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Application of Ecological Momentary Assessment in Studies with Rotation Workers in the Resources and Related Construction Sectors: A Systematic Review

  • Received : 2022.03.08
  • Accepted : 2022.10.11
  • Published : 2023.03.30

Abstract

Whilst Ecological momentary assessment (EMA) can provide important insights over time and across contexts among rotation workers whose work periods alternate with leave at home, it can also be challenging to implement in the resources and construction sectors. This review aimed to provide a summary of the methodological characteristics of EMA studies assessing health outcomes and related behaviors in rotation workers. Systematic searches in PubMed, Medline, EMBASE, CINAHL, PsycINFO, and Scopus were done to include 23 studies using EMA methods in assessing health-related outcomes and behaviors. EMA designs included daily diary: assessments once per day typically fixed at the end of day (47.8%), within day fixed interval time-based design: assessments on multiple times per day at certain times of day (17.4%) and combination of both designs (34.8%). Studies employed paper and pencil diaries (73.9%) and one or more electronic methods (60.9%): wrist-worn actigraphy device (52.2%) and online-based diaries (26.1%) for data collection. Most of the studies (91.3%) did not report prompting -EMAs by schedule alerts or compliance. Daily diary and within day fixed interval dairies designs are common, with the increasing use of electronic EMA delivery techniques. It is unclear how well participants adhere to assessment schedules, as these are inadequately reported. Researchers should report compliance-related information.

Keywords

Acknowledgement

The authors would like to express their appreciation to Ms Diana Blackwood and Ms Vanessa Varis, Librarians for the Faculty of Health Sciences at Curtin University for their professional assistance in developing the review search strategy.

