Digital media use in the 2 h before bedtime is associated with sleep variables in university students
Open accessAbstract
Digital media use is widespread in University students, and use of digital media near bedtime has a broadly negative effect on sleep outcomes. Adequate and good quality sleep is important for physical and mental health, but few studies have rigorously measured both sleep and digital media use. In this study, we investigated whether self-reported sleep patterns were associated with digital media use in a first-year University student (N = 254, 48% male) population. Students tracked their sleep through daily online diaries and provided digital media use data in 15-min blocks for 2 h prior to bedtime on nine occasions. A longer duration of digital media use was associated with reduced total sleep time and later bedtime, while greater diversity of digital media use was associated with increased total sleep time and earlier bedtime. Analysis of activities in the last hour before bedtime indicated that activity type plays a role in digital media's effect on sleep, with computer work, surfing the Internet, and listening to music showing the strongest relationship to multiple sleep variables. These findings have implications for physical and mental health of University students and can inform design of devices to minimize negative effects of digital media on sleep.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Social media use at bedtime is a strong predictor of poorer sleep outcomes, independent of overall use.
“The timing of use is highly relevant for sleep, as social media use at bedtime is a strong predictor of poorer sleep outcomes, independent of overall use [14,16,17,41,42].”
From Understanding Links Between Social Media Use, Sleep and Mental Health: Recent Progress and Current Challenges (2019) · cites this paper as [41]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Maslow, A. H. (1943) · Psychological Review · doi:10.1037/h0054346 · Cited by 21,563 · see citing works
Axford, N. (2017) · Routledge eBooks · doi:10.4324/9781315258324-16 · Cited by 11,329 · see citing works
Sleep Patterns and Predictors of Disturbed Sleep in a Large Population of College Students
Lund, H. G., Reider, B. D., Whiting, A. B., & Prichard, J. R. (2010) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2009.06.016 · Cited by 1,907 · see citing works
Electronic media use and sleep in school-aged children and adolescents: A review
Cain, N., & Gradisar, M. (2010) · Sleep Medicine · doi:10.1016/j.sleep.2010.02.006 · Cited by 1,376 · see citing works
Thomée, S., Härenstam, A., & Hagberg, M. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-66 · Cited by 1,269 · see citing works
Effects of mental fatigue on attention: An ERP study
Boksem, M. A. S., Meijman, T. F., & Lorist, M. M. (2005) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2005.04.011 · Cited by 1,088 · see citing works
Causes and consequences of sleepiness among college students
Hershner, S. D., & Chervin, R. D. (2014) · Nature and Science of Sleep · doi:10.2147/nss.s62907 · Cited by 818 · see citing works
<i>Associations between Sleep Loss and Increased Risk of Obesity and Diabetes</i>
Knutson, K. L., & Van Cauter, E. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1417.033 · Cited by 810 · see citing works
Cardiovascular, inflammatory, and metabolic consequences of sleep deprivation
Mullington, J. M., Haack, M., Toth, M., Serrador, J. M., & Meier-Ewert, H. K. (2009) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2008.10.003 · Cited by 783 · see citing works
Cajochen, C., Frey, S., Anders, D., Späti, J., Bues, M., Pross, A., Mager, R., Wirz-Justice, A., & Stefani, O. (2011) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00165.2011 · Cited by 730 · see citing works
