Monitoring daily sleep, mood, and affect using digital technologies and wearables: A systematic review

Background: Sleep and affective states are closely intertwined. Nevertheless, previous methods to evaluate sleep-affect associations have been limited by poor ecological validity, with a few studies examining temporal or dynamic interactions in naturalistic settings.

Objectives: First, to update and integrate evidence from studies investigating the reciprocal relationship between daily sleep and affective phenomena (mood, affect, and emotions) through ambulatory and prospective monitoring. Second, to evaluate differential patterns based on age, affective disorder diagnosis (bipolar, depression, and anxiety), and shift work patterns on day-to-day sleep-emotion dyads. Third, to summarise the use of wearables, actigraphy, and digital tools in assessing longitudinal sleep-affect associations.

Method: A comprehensive PRISMA-compliant systematic review was conducted through the EMBASE, Ovid MEDLINE(R), PsycINFO, and Scopus databases.

Results: Of the 3024 records screened, 121 studies were included. Bidirectionality of sleep-affect associations was found (in general) across affective disorders (bipolar, depression, and anxiety), shift workers, and healthy participants representing a range of age groups. However, findings were influenced by the sleep indices and affective dimensions operationalised, sampling resolution, time of day effects, and diagnostic status.

Conclusions: Sleep disturbances, especially poorer sleep quality and truncated sleep duration, were consistently found to influence positive and negative affective experiences. Sleep was more often a stronger predictor of subsequent daytime affect than vice versa. The strength and magnitude of sleep-affect associations were more robust for subjective (self-reported) sleep parameters compared to objective (actigraphic) sleep parameters.

Kahn, M.; Sheppes, G.; Sadeh, A. Sleep and emotions: Bidirectional links and underlying mechanisms. Int. J. Psychophysiol. 2013, 89, 218–228. [Google Scholar] [CrossRef]
Palmer, C.A.; Bower, J.L.; Cho, K.W.; Clementi, M.A.; Lau, S.; Oosterhoff, B.; Alfano, C.A. Sleep loss and emotion: A systematic review and meta-analysis of over 50 years of experimental research. Psychol. Bull. 2023, 150, 440–463. [Google Scholar] [CrossRef]
Tomaso, C.C.; Johnson, A.B.; Nelson, T.D. The effect of sleep deprivation and restriction on mood, emotion, and emotion regulation: Three meta-analyses in one. Sleep 2021, 44, zsaa289. [Google Scholar] [CrossRef]
Baum, K.T.; Desai, A.; Field, J.; Miller, L.E.; Rausch, J.; Beebe, D.W. Sleep restriction worsens mood and emotion regulation in adolescents. J. Child Psychol. Psychiatry 2014, 55, 180–190. [Google Scholar] [CrossRef]
Watling, J.; Pawlik, B.; Scott, K.; Booth, S.; Short, M.A. Sleep Loss and Affective Functioning: More Than Just Mood. Behav. Sleep Med. 2017, 15, 394–409. [Google Scholar] [CrossRef]
Fairholme, C.P.; Manber, R. Chapter 3—Sleep, Emotions, and Emotion Regulation: An Overview. In Sleep and Affect; Babson, K.A., Feldner, M.T., Eds.; Academic Press: San Diego, CA, USA, 2015; pp. 45–61. [Google Scholar]
Hu, P.; Stylos-Allan, M.; Walker, M.P. Sleep facilitates consolidation of emotional declarative memory. Psychol. Sci. 2006, 17, 891–898. [Google Scholar] [CrossRef]
Gruber, R.; Cassoff, J. The Interplay Between Sleep and Emotion Regulation: Conceptual Framework Empirical Evidence and Future Directions. Curr. Psychiatry Rep. 2014, 16, 500. [Google Scholar] [CrossRef] [PubMed]
Leger, K.A.; Charles, S.T.; Fingerman, K.L. Affect variability and sleep: Emotional ups and downs are related to a poorer night’s rest. J. Psychosom. Res. 2019, 124, 109758. [Google Scholar] [CrossRef] [PubMed]
Alvaro, P.K.; Roberts, R.M.; Harris, J.K. A systematic review assessing bidirectionality between sleep disturbances, anxiety, and depression. Sleep 2013, 36, 1059–1068. [Google Scholar] [CrossRef]
Krizan, Z.; Boehm, N.A.; Strauel, C.B. How emotions impact sleep: A quantitative review of experiments. Sleep Med. Rev. 2023, 74, 101890. [Google Scholar] [CrossRef]
Ben Simon, E.; Vallat, R.; Barnes, C.M.; Walker, M.P. Sleep Loss and the Socio-Emotional Brain. Trends Cogn. Sci. 2020, 24, 435–450. [Google Scholar] [CrossRef] [PubMed]
Goldstein, A.N.; Walker, M.P. The role of sleep in emotional brain function. Annu. Rev. Clin. Psychol. 2014, 10, 679–708. [Google Scholar] [CrossRef] [PubMed]
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. Nat. Rev. Neurosci. 2017, 18, 404–418. [Google Scholar] [CrossRef]
Palmer, C.A.; Alfano, C.A. Sleep and emotion regulation: An organizing, integrative review. Sleep Med. Rev. 2017, 31, 6–16. [Google Scholar] [CrossRef] [PubMed]
Vandekerckhove, M.; Cluydts, R. The emotional brain and sleep: An intimate relationship. Sleep Med. Rev. 2010, 14, 219–226. [Google Scholar] [CrossRef]
Vandekerckhove, M.; Wang, Y.L. Emotion, emotion regulation and sleep: An intimate relationship. AIMS Neurosci. 2018, 5, 1–17. [Google Scholar] [CrossRef]
Walker, M.P.; van der Helm, E. Overnight therapy? The role of sleep in emotional brain processing. Psychol. Bull. 2009, 135, 731–748. [Google Scholar] [CrossRef] [PubMed]
Straus, L.D.; ten Brink, M.; Sikka, P.; Srivastava, R.; Gross, J.J.; Colvonen, P.J. The Role of Objective Sleep in Implicit and Explicit Affect Regulation: A Comprehensive Review. Neurobiol. Stress 2024, 31, 100655. [Google Scholar] [CrossRef]
Yoo, S.-S.; Gujar, N.; Hu, P.; Jolesz, F.A.; Walker, M.P. The human emotional brain without sleep—A prefrontal amygdala disconnect. Curr. Biol. 2007, 17, R877–R878. [Google Scholar] [CrossRef]
Ben Simon, E.; Rossi, A.; Harvey, A.G.; Walker, M.P. Overanxious and underslept. Nat. Hum. Behav. 2020, 4, 100–110. [Google Scholar] [CrossRef]
Van Der Helm, E.; Yao, J.; Dutt, S.; Rao, V.; Saletin, J.M.; Walker, M.P. REM sleep depotentiates amygdala activity to previous emotional experiences. Curr. Biol. 2011, 21, 2029–2032. [Google Scholar] [CrossRef]