References

  1. Storey K. Fly-in/fly-out: implications for community sustainability. Sustainability 2010;2(5):1161-81.  https://doi.org/10.3390/su2051161
  2. James C, Tynan R, Roach D, Leigh L, Oldmeadow C, Rahman M, et al. Correlates of psychological distress among workers in the mining industry in remote Australia: evidence from a multi-site cross-sectional survey. PLoS One 2018;13(12):e0209377. 
  3. Asare B, Kwasnicka D, Powell D, Robinson S. Health and well-being of rotation workers in the mining, offshore oil and gas, and construction industry: a systematic review. BMJ Glob Health 2021;6(7):e005112. 
  4. Joyce SJ, Tomlin SM, Somerford PJ, Weeramanthri TS. Health behaviours and outcomes associated with fly-in fly-out and shift workers in Western Australia. Intern Med J 2013;43(4):440-4.  https://doi.org/10.1111/j.1445-5994.2012.02885.x
  5. Gardner B, Alfrey KL, Vandelanotte C, Rebar AL. Mental health and well-being concerns of fly-in fly-out workers and their partners in Australia: a qualitative study. BMJ Open 2018;8(3). 
  6. Rebar AL, Alfrey KL, Gardner B, Vandelanotte C. Health behaviours of Australian fly-in, fly-out workers and partners during on-shift and off-shift days: an ecological momentary assessment study. BMJ Open 2018;8(12):1-7.  https://doi.org/10.1136/bmjopen-2018-023631
  7. Shiffman S, Stone AA, Hufford MR. Ecological momentary assessment. Annu Rev Clin Psychol 2008;4(1):1-32.  https://doi.org/10.1146/annurev.clinpsy.3.022806.091415
  8. Smyth JM, Heron KE. Ecological momentary assessment (EMA) in family research. In: McHale SM, Amato P, Booth A, editors. Emerging methods in family research. New York: Springer; 2014. p. 95-108. 
  9. Riethmeister V, Matthews R, Dawson D, de Boer M, Brouwer S, Bultmann U. Time-of-day and days-on-shift predict increased fatigue over two-week offshore day-shifts. Appl Ergon [Internet] 2019;78(May 2018):157-63. Available from: https://doi.org/10.1016/j.apergo.2019.02.010. 
  10. Ferguson SA, Paech GM, Dorrian J, Roach GD, Jay SM. Performance on a simple response time task: is sleep or work more important for miners? Appl Ergon 2011;42(2):210-3.  https://doi.org/10.1016/j.apergo.2010.06.010
  11. Muller R, Carter A, Williamson A. Epidemiological diagnosis of occupational fatigue in a fly-in-fly-out operation of the mineral industry. Ann Occup Hyg 2008;52(1):63-72. 
  12. Ots P, Riethmeister V, Almansa J, Bultmann U, Brouwer S. The courses of objective physical activity and the association with sleepiness during a 2-week-on/2-week-off offshore shift rotation: an observational repeated-measures study. BMC Public Health 2021;21(1):743. 
  13. Shiffman S. Designing protocols for ecological momentary assessmen. In: The science of real-time data capture: self-reports in health research. Oxford University Press; 2007. p. 27-53. 
  14. Kwasnicka D, Inauen J, Nieuwenboom W, Nurmi J, Schneider A, Short CE, et al. Challenges and solutions for N-of-1 design studies in health psychology. Health Psychol Rev [Internet] 2019;13(2):163-78. Available from: https://doi.org/10.1080/17437199.2018.1564627. 
  15. Beal DJ, Weiss HM. Methods of ecological momentary assessment in organizational research. Organ Res Methods 2003;6(4):440-64.  https://doi.org/10.1177/1094428103257361
  16. Parker S, Fruhen L, Burton C, McQuade S, Loveny J, Griffin M, et al. Impact of FIFO work arrangements on the mental health and wellbeing of FIFO workers. Australia: Centre for Transformative Work Design; 2018. 
  17. Resources Safety & Health Queensland. Distraction and inattention due to using mobile devices. Mines Safety Bulletin no. 130; 2013.
  18. Stone AA, Shiffman S. Capturing momentary, self-report data: a proposal for reporting guidelines. Ann Behav Med 2002;24(3):236-43.  https://doi.org/10.1207/S15324796ABM2403_09
  19. Cain AE, Depp CA, Jeste DV. Ecological momentary assessment in aging research: a critical review. J Psychiatr Res [Internet] 2009;43(11):987-96. Available from: https://doi.org/10.1016/j.jpsychires.2009.01.014. 
  20. Liao Y, Skelton K, Dunton G, Bruening M. A systematic review of methods and procedures used in ecological momentary assessments of diet and physical activity research in youth: an adapted STROBE checklist for reporting EMA Studies (CREMAS). J Med Internet Res 2016;18(6):1-12.  https://doi.org/10.2196/jmir.4954
  21. Wen CKF, Schneider S, Stone AA, Spruijt-Metz D. Compliance with mobile ecological momentary assessment protocols in children and adolescents: a systematic review and meta-analysis. J Med Internet Res 2017;19(4). 
  22. Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ 2021;372:n71. 
  23. Albrecht SL, Anglim J. Employee engagement and emotional exhaustion of fly-in-fly-out workers: a diary study. Aust J Psychol 2018;70(1):66-75.  https://doi.org/10.1111/ajpy.12155
  24. Bhuanantanondh P, Bandidcharoenlert P, Jalayondeja W, Jalayondeja C, Mekhora K. Fatigue assessment among onshore oil rig shift workers in Thailand. Int J Ind Ergon [Internet] 2021;83(April):103137. Available from: https://doi.org/10.1016/j.ergon.2021.103137. 
  25. Bjorvatn B, Kecklund G, Akerstedt T. Bright light treatment used for adaptation to night work and re-adaptation back to day life. A field study at an oil platform in the North Sea. J Sleep Res 1999;8(2):105-12.  https://doi.org/10.1046/j.1365-2869.1999.00146.x
  26. Bjorvatn B, Stangenes K, Oyane N, Forberg K, Holsten F, Akerstedt T, et al. Randomized placebo-controlled field study of the effects of bright light and melatonin in adaptation to night work Institute of Occupational Health , the Danish National Research Centre for the Working Environment, and the Norwegian National Institute of. Scand J Work Environ Health 2007;33(3):204-14.  https://doi.org/10.5271/sjweh.1129
  27. Ferguson SA, Baker AA, Lamond N, Kennaway DJ, Dawson D. Sleep in a live-in mining operation: the influence of start times and restricted non-work activities. Appl Ergon [Internet] 2010;42(1):71-5. Available from: https://doi.org/10.1016/j.apergo.2010.05.001. 
