Temporal dynamics of subjective sleepiness: A convergence analysis of two scales

References

• Abrahamsen A, Weihe P, Debes F, van Leeuwen WM. 2022. Sleep, sleepiness, and fatigue on board Faroese fishing vessels. Nat Sci Sleep. 14:347. doi:10.2147/NSS.S342410.
   PubMed Web of Science ®Google Scholar
• Åkerstedt T, Gillberg M. 1990. Subjective and objective sleepiness in the active individual. Int J Neurosc. 52(1–2):29–37. doi:10.3109/00207459008994241.
   PubMed Web of Science ®Google Scholar
• Bailes S, Libman E, Baltzan M, Amsel R, Schondorf R, Fichten CS. 2006. Brief and distinct empirical sleepiness and fatigue scales. J Psychosom Res. 60(6):605–613. doi:10.1016/j.jpsychores.2005.08.015.
   PubMed Web of Science ®Google Scholar
• Barmack JE. 1939. Studies on the psychophysiology of boredom: part I. The effect of 15 mgs. of benzedrine sulfate and 60 mgs. of ephedrine hydrochloride on blood pressure, report of boredom and other factors. J Exp Psychol. 25(5):494–505. doi:10.1037/h0054402.
   Google Scholar
• Bendaoud I, Etindele Sosso FA. 2022. Socioeconomic position and excessive daytime sleepiness: a systematic review of social epidemiological studies. Clocks & Sleep. 4(2):240–259. doi:https://dx.doi.org/10.3390/clockssleep4020022.
   PubMedGoogle Scholar
• Bener A, Yildirim E, Özkan T, Lajunen T. 2017. Driver sleepiness, fatigue, careless behavior and risk of motor vehicle crash and injury: population based case and control study. J Traffic Transp Eng ( English edition). 4 (5), 496–502. 10.1016/j.jtte.2017.07.005
   Google Scholar
• Cai AW, Manousakis JE, Singh B, Kuo J, Jeppe KJ, Francis-Pester E, Anderson C, Beatty CJ, Rajaratnam SMW, Lenné MG, et al. 2021. On-road driving impairment following sleep deprivation differs according to age. Sci Rep. 11(1):1–13. doi:10.1038/s41598-021-99133-y.
   PubMed Web of Science ®Google Scholar
• Carskadon MA, Dement WC. 1977. Sleepiness and sleep state on a 90‐min schedule. Psychophysiology. 14(2):127–133. doi:10.1111/j.1469-8986.1977.tb03362.x.
   PubMed Web of Science ®Google Scholar
• Chai R, Ling SH, San PP, Naik GR, Nguyen TN, Tran Y, Ashley C, Hung T, Nguyen HT. 2017. Improving EEG-based driver fatigue classification using sparse-deep belief networks. Front Neurosci. 11:103. doi:10.3389/fnins.2017.00103.
   PubMed Web of Science ®Google Scholar
• Chang YL, Feng YC, Chen OTC. 16-20 August 2016. Real-time physiological and facial monitoring for safe driving. In Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). p. 4849–4852. 10.1109/EMBC.2016.7591813
   Google Scholar
• De Valck E, De Groot E, Cluydts R. 2003. Effects of slow-release caffeine and a nap on driving simulator performance after partial sleep deprivation. Percept Mot Skills. 96(1):67–78. doi:10.2466/pms.2003.96.1.67.
   PubMed Web of Science ®Google Scholar
• Dijk DJ, Groeger JA, Stanley N, Deacon S. 2010. Age-related reduction in daytime sleep propensity and nocturnal slow wave sleep. Sleep. 33(2):211–223. doi:10.1093/sleep/33.2.211.
   PubMed Web of Science ®Google Scholar
• Flaa TA, Bjorvatn B, Pallesen S, Zakariassen E, Harris A, Gatterbauer-Trischler P, Waage S. 2022. Sleep and sleepiness measured by diaries and actigraphy among Norwegian and Austrian helicopter emergency medical service (HEMS) pilots. Int J Environ Res Public Health. 19(7):4311. doi:10.3390/ijerph19074311.
   PubMed Web of Science ®Google Scholar
• Ganesan S, Magee M, Stone JE, Mulhall MD, Collins A, Howard ME, Sletten TL, Rajaratnam SMW, Sletten TL. 2019. The impact of shift work on sleep, alertness and performance in healthcare workers. Sci Rep. 9(1):4635. doi:10.1038/s41598-019-40914-x.