Meyer, N.; Lok, R.; Schmidt, C.; Kyle, S.D.; McClung, C.A.; Cajochen, C.; Scheer, F.A.J.L.; Jones, M.W.; Chellappa, S.L. The sleep–circadian interface: A window into mental disorders. Proc. Natl. Acad. Sci. USA 2024, 121, e2214756121. [Google Scholar] [CrossRef] [PubMed]
Walker, W.H., 2nd; Walton, J.C.; DeVries, A.C.; Nelson, R.J. Circadian rhythm disruption and mental health. Transl. Psychiatry 2020, 10, 28. [Google Scholar] [CrossRef]
Baglioni, C.; Nanovska, S.; Regen, W.; Spiegelhalder, K.; Feige, B.; Nissen, C.; Reynolds, C.F.; Riemann, D. Sleep and mental disorders: A meta-analysis of polysomnographic research. Psychol. Bull. 2016, 142, 969–990. [Google Scholar] [CrossRef]
Chattu, V.K.; Manzar, M.D.; Kumary, S.; Burman, D.; Spence, D.W.; Pandi-Perumal, S.R. The Global Problem of Insufficient Sleep and Its Serious Public Health Implications. Healthcare 2018, 7, 1. [Google Scholar] [CrossRef] [PubMed]
Crouse, J.J.; Carpenter, J.S.; Song, Y.J.C.; Hockey, S.J.; Naismith, S.L.; Grunstein, R.R.; Scott, E.M.; Merikangas, K.R.; Scott, J.; Hickie, I.B. Circadian rhythm sleep–wake disturbances and depression in young people: Implications for prevention and early intervention. Lancet Psychiatry 2021, 8, 813–823. [Google Scholar] [CrossRef] [PubMed]
Meyer, N.; Faulkner, S.M.; McCutcheon, R.A.; Pillinger, T.; Dijk, D.-J.; MacCabe, J.H. Sleep and Circadian Rhythm Disturbance in Remitted Schizophrenia and Bipolar Disorder: A Systematic Review and Meta-analysis. Schizophr. Bull. 2020, 46, 1126–1143. [Google Scholar] [CrossRef]
Wulff, K.; Dijk, D.J.; Middleton, B.; Foster, R.G.; Joyce, E.M. Sleep and circadian rhythm disruption in schizophrenia. Br. J. Psychiatry 2012, 200, 308–316. [Google Scholar] [CrossRef]
Sarfan, L.D.; Hilmoe, H.E.; Gumport, N.B.; Gasperetti, C.E.; Zieve, G.G.; Harvey, A.G. Outcomes of the Transdiagnostic Intervention for Sleep and Circadian Dysfunction (TranS-C) in a community setting: Unpacking comorbidity. Behav. Res. Ther. 2021, 145, 103948. [Google Scholar] [CrossRef]
Jagannath, A.; Peirson, S.N.; Foster, R.G. Sleep and circadian rhythm disruption in neuropsychiatric illness. Curr. Opin. Neurobiol. 2013, 23, 888–894. [Google Scholar] [CrossRef]
Scott, A.J.; Webb, T.L.; Martyn-St James, M.; Rowse, G.; Weich, S. Improving sleep quality leads to better mental health: A meta-analysis of randomised controlled trials. Sleep Med. Rev. 2021, 60, 101556. [Google Scholar] [CrossRef] [PubMed]
Crowe, M.; Inder, M.; Swartz, H.A.; Murray, G.; Porter, R. Social rhythm therapy—A potentially translatable psychosocial intervention for bipolar disorder. Bipolar Disord. 2020, 22, 121–127. [Google Scholar] [CrossRef]
Panchal, P.; de Queiroz Campos, G.; Goldman, D.A.; Auerbach, R.P.; Merikangas, K.R.; Swartz, H.A.; Sankar, A.; Blumberg, H.P. Toward a Digital Future in Bipolar Disorder Assessment: A Systematic Review of Disruptions in the Rest-Activity Cycle as Measured by Actigraphy. Front. Psychiatry 2022, 13, 780726. [Google Scholar] [CrossRef] [PubMed]
Sankar, A.; Panchal, P.; Goldman, D.A.; Colic, L.; Villa, L.M.; Kim, J.A.; Lebowitz, E.R.; Carrubba, E.; Lecza, B.; Silverman, W.K.; et al. Telehealth Social Rhythm Therapy to Reduce Mood Symptoms and Suicide Risk Among Adolescents and Young Adults With Bipolar Disorder. Am. J. Psychother. 2021, 74, 172–177. [Google Scholar] [CrossRef] [PubMed]
Steardo, L.; Luciano, M.; Sampogna, G.; Zinno, F.; Saviano, P.; Staltari, F.; Segura Garcia, C.; De Fazio, P.; Fiorillo, A. Efficacy of the interpersonal and social rhythm therapy (IPSRT) in patients with bipolar disorder: Results from a real-world, controlled trial. Ann. Gen. Psychiatry 2020, 19, 15. [Google Scholar] [CrossRef] [PubMed]
Chellappa, S.L.; Morris, C.J.; Scheer, F.A.J.L. Circadian misalignment increases mood vulnerability in simulated shift work. Sci. Rep. 2020, 10, 18614. [Google Scholar] [CrossRef] [PubMed]
Torquati, L.; Mielke, G.I.; Brown, W.J.; Burton, N.W.; Kolbe-Alexander, T.L. Shift Work and Poor Mental Health: A Meta-Analysis of Longitudinal Studies. Am. J. Public Health 2019, 109, e13–e20. [Google Scholar] [CrossRef] [PubMed]
Lee, A.; Myung, S.K.; Cho, J.J.; Jung, Y.J.; Yoon, J.L.; Kim, M.Y. Night Shift Work and Risk of Depression: Meta-analysis of Observational Studies. J. Korean Med. Sci. 2017, 32, 1091–1096. [Google Scholar] [CrossRef] [PubMed]
D’Oliveira, T.C.; Anagnostopoulos, A. The Association Between Shift Work And Affective Disorders: A Systematic Review. Chronobiol. Int. 2021, 38, 182–200. [Google Scholar] [CrossRef]
Mestdagh, M.; Dejonckheere, E. Ambulatory assessment in psychopathology research: Current achievements and future ambitions. Curr. Opin. Psychol. 2021, 41, 1–8. [Google Scholar] [CrossRef]
Konjarski, M.; Murray, G.; Lee, V.V.; Jackson, M.L. Reciprocal relationships between daily sleep and mood: A systematic review of naturalistic prospective studies. Sleep Med. Rev. 2018, 42, 47–58. [Google Scholar] [CrossRef]
Ong, A.D.; Kim, S.; Young, S.; Steptoe, A. Positive affect and sleep: A systematic review. Sleep Med. Rev. 2017, 35, 21–32. [Google Scholar] [CrossRef] [PubMed]
ten Brink, M.; Dietch, J.R.; Tutek, J.; Suh, S.A.; Gross, J.J.; Manber, R. Sleep and affect: A conceptual review. Sleep Med. Rev. 2022, 65, 101670. [Google Scholar] [CrossRef] [PubMed]
Page, M.J.; McKenzie, J.E.; Bossuyt, P.M.; Boutron, I.; Hoffmann, T.C.; Mulrow, C.D.; Shamseer, L.; Tetzlaff, J.M.; Akl, E.A.; Brennan, S.E.; et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ 2021, 372, n71. [Google Scholar] [CrossRef] [PubMed]
Bramer, W.M.; Rethlefsen, M.L.; Kleijnen, J.; Franco, O.H. Optimal database combinations for literature searches in systematic reviews: A prospective exploratory study. Syst. Rev. 2017, 6, 245. [Google Scholar] [CrossRef]
Bramer, W.; Bain, P. Updating search strategies for systematic reviews using EndNote. J. Med. Libr. Assoc. JMLA 2017, 105, 285–289. [Google Scholar] [CrossRef] [PubMed]
McGowan, J.; Sampson, M.; Salzwedel, D.M.; Cogo, E.; Foerster, V.; Lefebvre, C. PRESS Peer Review of Electronic Search Strategies: 2015 Guideline Statement. J. Clin. Epidemiol. 2016, 75, 40–46. [Google Scholar] [CrossRef] [PubMed]
Grossetta Nardini, H.K.; Wang, L. The Yale MeSH Analyzer. Available online: http://mesh.med.yale.edu/ (accessed on 28 May 2024).
