C., Dijk, D.-J., Maquet, P., Massimini, M., & Vandewalle, G. (2016). Circadian regulation of human cortical excitability. Nature Communications, 7(1), Article 11828. https://doi.org/10.1038/ncomms11828
Massar, S. A. A., Lim, J., & Huettel, S. A., (2019). Sleep deprivation, effort allocation and performance. Progress in Brain Research, 246, 1-26. https://doi.org/10.1016/bs.pbr.2019.03.007
Massar, S. A. A., Lim, J., Sasmita, K., & Chee, M. W. L. (2019). Sleep deprivation increases the costs of attentional effort: Performance, preference and pupil size. Neuropsychologia, 123, 169-177. https://doi.org/10.1016/j.neuropsychologia.2018.03.032
Minkel, J. D., Banks, S., Htaik, O., Moreta, M. C., Jones, C. W., McGlinchey, E. L., Simpson, N. S., & Dinges, D. F. (2012). Sleep deprivation and stressors: Evidence for elevated negative affect in response to mild stressors when sleep deprived. Emotion, 12(5), 10151020. https://doi.org/10.1037/a0026871
Mullin, B. C., Phillips, M. L., Siegle, G. J., Buysse, D. J., Forbes, E. E., & Franzen, P. L. (2013). Sleep deprivation amplifies striatal activation to monetary reward. Psychological Medicine, 43(10), 2215-2225. https://doi.org/10.1017/S0033291712002875
Münch, M., Knoblauch, V., Blatter, K., Schroder, C., Schnitzler, C., Krauchi, K., Wirz-Justice, A., & Cajochen, C. (2005). Age-related attenuation of the evening circadian arousal signal in humans. Neurobiology of Aging, 26(9), 1307-1319. https://doi.org/10.1016/j.neurobiolaging.2005.03.004
Nyberg, L., Lovdén, M., Riklund, K., Lindenberger, U., & Backman, L. (2012). Memory aging and brain maintenance. Trends in Cognitive Sciences, 16(5), 292-305. https://doi.org/10.1016/j.tics.2012.04.005
Odle-Dusseau, H. N., Bradley, J. L., & Pilcher, J. J. (2010). Subjective perceptions of the effects of sustained performance under sleep-deprivation conditions. Chronobiology International, 27(2), 318-333. https://doi.org/10.3109/07420520903502226
Oren, N., Ash, E. L., Shapira-Lichter, I., Elkana, O., Reichman-Eisikovits, O., Chomsky, L., & Lerner, Y. (2019). Changes in resting-state functional connectivity of the hippocampus following cognitive effort predict memory decline at older age—A longitudinal fMRI study. Frontiers in Aging Neuroscience, 11, Article 163. https://doi.org/10.3389/fnagi.2019.00163
Pilcher, J. J., & Huffcutt, A. I. (1996). Effects of sleep deprivation on performance: A meta-analysis. Sleep, 19(4), 318-326. https://doi.org/10.1093/sleep/19.4.318
Pilcher, J. J., & Walters, A. S. (1997). How sleep deprivation affects psychological variables related to college students' cognitive performance. Journal of American College Health, 46(3), 121-126. https://doi.org/10.1080/07448489709595597
Sagaspe, P., Taillard, J., Amiéva, H., Beck, A., Rascol, O., Dartigues, J. F., Capelli, A., & Philip, P. (2012). Influence of age, circadian and homeostatic processes on inhibitory motor control: A Go/Nogo task study. PLOS ONE, 7(6), Article e39410. https://doi.org/10.1371/journal.pone.0039410
Sanders, A. F. (1983). Towards a model of stress and human performance. Acta Psychologica, 53(1), 61-97. https://doi.org/10.1016/0001-6918(83)90016-1
Schmidt, C., Peigneux, P., & Cajochen, C. (2012). Age-related changes in sleep and circadian rhythms: Impact on cognitive performance and underlying neuroanatomical networks. Frontiers in Neurology, 3, Article 118. https://doi.org/10.3389/fneur.2012.00118
Shenhav, A., Musslick, S., Lieder, F., Kool, W., Griffiths, T. L., Cohen, J. D., & Botvinick, M. M. (2017). Toward a rational and mechanistic account of mental effort. Annual Review of Neuroscience, 40(1), 99-124. https://doi.org/10.1146/annurev-neuro-072116-031526
Stern, Y., Arenaza-Urquijo, E. M., Bartrés-Faz, D., Belleville, S., Cantilon, M., Chetelat, G., Ewers, M., Franzmeier, N., Kempermann, G., Kremen, W. S., Okonkwo, O., Scarmeas, N., Soldan, A., Udeh-Momoh, C., Valenzuela, M., Vemuri, P., Vuoksimaa, E., & the Reserve, Resilience and Protective Factors PIA Empirical Definitions and Conceptual Frameworks Workgroup. (2020). Whitepaper: Defining and investigating cognitive reserve, brain reserve, and brain maintenance. Alzheimer's & Dementia, 16(9), 1305-1311. https://doi.org/10.1016/j.jalz.2018.07.219
Strogatz, S. H., Kronauer, R. E., & Czeisler, C. A. (1987). Circadian pacemaker interferes with sleep onset at specific times each day: Role in insomnia. The American Journal of Physiology, 253(1), R172-R178. https://doi.org/10.1152/ajpregu.1987.253.1.R172
Tucker, A. M., Whitney, P., Belenky, G., Hinson, J. M., & Van Dongen, H. P. A. (2010). Effects ofsleep deprivation on dissociated components of executive functioning. Sleep, 33(1), 47-57. https://doi.org/10.1093/sleep/33.1.47
Van Cauter, E., Leproult, R., & Plat, L. (2000). Age-related changes in slow wave sleep and REM sleep and relationship with growth hormone and cortisol levels in healthy men. JAMA, 284(7), 861-868. https://doi.org/10.1001/jama.284.7.861
Van Egroo, M., Narbutas, J., Chylinski, D., Villar González, P., Ghaemma-ghami, P., Muto, V., Schmidt, C., Gaggioni, G., Besson, G., Pépin, X., Tezel, E., Marzoli, D., Le Goff, C., Cavalier, E., Luxen, A., Salmon, E., Maquet, P., Bahri, M. A., Phillips, C.,… Vandewalle, G. (2019). Preserved wake-dependent cortical excitability dynamics predict cognitive fitness beyond age-related brain alterations. Communications Biology, 2(1), Article 449. https://doi.org/10.1038/s42003-019-0693-y
Venkatraman, V., Chuah, Y. M. L., Huettel, S. A., & Chee, M. W. L. (2007). Sleep deprivation elevates expectation of gains and attenuates response to losses following risky decisions. Sleep, 30(5), 603-609. https://doi.org/10.1093/sleep/30.5.603
Verguts, T., Vassena, E., & Silvetti, M. (2015). Adaptive effort investmentin cognitive and physical tasks: A neurocomputational model. Frontiers in Behavioral Neuroscience, 9, Article 57. https://doi.org/10.3389/fnbeh.2015.00057
Wilkinson, R. T. (1961). Interaction of lack of sleep with knowledge of results, repeated testing, and individual differences. Journal of Experimental Psychology, 62(3), 263-271. https://doi.org/10.1037/h00 48787
Yoo, S. S., Gujar, N., Hu, P., Jolesz, F. A., & Walker, M. P. (2007). The human emotional brain without sleep—A prefrontal amygdala disconnect. Current Biology, 17(20), R877-R878. https://doi.org/10.1016/j.cub.2007.08.007