   PubMed Web of Science ®Google Scholar
• Gaspa JG, Brown TL, Schwarz CW, Lee JD, Kang J, Higgins JS. 2017. Evaluating driver drowsiness countermeasures. Traffic injury prevention. 18 (sup1), S58–63. 10.1080/15389588.2017.1303140
   PubMedGoogle Scholar
• Hansen DA, Ramakrishnan S, Satterfield BC, Wesensten NJ, Layton ME, Reifman J, Van Dongen H. 2019. Randomized, double-blind, placebo-controlled, crossover study of the effects of repeated-dose caffeine on neurobehavioral performance during 48 h of total sleep deprivation. Psychopharmacology. 236(4):1313–1322. doi:10.1007/s00213-018-5140-0.
   PubMed Web of Science ®Google Scholar
• He J, Choi W, Yang Y, Lu J, Wu X, Peng K. 2017. Detection of driver drowsiness using wearable devices: a feasibility study of the proximity sensor. Appl Ergon. 65:473–480. doi:10.1016/j.apergo.2017.02.016.
   PubMed Web of Science ®Google Scholar
• Herscovitch J, Broughton R. 1981. Sensitivity of the Stanford sleepiness scale to the effects of cumulative partial sleep deprivation and recovery oversleeping. Sleep. 4(1):83–92. doi:10.1093/sleep/4.1.83.
   PubMed Web of Science ®Google Scholar
• Hilditch CJ, Centofanti SA, Dorrian J, Banks S. 2016. A 30-minute, but not a 10-minute nighttime nap is associated with sleep inertia. Sleep. 39(3):675–685. doi:10.5665/sleep.5550.
   PubMed Web of Science ®Google Scholar
• Hoddes E, Zarcone V, Smythe H, Phillips R, Dement WC. 1973. Quantification of sleepiness: a new approach. Psychophysiology. 10(4):431–436. doi:10.1111/j.1469-8986.1973.tb00801.x.
   PubMed Web of Science ®Google Scholar
• Höhn C, Schmid SR, Plamberger CP, Bothe K, Angerer M, Gruber G, Pletzer B, Hoedlmoser K. 2021. Preliminary results: the impact of smartphone use and short-wavelength light during the evening on circadian rhythm, sleep and alertness. Clocks&Sleep. 3(1):66–86. doi:10.3390/clockssleep3010005.
   Google Scholar
• Hollister LE, Clyde DJ. 1968. Blood levels of pentobarbital sodium, meprobamate, and tybamate in relation to clinical effects. Clin Pharm Therap. 9(2):204–208. doi:10.1002/cpt196892204.
   PubMed Web of Science ®Google Scholar
• Hu X, Eberhart R, Foresman B. 15-17 July 2010. Modeling drowsy driving behaviors. In Proceedings of 2010 IEEE International Conference on Vehicular Electronics and Safety. p. 13–17. 10.1109/ICVES.2010.5550949
   Google Scholar
• Izquierdo-Vicario Y, Ramos-Platon MJ, Conesa-Peraleja D, Lozano-Parra AB, Espinar-Sierra J. 1997. Letter to the editor. Epworth sleepiness scale in a sample of the Spanish population. Sleep. 20(8):676–677. doi:10.1093/sleep/20.8.676.
   PubMed Web of Science ®Google Scholar
• Johns MW. 1991. A new method for measuring daytime sleepiness: the Epworth sleepiness scale. Sleep. 14(6):540–545. doi:10.1093/sleep/14.6.540.
   PubMed Web of Science ®Google Scholar
• Kang HH, Lim CH, Oh JH, Cho MJ, Lee SH. 2021. The influence of gastroesophageal reflux disease on daytime sleepiness and depressive symptom in patients with obstructive sleep apnea. J Neurogastroenterol Motil. 27(2):215. doi:10.5056/jnm20071.
   PubMed Web of Science ®Google Scholar
• Kim H, Young T. 2005. Subjective daytime sleepiness: dimensions and correlates in the general population. Sleep. 28(5):625–634. doi:10.1093/SLEEP/28.5.625.
   PubMed Web of Science ®Google Scholar
• Kojic B, Dostovic Z, Ibrahimagic OC, Smajlovic D, Hodzic R, Iljazovic A, Salihovic D. 2021. Risk factors in acute stroke patients with and without sleep apnea. Med Arch. 75(6):444. doi:10.5455/medarh.2021.75.444-450.
   PubMedGoogle Scholar
• Leger D, Philip P, Jarriault P, Metlaine A, Choudat D. 2009. Effects of a combination of napping and bright light pulses on shift workers’ sleepiness at the wheel: a pilot study. J Sleep Res. 18(4):472–479. doi:10.1111/j.1365-2869.2008.00676.x.
   PubMed Web of Science ®Google Scholar
• Levin Ia I, Eligulashvili TS, Posokhov SI, Kovrov GV, Bashmakov MY. 1995. Farmakoterapiia insomnii: rol’ Imovana. In: Aleksandrovskii Iu A Vein AM, editors. Sleep disorders. Med. inform ed. Agentstvo: Saint Peersburgh; pp. 56–61.