Bramer, W.M.; Giustini, D.; de Jonge, G.B.; Holland, L.; Bekhuis, T. De-duplication of database search results for systematic reviews in EndNote. J. Med. Libr. Assoc. JMLA 2016, 104, 240–243. [Google Scholar] [CrossRef] [PubMed]
Edinger, T.; Cohen, A.M. A large-scale analysis of the reasons given for excluding articles that are retrieved by literature search during systematic review. AMIA Annu. Symp. Proc. 2013, 2013, 379–387. [Google Scholar]
Totterdell, P.; Reynolds, S.; Parkinson, B.; Briner, R.B. Associations of sleep with everyday mood, minor symptoms and social interaction experience. Sleep 1994, 17, 466–475. [Google Scholar] [CrossRef]
Jones, F.; Fletcher, B. Taking work home: A study of daily fluctuations in work stressors, effects on moods and impacts on marital partners. J. Occup. Organ. Psychol. 1996, 69, 89–106. [Google Scholar] [CrossRef]
Tzischinsky, O.; Zohar, D.; Epstein, R.; Chillag, N.; Lavie, P. Daily and yearly burnout symptoms in Israeli shift work residents. J. Hum. Ergol. 2001, 30, 357–362. [Google Scholar] [CrossRef]
Zohar, D.; Tzischinsky, O.; Epstein, R.; Lavie, P. The effects of sleep loss on medical residents’ emotional reactions to work events: A cognitive-energy model. Sleep 2005, 28, 47–54. [Google Scholar] [CrossRef] [PubMed]
Fuligni, A.J.; Hardway, C. Daily Variation in Adolescents’ Sleep, Activities, and Psychological Well-Being. J. Res. Adolesc. 2006, 16, 353–378. [Google Scholar] [CrossRef]
McCrae, C.S.; McNamara, J.P.; Rowe, M.A.; Dzierzewski, J.M.; Dirk, J.; Marsiske, M.; Craggs, J.G. Sleep and affect in older adults: Using multilevel modeling to examine daily associations. J. Sleep Res. 2008, 17, 42–53. [Google Scholar] [CrossRef] [PubMed]
Galambos, N.L.; Dalton, A.L.; Maggs, J.L. Losing Sleep Over It: Daily Variation in Sleep Quantity and Quality in Canadian Students’ First Semester of University. J. Res. Adolesc. 2009, 19, 741–761. [Google Scholar] [CrossRef]
Cousins, J.C.; Whalen, D.J.; Dahl, R.E.; Forbes, E.E.; Olino, T.M.; Ryan, N.D.; Silk, J.S. The bidirectional association between daytime affect and nighttime sleep in youth with anxiety and depression. J. Pediatr. Psychol. 2011, 36, 969–979. [Google Scholar] [CrossRef] [PubMed]
Gershon, A.; Thompson, W.K.; Eidelman, P.; McGlinchey, E.L.; Kaplan, K.A.; Harvey, A.G. Restless pillow, ruffled mind: Sleep and affect coupling in interepisode bipolar disorder. J. Abnorm. Psychol. 2012, 121, 863–873. [Google Scholar] [CrossRef]
Talbot, L.S.; Stone, S.; Gruber, J.; Hairston, I.S.; Eidelman, P.; Harvey, A.G. A test of the bidirectional association between sleep and mood in bipolar disorder and insomnia. J. Abnorm. Psychol. 2012, 121, 39–50. [Google Scholar] [CrossRef] [PubMed]
de Wild-Hartmann, J.A.; Wichers, M.; van Bemmel, A.L.; Derom, C.; Thiery, E.; Jacobs, N.; van Os, J.; Simons, C.J. Day-to-day associations between subjective sleep and affect in regard to future depression in a female population-based sample. Br. J. Psychiatry 2013, 202, 407–412. [Google Scholar] [CrossRef]
Lev Ari, L.; Shulman, S. Sleep, daily activities, and their association with mood states among emerging adults. Biol. Rhythm Res. 2013, 44, 353–367. [Google Scholar] [CrossRef]
Ong, A.D.; Exner-Cortens, D.; Riffin, C.; Steptoe, A.; Zautra, A.; Almeida, D.M. Linking Stable and Dynamic Features of Positive Affect to Sleep. Ann. Behav. Med. 2013, 46, 52–61. [Google Scholar] [CrossRef] [PubMed]
Doane, L.D.; Thurston, E.C. Associations among sleep, daily experiences, and loneliness in adolescence: Evidence of moderating and bidirectional pathways. J. Adolesc. 2014, 37, 145–154. [Google Scholar] [CrossRef] [PubMed]
Garcia, C.; Zhang, L.; Holt, K.; Hardeman, R.; Peterson, B. Latina adolescent sleep and mood: An ecological momentary assessment pilot study. J. Child Adolesc. Psychiatr. Nurs. 2014, 27, 132–141. [Google Scholar] [CrossRef]
Kalmbach, D.A.; Pillai, V.; Roth, T.; Drake, C.L. The interplay between daily affect and sleep: A 2-week study of young women. J. Sleep Res. 2014, 23, 636–645. [Google Scholar] [CrossRef]
Takano, K.; Sakamoto, S.; Tanno, Y. Repetitive thought impairs sleep quality: An experience sampling study. Behav. Ther. 2014, 45, 67–82. [Google Scholar] [CrossRef]
Wrzus, C.; Wagner, G.G.; Riediger, M. Feeling good when sleeping in? Day-to-day associations between sleep duration and affective well-being differ from youth to old age. Emotion 2014, 14, 624–628. [Google Scholar] [CrossRef]
Fortier, M.S.; Guerin, E.; Williams, T.; Strachan, S. Should I exercise or sleep to feel better? A daily analysis with physically active working mothers. Ment. Health Phys. Act. 2015, 8, 56–61. [Google Scholar] [CrossRef]
Li, D.X.; Romans, S.; De Souza, M.J.; Murray, B.; Einstein, G. Actigraphic and self-reported sleep quality in women: Associations with ovarian hormones and mood. Sleep Med. 2015, 16, 1217–1224. [Google Scholar] [CrossRef]
Simor, P.; Krietsch, K.N.; Koteles, F.; McCrae, C.S. Day-to-Day Variation of Subjective Sleep Quality and Emotional States Among Healthy University Students—A 1-Week Prospective Study. Int. J. Behav. Med. 2015, 22, 625–634. [Google Scholar] [CrossRef]
van Zundert, R.M.; van Roekel, E.; Engels, R.C.; Scholte, R.H. Reciprocal associations between adolescents’ night-time sleep and daytime affect and the role of gender and depressive symptoms. J. Youth Adolesc. 2015, 44, 556–569. [Google Scholar] [CrossRef] [PubMed]
Konen, T.; Dirk, J.; Leonhardt, A.; Schmiedek, F. The interplay between sleep behavior and affect in elementary school children’s daily life. J. Exp. Child Psychol. 2016, 150, 1–15. [Google Scholar] [CrossRef]
McCrae, C.S.; Dzierzewski, J.M.; McNamara, J.P.; Vatthauer, K.E.; Roth, A.J.; Rowe, M.A. Changes in Sleep Predict Changes in Affect in Older Caregivers of Individuals with Alzheimer’s Dementia: A Multilevel Model Approach. J. Gerontol. Ser. B Psychol. Sci. Soc. Sci. 2016, 71, 458–462. [Google Scholar] [CrossRef] [PubMed]