The wired generation: Academic and social outcomes of electronic media use among university students
Jacobsen, W. C., & Forste, R. (2011) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2010.0135 · Cited by 710 · see citing works
Sleep habits and susceptibility to the common cold
Cohen, S., Doyle, W. J., Alper, C. M., Janicki-Deverts, D., & Turner, R. B. (2009) · Archives of Internal Medicine · doi:10.1001/archinternmed.2008.505 · Cited by 605 · see citing works
1 Rhythms of social interaction: messaging within a massive online networkPreprint
Golder, S. A., Wilkinson, D. M., & Huberman, B. A. (2006) · Cited by 539 · see citing works
Swanson, L. M., Arnedt, J. T., Rosekind, M. R., Belenky, G. L., Balkin, T. J., & Drake, C. L. (2010) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2010.00890.x · Cited by 411 · see citing works
Higuchi, S., Motohashi, Y., Liu, Y., & MAEDA, A. (2005) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2005.00463.x · Cited by 358 · see citing works
Smyth, J. M. (2007) · CyberPsychology & Behavior · doi:10.1089/cpb.2007.9963 · Cited by 318 · see citing works
Punamäki, R., Wallenius, M., Nygård, C., Saarni, L. A., & Rimpelä, A. (2006) · Journal of Adolescence · doi:10.1016/j.adolescence.2006.07.004 · Cited by 300 · see citing works
Thomée, S., Eklöf, M., Gustafsson, E., Nilsson, R., & Hagberg, M. (2007) · Computers in Human Behavior · doi:10.1016/j.chb.2004.12.007 · Cited by 284 · see citing works
The State of Sleep Among College Students at a Large Public University
Orzech, K. M., Salafsky, D. B., & Hamilton, L. A. (2011) · Journal of American College Health · doi:10.1080/07448481.2010.520051 · Cited by 277 · see citing works
Self-citationThe Impact of Media Use on Sleep Patterns and Sleep Disorders among School-Aged Children in China
Li, S., Jin, X., Wu, S., Jiang, F., Yan, C., & Shen, X. (2007) · SLEEP · doi:10.1093/sleep/30.3.361 · Cited by 248 · see citing works
Music improves sleep quality in students.
Harmat, L., Takács, J., & Bódizs, R. (2008) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2008.04602.x · Cited by 230 · see citing works
Sleep and Academic Performance in Undergraduates: A Multi-measure, Multi-predictor Approach
Gomes, A. A., Tavares, J., & de Azevedo, M. H. P. (2011) · Chronobiology International · doi:10.3109/07420528.2011.606518 · Cited by 211 · see citing works
The neurobiology of emotional experience
HEILMAN, K. (1997) · Journal of Neuropsychiatry · doi:10.1176/jnp.9.3.439 · Cited by 207 · see citing works
What else do college students “do” while studying? An investigation of multitasking
Calderwood, C., Ackerman, P. L., & Conklin, E. M. (2014) · Computers & Education · doi:10.1016/j.compedu.2014.02.004 · Cited by 201 · see citing works
The impact of prolonged violent video‐gaming on adolescent sleep: an experimental study
King, D. L., Gradisar, M., Drummond, A., Lovato, N., Wessel, J., Micic, G., Douglas, P., & Delfabbro, P. (2012) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2012.01060.x · Cited by 200 · see citing works
Chahal, H., Fung, C., Kuhle, S., & Veugelers, P. J. (2012) · Pediatric Obesity · doi:10.1111/j.2047-6310.2012.00085.x · Cited by 198 · see citing works
Min, J.-K., Doryab, A., Wiese, J., Amini, S., Zimmerman, J., & Hong, J. (2014) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557220 · Cited by 197 · see citing works
Proceedings of the 2008 ACM conference on Computer supported cooperative work
Begole, B., & McDonald, D. W. (2008) · doi:10.1145/1460563 · Cited by 191 · see citing works
Sleep problems: Predictor or outcome of media use among emerging adults at university?