   Google Scholar
• Li R, Chen YV, Zhang L. 2021. A method for fatigue detection based on driver’s steering wheel grip. Int J Ind Ergon. 82:103083. doi:10.1016/j.ergon.2021.103083.
   Web of Science ®Google Scholar
• Maclean AW, Fekken GC, Saskin P, Knowles JB. 1992. Psychometric evaluation of the Stanford sleepiness scale. J Sleep Res. 1(1):35–39. doi:10.1111/j.1365-2869.1992.tb00006.x.
   PubMedGoogle Scholar
• Malencia-Flores M, Rosenthal L, Castaño VA, Campos RM, Vergara P, Resendiz M, Javier Aguilar RA-R, Bliwise DL. 1997. A factor replication of the Sleep-Wake Activity Inventory (SWAI) in a Mexican population. Sleep. 20(2):20–114111–114. doi:10.1093/sleep/20.2.111.
   Web of Science ®Google Scholar
• Mason IC, Grimaldi D, Reid KJ, Warlick CD, Malkani RG, Abbott SM, Zee PC. 2022. Light exposure during sleep impairs cardiometabolic function. Proc Natl Acad Sci. 119(12):e2113290119. doi:10.1073/pnas.2113290119.
   PubMed Web of Science ®Google Scholar
• Maurer L, Zitting KM, Elliott K, Czeisler CA, Ronda JM, Duffy JF. 2015. A new face of sleep: the impact of post-learning sleep on recognition memory for face-name associations. Neurobiol Learn Mem. 126:126. P. 31–38. doi:10.1016/j.nlm.2015.10.012.
   Web of Science ®Google Scholar
• Maycock G. 1996. Sleepiness and driving: the experience of UK car drivers. J Sleep Res. 5(4):229–231. doi:10.1111/j.1365-2869.1996.00229.x.
   PubMed Web of Science ®Google Scholar
• Miley AÅ, Kecklund G, Åkerstedt T. 2016. Comparing two versions of the Karolinska Sleepiness Scale (KSS). Sleep Biol Rhythms. 14(3):257–260. doi:10.1007/s41105-016-0048-8.
   PubMed Web of Science ®Google Scholar
• Miller JC. 1995. Batch processing of 10000 h of truck driver EEG data. Biol Psychol. 40(1–2):209–222. doi:10.1016/0301-0511(95)05114-7.
   PubMed Web of Science ®Google Scholar
• Muck RA, Hudson AN, Honn KA, Gaddameedhi S, Van Dongen HPA. 2022. Working around the clock: is a person’s endogenous circadian timing for optimal neurobehavioral functioning inherently task-dependent? Clocks&Sleep. 4(1):23–36. doi:10.3390/clockssleep4010005.
   Google Scholar
• Ogilvie RD, Simons IA, Kuderian RH, MacDonald T, Rustenburg J. 1991. Behavioral, event‐related potential, and EEG/FFT changes at sleep onset. Psychophysiology. 28(1):54–64. doi:10.1111/j.1469-8986.1991.tb03386.x.
   PubMed Web of Science ®Google Scholar
• Prerau MJ, Hartnack KE, Obregon-Henao G, Sampson A, Merlino M, Gannon K, Matt TB, Jeffrey M, Purdon PL. 2014. Tracking the sleep onset process: an empirical model of behavioral and physiological dynamics. PLoS Comput Biol. 10(10):e1003866. doi:10.1371/journal.pcbi.1003866.
   PubMed Web of Science ®Google Scholar
• Rabat A, Gomez-Merino D, Roca-Paixao L, Bougard C, Van Beers P, Dispersyn G, Chennaoui M, Bourrilhon C, Drogou C, Arnal PJ, et al. 2016. Differential kinetics in alteration and recovery of cognitive processes from a chronic sleep restriction in young healthy men. Front Behav Neurosci. 10:95. doi:10.3389/fnbeh.2016.00095.
   PubMed Web of Science ®Google Scholar
• Rahman SA, Rood D, Trent N, Solet J, Langer EJ, Lockley SW. 2020. Manipulating sleep duration perception changes cognitive performance–an exploratory analysis. J Psychosom Res. 132:109992. doi:10.1016/j.jpsychores.2020.109992.
   PubMed Web of Science ®Google Scholar
• Russo M, Thomas M, Thorne D, Sing H, Redmond D, Rowland L, Johnson D, Hall S, Krichmar J, Balkin T. 2003. Oculomotor impairment during chronic partial sleep deprivation. Clin Neurophysiol. 114–736 (4), 723–736. 10.1016/s1388-2457(03)00008-7
   Web of Science ®Google Scholar
• Shahid A, Wilkinson K, Marcu S, Shapiro CM. 2011. Karolinska Sleepiness Scale (KSS). In: Shahid A, Wilkinson K, Marcu S Shapiro C, editors. STOP, THAT and one hundred other sleep scales. New York, USA: Springer. doi:10.1007/978-1-4419-9893-4_47.