Reis, D.; Arndt, C.; Lischetzke, T.; Hoppe, A. State work engagement and state affect: Similar yet distinct concepts. J. Vocat. Behav. 2016, 93, 1–10. [Google Scholar] [CrossRef]
Tavernier, R.; Choo, S.B.; Grant, K.; Adam, E.K. Daily affective experiences predict objective sleep outcomes among adolescents. J. Sleep Res. 2016, 25, 62–69. [Google Scholar] [CrossRef] [PubMed]
Blaxton, J.M.; Bergeman, C.S.; Whitehead, B.R.; Braun, M.E.; Payne, J.D. Relationships Among Nightly Sleep Quality, Daily Stress, and Daily Affect. J. Gerontol. Ser. B Psychol. Sci. Soc. Sci. 2017, 72, 363–372. [Google Scholar] [CrossRef] [PubMed]
Bouwmans, M.E.J.; Bos, E.H.; Hoenders, H.J.R.; Oldehinkel, A.J.; de Jonge, P. Sleep quality predicts positive and negative affect but not vice versa. An electronic diary study in depressed and healthy individuals. J. Affect. Disord. 2017, 207, 260–267. [Google Scholar] [CrossRef] [PubMed]
Chiang, J.J.; Kim, J.J.; Almeida, D.M.; Bower, J.E.; Dahl, R.E.; Irwin, M.R.; McCreath, H.; Fuligni, A.J. Sleep Efficiency Modulates Associations Between Family Stress and Adolescent Depressive Symptoms and Negative Affect. J. Adolesc. Health 2017, 61, 501–507. [Google Scholar] [CrossRef] [PubMed]
Flueckiger, L.; Lieb, R.; Meyer, A.H.; Witthauer, C.; Mata, J. Day-to-day variations in health behaviors and daily functioning: Two intensive longitudinal studies. J. Behav. Med. 2017, 40, 307–319. [Google Scholar] [CrossRef]
Kalmbach, D.A.; Arnedt, J.T.; Swanson, L.M.; Rapier, J.L.; Ciesla, J.A. Reciprocal dynamics between self-rated sleep and symptoms of depression and anxiety in young adult women: A 14-day diary study. Sleep Med. 2017, 33, 6–12. [Google Scholar] [CrossRef]
Lauritsen, L.; Andersen, L.; Olsson, E.; Sondergaard, S.R.; Norregaard, L.B.; Loventoft, P.K.; Svendsen, S.D.; Frokjaer, E.; Jensen, H.M.; Hageman, I.; et al. Usability, Acceptability, and Adherence to an Electronic Self-Monitoring System in Patients With Major Depression Discharged From Inpatient Wards. J. Med. Internet Res. 2017, 19, e123. [Google Scholar] [CrossRef] [PubMed]
McGrath, E.; Cooper-Thomas, H.D.; Garrosa, E.; Sanz-Vergel, A.I.; Cheung, G.W. Rested, friendly, and engaged: The role of daily positive collegial interactions at work. J. Organ. Behav. 2017, 38, 1213–1226. [Google Scholar] [CrossRef]
Sin, N.L.; Almeida, D.M.; Crain, T.L.; Kossek, E.E.; Berkman, L.F.; Buxton, O.M. Bidirectional, Temporal Associations of Sleep with Positive Events, Affect, and Stressors in Daily Life Across a Week. Ann. Behav. Med. 2017, 51, 402–415. [Google Scholar] [CrossRef] [PubMed]
Cox, R.C.; Sterba, S.K.; Cole, D.A.; Upender, R.P.; Olatunji, B.O. Time of day effects on the relationship between daily sleep and anxiety: An ecological momentary assessment approach. Behav. Res. Ther. 2018, 111, 44–51. [Google Scholar] [CrossRef] [PubMed]
Da Estrela, C.; Barker, E.T.; Lantagne, S.; Gouin, J.P. Chronic parenting stress and mood reactivity: The role of sleep quality. Stress Health 2018, 34, 296–305. [Google Scholar] [CrossRef] [PubMed]
Kalmbach, D.A.; Fang, Y.; Arnedt, J.T.; Cochran, A.L.; Deldin, P.J.; Kaplin, A.I.; Sen, S. Effects of Sleep, Physical Activity, and Shift Work on Daily Mood: A Prospective Mobile Monitoring Study of Medical Interns. J. Gen. Intern. Med. 2018, 33, 914–920. [Google Scholar] [CrossRef] [PubMed]
Slavish, D.C.; Sliwinski, M.J.; Smyth, J.M.; Almeida, D.M.; Lipton, R.B.; Katz, M.J.; Graham-Engeland, J.E. Neuroticism, rumination, negative affect, and sleep: Examining between- and within-person associations. Personal. Individ. Differ. 2018, 123, 217–222. [Google Scholar] [CrossRef] [PubMed]
George, M.J.; Rivenbark, J.G.; Russell, M.A.; Ng’eno, L.; Hoyle, R.H.; Odgers, C.L. Evaluating the Use of Commercially Available Wearable Wristbands to Capture Adolescents’ Daily Sleep Duration. J. Res. Adolesc. 2019, 29, 613–626. [Google Scholar] [CrossRef]
Li, H.; Mukherjee, D.; Krishnamurthy, V.B.; Millett, C.; Ryan, K.A.; Zhang, L.; Saunders, E.F.H.; Wang, M. Use of ecological momentary assessment to detect variability in mood, sleep and stress in bipolar disorder. BMC Res. Notes 2019, 12, 791. [Google Scholar] [CrossRef]
Merikangas, K.R.; Swendsen, J.; Hickie, I.B.; Cui, L.; Shou, H.; Merikangas, A.K.; Zhang, J.; Lamers, F.; Crainiceanu, C.; Volkow, N.D.; et al. Real-time Mobile Monitoring of the Dynamic Associations Among Motor Activity, Energy, Mood, and Sleep in Adults With Bipolar Disorder. JAMA Psychiatry 2019, 76, 190–198. [Google Scholar] [CrossRef]
Parsey, C.M.; Schmitter-Edgecombe, M. Using Actigraphy to Predict the Ecological Momentary Assessment of Mood, Fatigue, and Cognition in Older Adulthood: Mixed-Methods Study. JMIR Aging 2019, 2, e11331. [Google Scholar] [CrossRef] [PubMed]
Triantafillou, S.; Saeb, S.; Lattie, E.G.; Mohr, D.C.; Kording, K.P. Relationship Between Sleep Quality and Mood: Ecological Momentary Assessment Study. JMIR Ment. Health 2019, 6, e12613. [Google Scholar] [CrossRef] [PubMed]
Williamson, A.J.; Battisti, M.; Leatherbee, M.; Gish, J.J. Rest, Zest, and My Innovative Best: Sleep and Mood as Drivers of Entrepreneurs’ Innovative Behavior. Entrep. Theory Pract. 2018, 43, 582–610. [Google Scholar] [CrossRef]
Das-Friebel, A.; Lenneis, A.; Realo, A.; Sanborn, A.; Tang, N.K.Y.; Wolke, D.; von Muhlenen, A.; Lemola, S. Bedtime social media use, sleep, and affective wellbeing in young adults: An experience sampling study. J. Child Psychol. Psychiatry 2020, 61, 1138–1149. [Google Scholar] [CrossRef]
Lenneis, A.; Das-Friebel, A.; Tang, N.K.; Sanborn, A.N.; Lemola, S.; Singmann, H.; Wolke, D.; von Muhlenen, A.; Realo, A. The influence of sleep on subjective well-being: An experience sampling study. Emotion 2024, 24, 451–464. [Google Scholar] [CrossRef] [PubMed]