Tavernier, R., & Willoughby, T. (2014) · Journal of Sleep Research · doi:10.1111/jsr.12132 · Cited by 190 · see citing works
Thomée, S., Dellve, L., Härenstam, A., & Hagberg, M. (2010) · BMC Public Health · doi:10.1186/1471-2458-10-66 · Cited by 181 · see citing works
Kim, J. H., Lau, C. B., Cheuk, K., Kan, P., Hui, H. L. C., & Griffiths, S. M. (2009) · Journal of Adolescence · doi:10.1016/j.adolescence.2009.03.012 · Cited by 165 · see citing works
Higuchi, S., Motohashi, Y., Liu, Y., Ahara, M., & Kaneko, Y. (2003) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00616.2002 · Cited by 165 · see citing works
Galambos, N. L., Dalton, A. L., & Maggs, J. L. (2009) · Journal of Research on Adolescence · doi:10.1111/j.1532-7795.2009.00618.x · Cited by 142 · see citing works
Stress and multitasking in everyday college life
Mark, G. J., Wang, Y., & Niiya, M. (2014) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557361 · Cited by 139 · see citing works
The influence of pre-sleep cognitive arousal on sleep onset processes
Wuyts, J., Valck, E. D., Vandekerckhove, M. M. P., Pattyn, N., Bulckaert, A., Berckmans, D., Haex, B., Verbraecken, J. A., & Cluydts, R. (2011) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2011.09.016 · Cited by 133 · see citing works
Neural effects of mental fatigue caused by continuous attention load: A magnetoencephalography study
Tanaka, M., Ishii, A., & Watanabe, Y. (2014) · Brain Research · doi:10.1016/j.brainres.2014.03.009 · Cited by 130 · see citing works
Abdullah, S., Matthews, M. L., Murnane, E. L., Gay, G. K., & Choudhury, T. (2014) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/2632048.2632100 · Cited by 125 · see citing works
Heath, M., Sutherland, C., Bartel, K., Gradisar, M., Williamson, P., Lovato, N., & Micic, G. (2014) · Chronobiology International · doi:10.3109/07420528.2013.872121 · Cited by 122 · see citing works
The Role of Motivation and Media Involvement in Explaining Internet Dependency
Sun, S., RUBIN, A. M., & Haridakis, P. M. (2008) · Journal of Broadcasting & Electronic Media · doi:10.1080/08838150802205595 · Cited by 118 · see citing works
The effect of Internet use on adolescents' lifestyles: A national survey
Wang, L.-G., Luo, J., Gao, W.-B., & Kong, J. (2012) · Computers in Human Behavior · doi:10.1016/j.chb.2012.04.007 · Cited by 117 · see citing works
Opportunities for computing technologies to support healthy sleep behaviors
Choe, E. K., Consolvo, S., Watson, N. F., & Kientz, J. A. (2011) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1978942.1979395 · Cited by 117 · see citing works
The impact of light from computer monitors on melatonin levels in college students.
Figueiro, M. G., Wood, B., Plitnick, B., & Rea, M. S. (2011) · PubMed · Cited by 115 · see citing works
Oka, Y., Suzuki, S., & Inoue, Y. (2008) · Behavioral Sleep Medicine · doi:10.1080/15402000802371338 · Cited by 111 · see citing works
Communities and Technologies 2007
Steinfield, C. W., Contractor, N., Ackerman, M. S., & Pentland, B. T. (2007) · Springer eBooks · doi:10.1007/978-1-84628-905-7 · Cited by 86 · see citing works
Quality of sleep among university students: effects of nighttime computer and television use