   Google Scholar
• Short M, Lack L, Wright H. 2010. Does subjective sleepiness predict objective sleep propensity? Sleep. 33(1):123–129. doi:10.1093/sleep/33.1.123.
   PubMed Web of Science ®Google Scholar
• Smith SS, Horswill MS, Chambers B, Wetton M. 2009. Hazard perception in novice and experienced drivers: the effects of sleepiness. Accid Anal Prev. 41(4):729–733. doi:10.1016/j.aap.2009.03.016.
   PubMed Web of Science ®Google Scholar
• Staskin DR, Harnett MD. 2004. Effect of trospium chloride on somnolence and sleepiness in patients with overactive bladder. Curr Urol Rep. 5(6):423–426. doi:10.1007/s11934-004-0064-0.
   PubMedGoogle Scholar
• Suhner A, Schlagenhauf P, Tschopp A, Hauri-Bionda R, Friedrich-Koch A, Steffen R. 1998. Impact of melatonin on driving performance. J Travel Med. 5(1):7–13. doi:10.1111/j.1708-8305.1998.tb00448.x.
   PubMedGoogle Scholar
• Šušmáková K. 2006. Correlation dimension versus fractal exponent during sleep onset. Meas Sci Rev. 6 (4), 58–62.
   Google Scholar
• Takayama L, Nass C. 2008. Assessing the effectiveness of interactive media in improving drowsy driver safety. Hum Factors. 50(5):772–781. doi:10.1518/001872008X312341.
   PubMed Web of Science ®Google Scholar
• Tippin J, Sparks JD, Rizzo M. 2009. Visual vigilance in drivers with obstructive sleep apnea. J Psychosom Res. 67(2):143–151. doi:10.1016/j.jpsychores.2009.03.015.
   PubMed Web of Science ®Google Scholar
• Vascouto HD, Thais MERDO, Osório CM, Ben J, Claudino LS, Hoeller AA, Hans JM, Wolf P, Lin K, Walz R. 2018. Is self-report sleepiness associated with cognitive performance in temporal lobe epilepsy? Arq Neuropsiquiatr. 76(9):575–581. doi:10.1590/0004-282X20180089.
   PubMed Web of Science ®Google Scholar
• Wang L, Pei Y. 2014. The impact of continuous driving time and rest time on commercial drivers’ driving performance and recovery. J Safety Res. 50:11–15. doi:10.1016/j.jsr.2014.01.003.
   PubMed Web of Science ®Google Scholar
• Wang Y, Xin M, Bai H, Zhao Y. 2017. Can variations in visual behavior measures be good predictors of driver sleepiness? A real driving test study. Traffic Inj Prev. 18(2):132–138. doi:10.1080/15389588.2016.1203425.
   PubMed Web of Science ®Google Scholar
• Wang X, Xu C. 2016. Driver drowsiness detection based on non-intrusive metrics considering individual specifics. Accid Anal Prev. 95:350–357. doi:10.1016/j.aap.2015.09.002.
   PubMed Web of Science ®Google Scholar
• Yamazaki EM, Antler CA, Lasek CR, Goel N. 2021. Residual, differential neurobehavioral deficits linger after multiple recovery nights following chronic sleep restriction or acute total sleep deprivation. Sleep. 44(4):zsaa224. doi:10.1093/sleep/zsaa224.
   PubMed Web of Science ®Google Scholar
• Yang, M., Zhu N, Ma Y, Su YC, Hsiao Q, Chen FC, Zhou G, Ji Y, Yang C-M, Zhou G. 2018. The acute effects of intermittent light exposure in the evening on alertness and subsequent sleep architecture. Int J Environ Res Public Health. 15 (3), 524. 10.3390/ijerph15030524
   PubMed Web of Science ®Google Scholar
• Yao Y, Zhao X, Du H, Zhang Y, Zhang G, Rong J. 2019. Classification of fatigued and drunk driving based on decision tree methods: a simulator study. Int J Environ Res Public Health. 16(11):1935. doi:10.3390/ijerph16111935.
   PubMed Web of Science ®Google Scholar
• Yu Y-K, Yao Z-Y, Wei Y-X, Kou C-G, Yao B, Sun W-J, Li S-Y, Fung K, Jia C-X. 2022. Depressive symptoms as a mediator between excessive daytime sleepiness and suicidal ideation among Chinese college students. Int J Environ Res Public Health. 19(23):16334. doi:10.3390/ijerph192316334.
   PubMed Web of Science ®Google Scholar