O’Neill, A.S.; Mohr, C.D.; Bodner, T.E.; Hammer, L.B. Perceived partner responsiveness, pain, and sleep: A dyadic study of military-connected couples. Health Psychol. 2020, 39, 1089–1099. [Google Scholar] [CrossRef] [PubMed]
Peltz, J.S.; Rogge, R.D.; O’Connor, T.G. Adolescent sleep quality mediates family chaos and adolescent mental health: A daily diary-based study. J. Fam. Psychol. 2019, 33, 259–269. [Google Scholar] [CrossRef]
Ryuno, H.; Yamaguchi, Y.; Greiner, C. Effect of Employment Status on the Association Among Sleep, Care Burden, and Negative Affect in Family Caregivers. J. Geriatr. Psychiatry Neurol. 2021, 34, 574–581. [Google Scholar] [CrossRef]
Sayre, G.M.; Grandey, A.A.; Almeida, D.M. Does sleep help or harm managers’ perceived productivity? Trade-offs between affect and time as resources. J. Occup. Health Psychol. 2021, 26, 127–141. [Google Scholar] [CrossRef]
Sin, N.L.; Wen, J.H.; Klaiber, P.; Buxton, O.M.; Almeida, D.M. Sleep duration and affective reactivity to stressors and positive events in daily life. Health Psychol. 2020, 39, 1078–1088. [Google Scholar] [CrossRef]
Wen, X.; An, Y.; Li, W.; Du, J.; Xu, W. How could physical activities and sleep influence affect inertia and affect variability? Evidence based on ecological momentary assessment. Curr. Psychol. 2020, 41, 3055–3061. [Google Scholar] [CrossRef]
Bean, C.A.L.; Ciesla, J.A. Naturalistic Partial Sleep Deprivation Leads to Greater Next-Day Anxiety: The Moderating Role of Baseline Anxiety and Depression. Behav. Ther. 2021, 52, 861–873. [Google Scholar] [CrossRef] [PubMed]
Díaz-Morales, J.F.; Parra-Robledo, Z. Day-of-week mood patterns in adolescents considering chronotype, sleep length and sex. Personal. Individ. Differ. 2021, 179, 110951. [Google Scholar] [CrossRef]
Difrancesco, S.; Penninx, B.; Antypa, N.; van Hemert, A.M.; Riese, H.; Lamers, F. The day-to-day bidirectional longitudinal association between objective and self-reported sleep and affect: An ambulatory assessment study. J. Affect. Disord. 2021, 283, 165–171. [Google Scholar] [CrossRef]
Fang, Y.; Forger, D.B.; Frank, E.; Sen, S.; Goldstein, C. Day-to-day variability in sleep parameters and depression risk: A prospective cohort study of training physicians. NPJ Digit. Med. 2021, 4, 28. [Google Scholar] [CrossRef] [PubMed]
Jones, D.R.; Smyth, J.M.; Graham-Engeland, J.E. Associations between positively valenced affect and health behaviors vary by arousal. Appl. Psychol. Health Well-Being 2022, 14, 215–235. [Google Scholar] [CrossRef] [PubMed]
Lee, S. Naturally Occurring Consecutive Sleep Loss and Day-to-Day Trajectories of Affective and Physical Well-Being. Ann. Behav. Med. 2022, 56, 393–404. [Google Scholar] [CrossRef]
Messman, B.A.; Slavish, D.C.; Dietch, J.R.; Jenkins, B.N.; ten Brink, M.; Taylor, D.J. Associations between daily affect and sleep vary by sleep assessment type: What can ambulatory EEG add to the picture? Sleep Health 2021, 7, 219–228. [Google Scholar] [CrossRef]
Minaeva, O.; George, S.V.; Kuranova, A.; Jacobs, N.; Thiery, E.; Derom, C.; Wichers, M.; Riese, H.; Booij, S.H. Overnight affective dynamics and sleep characteristics as predictors of depression and its development in women. Sleep 2021, 44, zsab129. [Google Scholar] [CrossRef]
Neubauer, A.B.; Kramer, A.C.; Schmidt, A.; Könen, T.; Dirk, J.; Schmiedek, F. Reciprocal relations of subjective sleep quality and affective well-being in late childhood. Dev. Psychol. 2021, 57, 1372–1386. [Google Scholar] [CrossRef]
Shen, L.; Wiley, J.F.; Bei, B. Sleep and affect in adolescents: Bidirectional daily associations over 28-day ecological momentary assessment. J. Sleep Res. 2022, 31, e13491. [Google Scholar] [CrossRef] [PubMed]
Shi, S.; Zuo, K.; Xu, W. Feeling better or not: Adjusting affective style moderates the association between sleep duration and positive affect on next day. PsyCh J. 2021, 10, 905–915. [Google Scholar] [CrossRef]
Simor, P.; Polner, B.; Bathori, N.; Sifuentes-Ortega, R.; Van Roy, A.; Albajara Saenz, A.; Luque Gonzalez, A.; Benkirane, O.; Nagy, T.; Peigneux, P. Home confinement during the COVID-19: Day-to-day associations of sleep quality with rumination, psychotic-like experiences, and somatic symptoms. Sleep 2021, 44, zsab029. [Google Scholar] [CrossRef] [PubMed]
Sin, N.L.; Rush, J.; Buxton, O.M.; Almeida, D.M. Emotional Vulnerability to Short Sleep Predicts Increases in Chronic Health Conditions Across 8 Years. Ann. Behav. Med. 2021, 55, 1231–1240. [Google Scholar] [CrossRef]
Sun-Suslow, N.; Campbell, L.M.; Tang, B.; Fisher, A.C.; Lee, E.; Paolillo, E.W.; Heaton, A.; Moore, R.C. Use of digital health technologies to examine subjective and objective sleep with next-day cognition and daily indicators of health in persons with and without HIV. J. Behav. Med. 2022, 45, 62–75. [Google Scholar] [CrossRef]
Vigoureux, T.F.D.; Lee, S. Individual and joint associations of daily sleep and stress with daily well-being in hospital nurses: An ecological momentary assessment and actigraphy study. J. Behav. Med. 2021, 44, 320–332. [Google Scholar] [CrossRef] [PubMed]
Wang, Y.R.; Black, K.J.; Martin, A. Antecedents and outcomes of daily anticipated stress and stress forecasting errors. Stress Health 2021, 37, 898–913. [Google Scholar] [CrossRef]
Wieman, S.T.; Arditte Hall, K.A.; MacDonald, H.Z.; Gallagher, M.W.; Suvak, M.K.; Rando, A.A.; Liverant, G.I. Relationships Among Sleep Disturbance, Reward System Functioning, Anhedonia, and Depressive Symptoms. Behav. Ther. 2022, 53, 105–118. [Google Scholar] [CrossRef] [PubMed]
Wong, P.M.; Hasler, B.P.; Kamarck, T.W.; Wright, A.G.C.; Hall, M.; Carskadon, M.A.; Gao, L.; Manuck, S.B. Day-to-day associations between sleep characteristics and affect in community dwelling adults. J. Sleep Res. 2021, 30, e13297. [Google Scholar] [CrossRef] [PubMed]