  28. Haward BM, Lewis CH, Griffin MJ. Motions and crew responses on an offshore oil production and storage vessel. Appl Ergon [Internet] 2009;40(5):904-14. Available from: https://doi.org/10.1016/j.apergo.2009.01.001. 
  29. Merkus S, Holte K, Huysmans M, Van De Ven P, Van Mechelen W, Van Der Beek A. Self-reported recovery from 2-week 12-hour shift work schedules: a 14-day follow-up. Saf Health Work [Internet] 2015;6(3):240-8. Available from: https://doi.org/10.1016/j.shaw.2015.07.003. 
  30. Paech GM, Jay SM, Lamond N, Roach GD, Ferguson SA. The effects of different roster schedules on sleep in miners. Appl Ergon [Internet] 2010;41(4):600-6. Available from: https://doi.org/10.1016/j.apergo.2009.12.017. 
  31. Riethmeister V, Bultmann U, De Boer M, Gordijn M, Brouwer S. Examining courses of sleep quality and sleepiness in full 2 weeks on/2 weeks off offshore day shift rotations. Chronobiol Int [Internet] 2018;35(6):759-72. Available from: https://doi.org/10.1080/07420528.2018.1466794. 
  32. Riethmeister V, Bultmann U, Gordijn M, Brouwer S, de Boer M. Investigating daily fatigue scores during two-week offshore day shifts. Appl Ergon [Internet] 2018;71(April):87-94. Available from: https://doi.org/10.1016/j.apergo.2018.04.008. 
  33. Sadeghniiat-Haghighi K, Zahabi A, Najafi A, Rahimi-Golkhandan A, Aminian O. Evaluating the quality and duration of sleep using actigraphy in petroleum industry shift workers. Sleep Health 2020;6(3):407-10.  https://doi.org/10.1016/j.sleh.2020.04.010
  34. Saksvik IB, Bjorvatn B, Harvey AG, Waage S, Harris A, Pallesen S. Adaptation and readaptation to different shift work schedules measured with sleep diary and actigraphy. J Occup Health Psychol 2011;16(3):331-44.  https://doi.org/10.1037/a0022770
  35. Thorne H, Hampton SM, Morgan LM, Skene DJ, Arendt J. Returning from night shift to day life: beneficial effects of light on sleep. Sleep Biol Rhythms 2010;8(3):212-21.  https://doi.org/10.1111/j.1479-8425.2010.00451.x
  36. Thorne H, Hampton S, Morgan L, Skene DJ, Arendt J. Differences in sleep, light, and circadian phase in offshore 18:00-06:00 h and 19:00-07:00 h shift workers. Chronobiol Int 2008;25(2-3):225-35.  https://doi.org/10.1080/07420520802106850
  37. Waage S, Harris A, Pallesen S, Saksvik IB, Moen BE, Bjorvatn B. Subjective and objective sleepiness among oil rig workers during three different shift schedules. Sleep Med [Internet] 2012;13(1):64-72. Available from: https://doi.org/10.1016/j.sleep.2011.04.009. 
  38. Merkus SL, Huysmans MA, Holte KA, Van Mechelen W, Van Der Beek AJ. An active transition from offshore work to family life: activities that may impact recovery. Work 2017;58(3):371-81.  https://doi.org/10.3233/WOR-172631
  39. Merkus S, Holte K, Huysmans M, Hansen A, van de Ven P, van Mechelen W, et al. Neuroendocrine recovery after 2-week 12-h day and night shifts: an 11-day follow-up. Int Arch Occup Environ Health 2015;88(2):247-57.  https://doi.org/10.1007/s00420-014-0954-5
  40. Bjorvatn B, Kecklund G, Akerstedt T. Rapid adaptation to night work at an oil platform, but slow readaptation after returning home. J Occup Environ Med 1998;40(7):601-8.  https://doi.org/10.1097/00043764-199807000-00004
  41. Ferguson SG, Shiffman S. Using the methods of ecological momentary assessment in substance dependence research-smoking cessation as a case study. Subst Use Misuse 2011;46(1):87-95.  https://doi.org/10.3109/10826084.2011.521399
  42. Bolger N, Davis A, Rafaeli E. Diary methods: capturing life as it is lived. Annu Rev Psychol 2003;54:579-616.  https://doi.org/10.1146/annurev.psych.54.101601.145030
  43. Myin-Germeys I, Oorschot M, Collip D, Lataster J, Delespaul P, Van Os J. Experience sampling research in psychopathology: opening the black box of daily life. Psychol Med 2009;39(9):1533-47.  https://doi.org/10.1017/S0033291708004947
  44. Schembre SM, Liao Y, O'connor SG, Hingle MD, Shen SE, Hamoy KG, et al. Mobile ecological momentary diet assessment methods for behavioral research: systematic review. JMIR mHealth uHealth 2018;6(11):1-14.  https://doi.org/10.2196/11170
  45. Broderick JE, Schwartz JE, Shiffman S, Hufford MR, Stone AA. Signaling does not adequately improve diary compliance. Ann Behav Med 2003;26(2):139-48.  https://doi.org/10.1207/S15324796ABM2602_06
  46. Intille S. Technological innovations enabling automatic, context-sensitive ecological momentary assessment. In: Stone AA, editor. The science of realtime data capture: self-reports in health research [Internet]. Oxford University Press. 2007. p. 308-37. Available from: http://hdl.handle.net/1721.1/87152%0AArticle. 
  47. Stone AA, Shiffman S, Schwartz JE, Broderick JE, Hufford MR. Patient compliance with paper and electronic diaries. Control Clin Trials 2003;24(2):182-99.  https://doi.org/10.1016/S0197-2456(02)00320-3
  48. Konjarski M, Murray G, Lee VV, Jackson ML. Reciprocal relationships between daily sleep and mood: a systematic review of naturalistic prospective studies. Sleep Med Rev [Internet] 2018;42:47-58. Available from: https://doi.org/10.1016/j.smrv.2018.05.005. 
  49. Romanzini CLP, Romanzini M, Batista MB, Barbosa CCL, Shigaki GB, Dunton G, et al. Methodology used in ecological momentary assessment studies about sedentary behavior in children, adolescents, and adults: systematic review using the checklist for reporting ecological momentary assessment studies. J Med Internet Res 2019;21(5). 
  50. Wolfson AR, Carskadon MA, Acebo C, Seifer R, Fallone G, Labyak SE, et al. Evidence for the validity of a sleep habits survey for adolescents. Sleep 2003;26(2):213-6.  https://doi.org/10.1093/sleep/26.2.213
  51. Schwartz JE, Stone AA. Strategies for analyzing ecological momentary assessment data. Health Psychol 1998;17(1):6-16.  https://doi.org/10.1037/0278-6133.17.1.6
  52. Heck RH, Thomas SL, Tabata LN. Introduction to multilevel modeling with IBM SPSS. In: Multilevel and longitudinal modeling with IBM SPSS. 2nd ed. 2013. p. 1-34.