Duarte, G. G. D. M., & Reimão, R. (2010) · Arquivos de Neuro-Psiquiatria · doi:10.1590/s0004-282x2010000500009 · Cited by 83 · see citing works
Smith, A. W. (2013) · Cited by 76 · see citing works
Lack of efficacy of music to improve sleep: A polysomnographic and quantitative EEG analysis
Lazic, S. E., & Ogilvie, R. D. (2006) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2006.10.004 · Cited by 69 · see citing works
Sleep patterns are associated with common illness in adolescents
Orzech, K. M., Acebo, C., Seifer, R., Barker, D., & Carskadon, M. A. (2013) · Journal of Sleep Research · doi:10.1111/jsr.12096 · Cited by 63 · see citing works
Self-citationSingle night video‐game use leads to sleep loss and attention deficits in older adolescents☆
Wolfe, J., Kar, K., Perry, A., Reynolds, C. M., Gradisar, M., & Short, M. A. (2014) · Journal of Adolescence · doi:10.1016/j.adolescence.2014.07.013 · Cited by 61 · see citing works
The influence of pre-sleep cognitive arousal on sleep onset processes
Wuyts, J., Verhaert, V., Bulckaert, A., BRUYNE, G. D., Exadaktylos, V., Berckmans, D., Haex, B., Verbraecken, J. A., Valck, E. D., Pattyn, N., et al. (2010) · Journal of Sleep Research · Cited by 58 · see citing works
Zhang, X., de Pablos, P. O., Wang, X., Wang, W., Sun, Y., & She, J. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.02.034 · Cited by 51 · see citing works
Cognitive Workload and Sleep Restriction Interact to Influence Sleep Homeostatic Responses
Goel, N., Abe, T., Braun, M. E., & Dinges, D. F. (2014) · SLEEP · doi:10.5665/sleep.4164 · Cited by 49 · see citing works
The Impact of Second Life on Team Learning Outcomes from the Perspective of IT Capabilities
Zhang, X., de Pablos, P. O., & Zhu, H. (2012) · Consultation of the Doctoral Thesis Database (TESEO) (Ministerio de Educación, Cultura y Deporte) · Cited by 45 · see citing works
Kim, S., Kientz, J. A., Patel, S., & Abowd, G. D. (2008) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/1460563.1460660 · Cited by 42 · see citing works
Manipulations of attention enhance self-regulation
Hanif, A., Ferrey, A. E., Frischen, A., Pozzobon, K., Eastwood, J. D., Smilek, D., & Fenske, M. J. (2011) · Acta Psychologica · doi:10.1016/j.actpsy.2011.09.010 · Cited by 38 · see citing works
Exploring the Daily Activities Associated with Delayed Bedtime of Japanese University Students
Asaoka, S., Komada, Y., Fukuda, K., Sugiura, T., Inoue, Y., & Yamazaki, K. (2010) · The Tohoku Journal of Experimental Medicine · doi:10.1620/tjem.221.245 · Cited by 30 · see citing works
The Effects of Preferred Familiar Music on Falling Asleep
Iwaki, T., Tanaka, H., & Hori, T. (2003) · Journal of Music Therapy · doi:10.1093/jmt/40.1.15 · Cited by 25 · see citing works
Cusp Catastrophe Models for Cognitive Workload and Fatigue: A Comparison of Seven Task Types
Guastello, S. J., Boeb, H., Gorin, H. M., et al. (2012) · PsycEXTRA Dataset · doi:10.1037/e547792012-025 · Cited by 20 · see citing works
Does television viewing cause delayed and/or irregular sleep?wake patterns?
Asaoka, S., Fukuda, K., TSUTSUI, Y., & Yamazaki, K. (2007) · Sleep and Biological Rhythms · doi:10.1111/j.1479-8425.2006.00253.x · Cited by 18 · see citing works
Children's Media Use and Sleep Problems: Issues and Unanswered Questions. Research Brief.