Chan, W.S.; Lam, S.C.Y.; Ng, A.S.Y.; Lobo, S. Daily Associations of Sleep Quality and Sleep Duration with Anxiety in Young Adults: The Moderating Effect of Alexithymia. Behav. Sleep Med. 2022, 20, 787–797. [Google Scholar] [CrossRef]
Dickens, C.N.; Gray, A.L.; Heshmati, S.; Oravecz, Z.; Brick, T.R. Daily Implications of Felt Love for Sleep Quality. Am. J. Psychol. 2021, 134, 463–477. [Google Scholar] [CrossRef]
Liu, Y.; Leggett, A.N.; Kim, K.; Polenick, C.A.; McCurry, S.M.; Zarit, S.H. Daily sleep, well-being, and adult day services use among dementia care dyads. Aging Ment. Health 2022, 26, 2472–2480. [Google Scholar] [CrossRef] [PubMed]
Narmandakh, A.; Oldehinkel, A.J.; Masselink, M.; de Jonge, P.; Roest, A.M. Affect, worry, and sleep: Between- and within-subject associations in a diary study. J. Affect. Disord. Rep. 2021, 4, 100134. [Google Scholar] [CrossRef]
Parsons, C.E.; Schofield, B.; Batziou, S.E.; Ward, C.; Young, K.S. Sleep quality is associated with emotion experience and adaptive regulation of positive emotion: An experience sampling study. J. Sleep Res. 2022, 31, e13533. [Google Scholar] [CrossRef]
Song, B.; Wang, B.; Qian, J.; Zhang, Y. Procrastinate at work, sleep badly at night: How job autonomy matters. Appl. Psychol. 2021, 71, 1407–1427. [Google Scholar] [CrossRef]
Sperry, S.H.; Kwapil, T.R. Variability in Sleep Is Associated with Trait-Based and Daily Measures of Bipolar Spectrum Psychopathology. Behav. Sleep Med. 2022, 20, 90–99. [Google Scholar] [CrossRef] [PubMed]
Ying, F.; Wen, J.H.; Klaiber, P.; DeLongis, A.; Slavish, D.C.; Sin, N.L. Associations Between Intraindividual Variability in Sleep and Daily Positive Affect. Affect. Sci. 2022, 3, 330–340. [Google Scholar] [CrossRef] [PubMed]
Harris, P.E.; Gordon, A.M.; Dover, T.L.; Small, P.A.; Collins, N.L.; Major, B. Sleep, Emotions, and Sense of Belonging: A Daily Experience Study. Affect. Sci. 2022, 3, 295–306. [Google Scholar] [CrossRef]
Hruska, B.; Anderson, L.; Barduhn, M.S. Multilevel analysis of sleep quality and anger in emergency medical service workers. Sleep Health 2022, 8, 303–310. [Google Scholar] [CrossRef]
Lee, M.H.; Min, A.; Park, C.; Kim, I. How Do Sleep Disturbances Relate to Daytime Functions, Care-related Quality of Life, and Parenting Interactions in Mothers of Children with Autism Spectrum Disorder? J. Autism Dev. Disord. 2023, 53, 2764–2772. [Google Scholar] [CrossRef]
Marcusson-Clavertz, D.; Sliwinski, M.J.; Buxton, O.M.; Kim, J.; Almeida, D.M.; Smyth, J.M. Relationships between daily stress responses in everyday life and nightly sleep. J. Behav. Med. 2022, 45, 518–532. [Google Scholar] [CrossRef]
Mousavi, Z.A.; Lai, J.; Simon, K.; Rivera, A.P.; Yunusova, A.; Hu, S.; Labbaf, S.; Jafarlou, S.; Dutt, N.D.; Jain, R.C.; et al. Sleep Patterns and Affect Dynamics Among College Students During the COVID-19 Pandemic: Intensive Longitudinal Study. JMIR Form. Res. 2022, 6, e33964. [Google Scholar] [CrossRef] [PubMed]
Newman, D.B.; Epel, E.S.; Coccia, M.; Puterman, E.; Prather, A.A. Asymmetrical Effects of Sleep and Emotions in Daily Life. Affect. Sci. 2022, 3, 307–317. [Google Scholar] [CrossRef]
Patapoff, M.; Ramsey, M.; Titone, M.; Kaufmann, C.N.; Malhotra, A.; Ancoli-Israel, S.; Wing, D.; Lee, E.; Eyler, L.T. Temporal relationships of ecological momentary mood and actigraphy-based sleep measures in bipolar disorder. J. Psychiatr. Res. 2022, 150, 257–263. [Google Scholar] [CrossRef]
Peltz, J.; Rogge, R. Adolescent and parent sleep quality mediates the impact of family processes on family members’ psychological distress. Sleep Health 2022, 8, 73–81. [Google Scholar] [CrossRef]
Roberts, N.A.; Burleson, M.H.; Pituch, K.; Flores, M.; Woodward, C.; Shahid, S.; Todd, M.; Davis, M.C. Affective Experience and Regulation via Sleep, Touch, and “Sleep-Touch” Among Couples. Affect. Sci. 2022, 3, 353–369. [Google Scholar] [CrossRef]
Shi, X.; Wang, X. Daily spillover from home to work: The role of workplace mindfulness and daily customer mistreatment. Int. J. Contemp. Hosp. Manag. 2022, 34, 3008–3028. [Google Scholar] [CrossRef]
Titone, M.K.; Goel, N.; Ng, T.H.; MacMullen, L.E.; Alloy, L.B. Impulsivity and sleep and circadian rhythm disturbance predict next-day mood symptoms in a sample at high risk for or with recent-onset bipolar spectrum disorder: An ecological momentary assessment study. J. Affect. Disord. 2022, 298, 17–25. [Google Scholar] [CrossRef]
Tseng, Y.C.; Lin, E.C.; Wu, C.H.; Huang, H.L.; Chen, P.S. Associations among smartphone app-based measurements of mood, sleep and activity in bipolar disorder. Psychiatry Res. 2022, 310, 114425. [Google Scholar] [CrossRef]
Wang, M.T.; Henry, D.A.; Scanlon, C.L.; Del Toro, J.; Voltin, S.E. Adolescent Psychosocial Adjustment during COVID-19: An Intensive Longitudinal Study. J. Clin. Child Adolesc. Psychol. 2023, 52, 633–648. [Google Scholar] [CrossRef]
Yip, T.; Xie, M.; Cham, H.; El Sheikh, M. Linking ethnic/racial discrimination to adolescent mental health: Sleep disturbances as an explanatory pathway. Child Dev. 2022, 93, 973–994. [Google Scholar] [CrossRef] [PubMed]
Kouros, C.D.; Keller, P.S.; Martín-Piñón, O.; El-Sheikh, M. Bidirectional associations between nightly sleep and daily happiness and negative mood in adolescents. Child Dev. 2022, 93, e547–e562. [Google Scholar] [CrossRef] [PubMed]
Lucke, A.J.; Wrzus, C.; Gerstorf, D.; Kunzmann, U.; Katzorreck, M.; Kolodziejczak, K.; Ram, N.; Hoppmann, C.; Schilling, O.K. Good night-good day? Bidirectional links of daily sleep quality with negative affect and stress reactivity in old age. Psychol. Aging 2022, 37, 876–890. [Google Scholar] [CrossRef] [PubMed]
Sheppard, L.D.; Loi, T.I.; Kmec, J.A. Too Tired to Lean In? Sleep Quality Impacts Women’s Daily Intentions to Pursue Workplace Status. Sex Roles 2022, 87, 379–389. [Google Scholar] [CrossRef]
Barber, K.E.; Rackoff, G.N.; Newman, M.G. Day-to-day directional relationships between sleep duration and negative affect. J. Psychosom. Res. 2023, 172, 111437. [Google Scholar] [CrossRef] [PubMed]
Chachos, E.; Shen, L.; Yap, Y.; Maskevich, S.; Stone, J.E.; Wiley, J.F.; Bei, B. Vulnerability to sleep-related affective disturbances? A closer look at dysfunctional beliefs and attitudes about sleep as a moderator of daily sleep-affect associations in young people. Sleep Health 2023, 9, 672–679. [Google Scholar] [CrossRef]
Hachenberger, J.; Li, Y.M.; Lemola, S. Physical activity, sleep and affective wellbeing on the following day: An experience sampling study. J. Sleep Res. 2023, 32, e13723. [Google Scholar] [CrossRef]
Jordan, D.; Slavish, D.C.; Dietch, J.; Messman, B.; Ruggero, C.; Kelly, K.; Taylor, D.J. Investigating sleep, stress, and mood dynamics via temporal network analysis. Sleep Med. 2023, 103, 1–11. [Google Scholar] [CrossRef] [PubMed]
Kirshenbaum, J.S.; Coury, S.M.; Colich, N.L.; Manber, R.; Gotlib, I.H. Objective and subjective sleep health in adolescence: Associations with puberty and affect. J. Sleep Res. 2023, 32, e13805. [Google Scholar] [CrossRef]
Ben-Zeev, D.; Young, M.A.; Depp, C.A. Real-time predictors of suicidal ideation: Mobile assessment of hospitalized depressed patients. Psychiatry Res. 2012, 197, 55–59. [Google Scholar] [CrossRef]
Kircanski, K.; Thompson, R.J.; Sorenson, J.; Sherdell, L.; Gotlib, I.H. The everyday dynamics of rumination and worry: Precipitant events and affective consequences. Cogn. Emot. 2018, 32, 1424–1436. [Google Scholar] [CrossRef] [PubMed]
Shackman, A.J.; Weinstein, J.S.; Hudja, S.N.; Bloomer, C.D.; Barstead, M.G.; Fox, A.S.; Lemay, E.P., Jr. Dispositional negativity in the wild: Social environment governs momentary emotional experience. Emotion 2018, 18, 707. [Google Scholar] [CrossRef] [PubMed]
Silk, J.S.; Forbes, E.E.; Whalen, D.J.; Jakubcak, J.L.; Thompson, W.K.; Ryan, N.D.; Axelson, D.A.; Birmaher, B.; Dahl, R.E. Daily emotional dynamics in depressed youth: A cell phone ecological momentary assessment study. J. Exp. Child Psychol. 2011, 110, 241–257. [Google Scholar] [CrossRef]
Stringaris, A.; Goodman, R.; Ferdinando, S.; Razdan, V.; Muhrer, E.; Leibenluft, E.; Brotman, M.A. The Affective Reactivity Index: A concise irritability scale for clinical and research settings. J. Child Psychol. Psychiatry 2012, 53, 1109–1117. [Google Scholar] [CrossRef] [PubMed]
Master, L.; Nahmod, N.G.; Mathew, G.M.; Hale, L.; Chang, A.M.; Buxton, O.M. Why so slangry (sleepy and angry)? Shorter sleep duration and lower sleep efficiency predict worse next-day mood in adolescents. J. Adolesc. 2023, 95, 1140–1151. [Google Scholar] [CrossRef]
McGowan, A.L.; Boyd, Z.M.; Kang, Y.; Bennett, L.; Mucha, P.J.; Ochsner, K.N.; Bassett, D.S.; Falk, E.B.; Lydon-Staley, D.M. Within-person temporal associations among self-reported physical activity, sleep, and well-being in college students. Psychosom. Med. 2023, 85, 141–153. [Google Scholar] [CrossRef] [PubMed]
Ng, A.S.C.; Massar, S.A.A.; Bei, B.; Chee, M.W.L. Assessing ‘readiness’ by tracking fluctuations in daily sleep duration and their effects on daily mood, motivation, and sleepiness. Sleep Med. 2023, 112, 30–38. [Google Scholar] [CrossRef]
Ohana, M.; Fortin, M. Half Just or Half Unjust? the Influence of Dispositional Optimism on the Link Between Interpersonal Peer Injustice, Negative Emotions and Sleep Problems. Group Organ. Manag. 2023, 01461672231193800. [Google Scholar] [CrossRef]
Urponen, H.; Partinen, M.; Vuori, I.; Hasan, J. Sleep quality and health: Description of the sleep quality index. In Sleep and Health Risk; Springer: Berlin/Heidelberg, Germany, 1991; pp. 555–558. [Google Scholar]
Punna, M.; Sihvonen, S.; Aunola, K.; Rönkä, A. Daily moods, health routines and recovery among employees working in the retail and services sector: A diary study. Int. J. Soc. Welf. 2023, 32, 278–290. [Google Scholar] [CrossRef]
Rea, E.M.; DeCarlo Santiago, C.; Nicholson, L.; Heard Egbert, A.; Bohnert, A.M. Sleep, Affect, and Emotion Reactivity in First-Year College Students: A Daily Diary Study. Int. J. Behav. Med. 2023, 30, 753–768. [Google Scholar] [CrossRef]
Sell, N.T.; Sisson, N.M.; Gordon, A.M.; Stanton, S.C.; Impett, E.A. Daily sleep quality and support in romantic relationships: The role of negative affect and perspective-taking. Affect. Sci. 2023, 4, 370–384. [Google Scholar] [CrossRef] [PubMed]
Song, J.; Crawford, C.M.; Fisher, A.J. Sleep quality moderates the relationship between daily mean levels and variability of positive affect. Affect. Sci. 2023, 4, 385–393. [Google Scholar] [CrossRef] [PubMed]
Xie, Y.; Lemay, E.P.; Feeney, B.C. Cyclical Links Between Daily Partner Interactions and Sleep Quality in Older Adult Couples: The Mediating Role of Perceived Partner Responsiveness and Negative Affect. Personal. Soc. Psychol. Bull. 2023, 01461672231193800. [Google Scholar] [CrossRef] [PubMed]
Baglioni, C.; Johann, A.F.; Benz, F.; Steinmetz, L.; Meneo, D.; Frase, L.; Kuhn, M.; Ohler, M.; Huart, S.; Speiser, N.; et al. Interactions between insomnia, sleep duration and emotional processes: An ecological momentary assessment of longitudinal influences combining self-report and physiological measures. J. Sleep Res. 2024, 33, e14001. [Google Scholar] [CrossRef] [PubMed]
Collier Villaume, S.; Stephens, J.E.; Craske, M.G.; Zinbarg, R.E.; Adam, E.K. Sleep and daily affect and risk for major depression: Day-to-day and prospective associations in late adolescence and early adulthood. J. Adolesc. Health 2024, 74, 388–391. [Google Scholar] [CrossRef] [PubMed]
Dong, L.; D’Amico, E.J.; Dickerson, D.L.; Brown, R.A.; Palimaru, A.I.; Johnson, C.L.; Troxel, W.M. Bidirectional associations between daily sleep and wake behaviors in Urban American Indian/Alaska Native youth. J. Adolesc. Health 2024, 74, 350–357. [Google Scholar] [CrossRef] [PubMed]