Zimmerman, F. J. (2008) · Cited by 17 · see citing works
Exploring Interaction Strategies in the Context of Sleep
Aliakseyeu, D., Du, J. L., Zwartkruis-Pelgrim, E., & Subramanian, S. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-23765-2_2 · Cited by 15 · see citing works
Network alarm clock (The 3AD International Design Competition)
Schmidt, A. (2005) · Personal and Ubiquitous Computing · doi:10.1007/s00779-005-0022-y · Cited by 14 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Changes in sleep pattern, sense of time and digital media use during COVID‐19 lockdown in Italy
Cellini, N., Canale, N., Mioni, G., & Costa, S. (2020) · Journal of Sleep Research · doi:10.1111/jsr.13074 · Cited by 1,079 · see citing works
Screens, Teens, and Psychological Well-Being: Evidence From Three Time-Use-Diary Studies
Orben, A., & Przybylski, A. K. (2019) · Psychological Science · doi:10.1177/0956797619830329 · Cited by 414 · see citing works
Are Social Media Ruining Our Lives? A Review of Meta-Analytic Evidence
Appel, M., Marker, C., & Gnambs, T. (2020) · Review of General Psychology · doi:10.1177/1089268019880891 · Cited by 290 · see citing works
Scott, H., & Woods, H. C. (2018) · Journal of Adolescence · doi:10.1016/j.adolescence.2018.07.009 · Cited by 248 · see citing works
Levenson, J. C., Shensa, A., Sidani, J. E., Colditz, J. B., & Primack, B. A. (2017) · Sleep · doi:10.1093/sleep/zsx113 · Cited by 177 · see citing works
Liu, D., Kirschner, P. A., & Karpinski, A. C. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.08.039 · Cited by 139 · see citing works
Bhat, S., Pinto-Zipp, G., Upadhyay, H., & Polos, P. G. (2018) · Sleep Health · doi:10.1016/j.sleh.2017.12.004 · Cited by 114 · see citing works
Hughes, N., & Burke, J. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.03.047 · Cited by 101 · see citing works
Scott, H., & Woods, H. C. (2019) · Current Sleep Medicine Reports · doi:10.1007/s40675-019-00148-9 · Cited by 105 · see citing works
Television use and its effects on sleep in early childhood
Helm, A. F., & Spencer, R. M. C. (2019) · Sleep Health · doi:10.1016/j.sleh.2019.02.009 · Cited by 45 · see citing works
Maksniemi, E., Hietajärvi, L., Ketonen, E. E., Lonka, K., Puukko, K., & Salmela‐Aro, K. (2022) · Journal of Adolescence · doi:10.1002/jad.12033 · Cited by 25 · see citing works
Exelmans, L., & Scott, H. (2019) · doi:10.31234/osf.io/eqxdh · Cited by 19 · see citing works
Identifying drivers for bedtime social media use despite sleep costs: the adolescent perspective
Scott, H., Biello, S., & Woods, H. (2018) · doi:10.31234/osf.io/2xb36 · Cited by 90 · see citing works
- Authors
- Orzech, K. M., Grandner, M. A., Roane, B. M., & Carskadon, M. A.
- Affiliations
- Brown University (US)
- University of Arizona (US)
- University of South Australia (AU)
- Corresponding author
- Orzech, Kathryn M.
- Venue
- Computers in Human Behavior
- Publisher
- Elsevier BV
- Published
- 2016-02
- Volume
- 55
- Issue
- A
- Pages
- 43-50
- ISSN
- 0747-5632 (ISSN-L)
- PMC
- PMC5279707
- OpenAlex
- W1713890039
- Cited by
- 167
- References
- 65
- Citations by year
- 2026: 12 · 2025: 15 · 2024: 21 · 2023: 24 · 2022: 13 · 2021: 17 · 2020: 22 · 2019: 20 · 2018: 10 · 2017: 6 · 2016: 7
- FWCI
- 11.44
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Computers in Human Behavior (publishedVersion)
- PubMed (publishedVersion)
- Discovery Research Portal (University of Dundee) (publishedVersion)
- PubMed Central (acceptedVersion)
- UniSA Research Outputs Repository (University of South Australia) (submittedVersion)
- Funders
- National Institute of Mental Health (MH079179, MH19927)
- National Heart, Lung and Blood Institute (T32HL007713, EP/L00383X/1)
- Engineering and Physical Sciences Research Council
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Circadian rhythm and melatonin
- Keywords
- digital media use, sleep, bedtime, total sleep time, university students, sleep diary, computer use, internet use, music listening, sleep quality, device design
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review