Evans, S.C.; Hamilton, J.L.; Boyd, S.I.; Karlovich, A.R.; Ladouceur, C.D.; Silk, J.S.; Bylsma, L.M. Daily associations between sleep and affect in youth at risk for psychopathology: The moderating role of externalizing symptoms. Res. Child Adolesc. Psychopathol. 2024, 52, 35–50. [Google Scholar] [CrossRef] [PubMed]
Kwan, H.K.; Chen, Y.; Tang, G.; Zhang, X.; Le, J. Power distance orientation alleviates the beneficial effects of empowering leadership on actors’ work engagement via negative affect and sleep quality. Asia Pac. J. Manag. 2024, 1–26. [Google Scholar] [CrossRef]
Lee, S.A.; Mukherjee, D.; Rush, J.; Lee, S.; Almeida, D.M. Too little or too much: Nonlinear relationship between sleep duration and daily affective well-being in depressed adults. BMC Psychiatry 2024, 24, 323. [Google Scholar] [CrossRef]
Meigs, J.M.; Kiderman, M.; Kircanski, K.; Cardinale, E.M.; Pine, D.S.; Leibenluft, E.; Brotman, M.A.; Naim, R. Sleepless nights, sour moods: Daily sleep-irritability links in a pediatric clinical sample. J. Child Psychol. Psychiatry Allied Discip. 2024, 14. [Google Scholar] [CrossRef]
Peng, J.; Wei, Z.; Liu, C.; Li, K.; Wei, X.; Yuan, S.; Guo, Z.; Wu, L.; Feng, T.; Zhou, Y.; et al. Temporal network of experience sampling methodology identifies sleep disturbance as a central symptom in generalized anxiety disorder. BMC Psychiatry 2024, 24, 241. [Google Scholar] [CrossRef] [PubMed]
Poon, C.Y.; Cheng, Y.C.; Wong, V.W.H.; Tam, H.K.; Chung, K.F.; Yeung, W.F.; Ho, F.Y.Y. Directional associations among real-time activity, sleep, mood, and daytime symptoms in major depressive disorder using actigraphy and ecological momentary assessment. Behav. Res. Ther. 2024, 173, 104464. [Google Scholar] [CrossRef] [PubMed]
Wescott, D.; Taylor, M.; Klevens, A.; Franzen, P.; Roecklein, K. Waking up on the wrong side of the bed: Depression severity moderates daily associations between sleep duration and morning affect. J. Sleep Res. 2024, 33, e14010. [Google Scholar] [CrossRef] [PubMed]
Xie, M.; Zhang, Y.; Wang, W.; Chen, H.; Lin, D. Associations Between Multiple Dimensions of Sleep and Mood During Early Adolescence: A Longitudinal Daily Diary Study. J. Youth Adolesc. 2024, 16. [Google Scholar] [CrossRef] [PubMed]
Zapalac, K.; Miller, M.; Champagne, F.A.; Schnyer, D.M.; Baird, B. The effects of physical activity on sleep architecture and mood in naturalistic environments. Sci. Rep. 2024, 14, 5637. [Google Scholar] [CrossRef] [PubMed]
Robbins, R.; Beebe, D.W.; Byars, K.C.; Grandner, M.; Hale, L.; Tapia, I.E.; Wolfson, A.R.; Owens, J.A. Adolescent sleep myths: Identifying false beliefs that impact adolescent sleep and well-being. Sleep Health 2022, 8, 632–639. [Google Scholar] [CrossRef]
Wang, Y.; Lin, H.; Liu, X.; Zhu, B.; He, M.; Chen, C. Associations between capacity of cognitive control and sleep quality: A two-wave longitudinal study. Front. Psychol. 2024, 15, 1391761. [Google Scholar] [CrossRef] [PubMed]
Ekkekakis, P. The Measurement of Affect, Mood, and Emotion: A Guide for Health-Behavioral Research; Cambridge University Press: Cambridge, UK, 2013. [Google Scholar]
Trull, T.J.; Ebner-Priemer, U. Ambulatory assessment. Annu. Rev. Clin. Psychol. 2013, 9, 151–176. [Google Scholar] [CrossRef]
Trull, T.J.; Ebner-Priemer, U.W. Using experience sampling methods/ecological momentary assessment (ESM/EMA) in clinical assessment and clinical research: Introduction to the special section. Psychol. Assess. 2009, 21, 457–462. [Google Scholar] [CrossRef]
Verhagen, S.J.; Hasmi, L.; Drukker, M.; van Os, J.; Delespaul, P.A. Use of the experience sampling method in the context of clinical trials. BMJ Ment. Health 2016, 19, 86–89. [Google Scholar] [CrossRef]
De Vries, L.P.; Baselmans, B.M.L.; Bartels, M. Smartphone-Based Ecological Momentary Assessment of Well-Being: A Systematic Review and Recommendations for Future Studies. J. Happiness Stud. 2021, 22, 2361–2408. [Google Scholar] [CrossRef]
de Zambotti, M.; Goldstein, C.; Cook, J.; Menghini, L.; Altini, M.; Cheng, P.; Robillard, R. State of the science and recommendations for using wearable technology in sleep and circadian research. Sleep 2023, 47, zsad325. [Google Scholar] [CrossRef] [PubMed]
Depner, C.M.; Cheng, P.C.; Devine, J.K.; Khosla, S.; de Zambotti, M.; Robillard, R.; Vakulin, A.; Drummond, S.P.A.; on behalf of the participants of the International Biomarkers Workshop on Wearables in Sleep and Circadian Science. Wearable technologies for developing sleep and circadian biomarkers: A summary of workshop discussions. Sleep 2020, 43, zsz254. [Google Scholar] [CrossRef] [PubMed]
Schutte-Rodin, S.; Deak, M.C.; Khosla, S.; Goldstein, C.A.; Yurcheshen, M.; Chiang, A.; Gault, D.; Kern, J.; O’Hearn, D.; Ryals, S.; et al. Evaluating consumer and clinical sleep technologies: An American Academy of Sleep Medicine update. J. Clin. Sleep Med. 2021, 17, 2275–2282. [Google Scholar] [CrossRef] [PubMed]
Balducci, C.; Menghini, L.; de Zambotti, M. Is it Time to Include Wearable Sleep Trackers in the Applied Psychologists’ Toolbox? Span. J. Psychol. 2024, 27, e8. [Google Scholar] [CrossRef]
Piccini, J.; August, E.; Noel Aziz Hanna, S.L.; Siilak, T.; Arnardóttir, E.S. Automatic Detection of Electrodermal Activity Events during Sleep. Signals 2023, 4, 877–891. [Google Scholar] [CrossRef]
Piccini, J.; August, E.; Óskarsdóttir, M.; Arnardóttir, E.S. Using the electrodermal activity signal and machine learning for diagnosing sleep. Front. Sleep 2023, 2, 1127697. [Google Scholar] [CrossRef]
Jacobsen, F.A.; Hafli, E.W.; Tronstad, C.; Martinsen, Ø.G. Classification of Emotions Based on Electrodermal Activity and Transfer Learning—A Pilot Study. J. Electr. Bioimpedance 2021, 12, 178–183. [Google Scholar] [CrossRef]