Understanding health behaviours in context: A systematic review and meta-analysis of ecological momentary assessment studies of five key health behaviours

References

• aan het Rot, M., Hogenelst, K., & Schoevers, R. A. (2012). Mood disorders in everyday life: A systematic review of experience sampling and ecological momentary assessment studies. Clinical Psychology Review, 32(6), 510–523. https://doi.org/10.1016/j.cpr.2012.05.007
   PubMed Web of Science ®Google Scholar
• Armijo-Olivo, S., Stiles, C. R., Hagen, N. A., Biondo, P. D., & Cummings, G. G. (2012). Assessment of study quality for systematic reviews: A comparison of the cochrane collaboration risk of bias tool and the effective public health practice project quality assessment tool: Methodological research. Journal of Evaluation in Clinical Practice, 18(1), 12–18. https://doi.org/10.1111/j.1365-2753.2010.01516.x
   PubMed Web of Science ®Google Scholar
• Atkins, L., Francis, J., Islam, R., O’Connor, D., Patey, A., Ivers, N., Foy, R., Duncan, E. M., Colquhoun, H., Grimshaw, J. M., Lawton, R., & Michie, S. (2017). A guide to using the theoretical domains framework of behaviour change to investigate implementation problems. Implementation Science, 12(1), 77. https://doi.org/10.1186/s13012-017-0605-9
   PubMed Web of Science ®Google Scholar
• Bell, I. H., Lim, M. H., Rossell, S. L., & Thomas, N. (2017). Ecological momentary assessment and intervention in the treatment of psychotic disorders: A systematic review. Psychiatric Services, 68(11), 1172–1181. https://doi.org/10.1176/appi.ps.201600523
   PubMed Web of Science ®Google Scholar
• Black, A. C., Harel, O., & Matthews, G. (2012). Techniques for analyzing intensive longitudinal data with missing values. In Handbook of research methods for studying daily life (pp. 339–356). The Guilford Press.
   Google Scholar
• Bolger, N., & Laurenceau, J.-P. (2013). Intensive longitudinal methods: An introduction to diary and experience sampling research (pp. xv, 256). Guilford Press.
   Google Scholar
• Bolger, N., Stadler, G., & Laurenceau, J.-P. (2012). Power analysis for intensive longitudinal studies. In Handbook of research methods for studying daily life (pp. 285–301). The Guilford Press.
   Google Scholar
• Cain, A. E., Depp, C. A., & Jeste, D. V. (2009). Ecological momentary assessment in aging research: A critical review. Journal of Psychiatric Research, 43(11), 987–996. https://doi.org/10.1016/j.jpsychires.2009.01.014
   PubMed Web of Science ®Google Scholar
• Chevance, G., Hekler, E. B., Efoui-Hess, M., Godino, J., Golaszewski, N., Gualtieri, L., Krause, A., Marrauld, L., Nebeker, C., Perski, O., Simons, D., Taylor, J. C., & Bernard, P. (2020a). Digital health at the age of the anthropocene. The Lancet Digital Health, 2(6), e290–e291. https://doi.org/10.1016/S2589-7500(20)30130-8
   PubMedGoogle Scholar
• Chevance, G., Perski, O., & Hekler, E. B. (2020b). Innovative methods for observing and changing complex health behaviors: Four propositions. Translational Behavioral Medicine.
   Web of Science ®Google Scholar
• Collins, L. M. (2006). Analysis of longitudinal data: The integration of theoretical model, temporal design, and statistical model. Annual Review of Psychology, 57(1), 505–528. https://doi.org/10.1146/annurev.psych.57.102904.190146
   PubMed Web of Science ®Google Scholar
• Colombo, D., Fernández-Álvarez, J., Patané, A., Semonella, M., Kwiatkowska, M., García-Palacios, A., Cipresso, P., Riva, G., & Botella, C. (2019). Current state and future directions of technology-based ecological momentary assessment and intervention for major depressive disorder: A systematic review. Journal of Clinical Medicine, 8(4), 465. https://doi.org/10.3390/jcm8040465
   PubMed Web of Science ®Google Scholar
• Cooper, H. (2020). Reporting research syntheses and meta-analyses. In Reporting quantitative research in psychology: How to meet APA style journal article reporting standards (p. 161). Washington, DC, US: American Psychological Association. https://psycnet-apa-org.libproxy.ucl.ac.uk/fulltext/2020-01159-008.pdf
   Google Scholar
• de Vries, L. P., Baselmans, B. M. L., & Bartels, M. (2021). Smartphone-Based ecological momentary assessment of well-being: A systematic review and recommendations for future studies. Journal of Happiness Studies, 22(5), 2361–2408. https://doi.org/10.1007/s10902-020-00324-7
   PubMed Web of Science ®Google Scholar
• Degroote, L., DeSmet, A., De Bourdeaudhuij, I., Van Dyck, D., & Crombez, G. (2020). Content validity and methodological considerations in ecological momentary assessment studies on physical activity and sedentary behaviour: A systematic review. International Journal of Behavioral Nutrition and Physical Activity, 17(1), 35. https://doi.org/10.1186/s12966-020-00932-9
   PubMed Web of Science ®Google Scholar
• Dondyk, E., Nakhila, O., & Zou, C. C. (2015). SPS: An SMS-based push service for energy saving in smartphone’s idle state. 2015 12th Annual IEEE Consumer Communications and Networking Conference (CCNC), 53–58. https://doi.org/10.1109/CCNC.2015.7157946
   Google Scholar
• Dunton, G. F. (2017). Ecological momentary assessment in physical activity research. Exercise and Sport Sciences Reviews, 45(1), 48–54. https://doi.org/10.1249/JES.0000000000000092
   PubMed Web of Science ®Google Scholar
• Ebner-Priemer, U. W., Koudela, S., Mutz, G., & Kanning, M. (2013). Interactive multimodal ambulatory monitoring to investigate the association between physical activity and affect. Frontiers in Psychology, 3, 596. https://doi.org/10.3389/fpsyg.2012.00596
   PubMed Web of Science ®Google Scholar
• Enkema, M. C., McClain, L., Bird, E. R., Halvorson, M. A., & Larimer, M. E. (2020). Associations between mindfulness and mental health outcomes: A systematic review of ecological momentary assessment research. Mindfulness, 11(11), 2455–2469. https://doi.org/10.1007/s12671-020-01442-2
   PubMed Web of Science ®Google Scholar
• Fisher, A. J., Medaglia, J. D., & Jeronimus, B. F. (2018). Lack of group-to-individual generalizability is a threat to human subjects research. Proceedings of the National Academy of Sciences, 115(27), E6106–E6115. https://doi.org/10.1073/pnas.1711978115
   PubMed Web of Science ®Google Scholar
• Fried, E. I. (2017). What are psychological constructs? On the nature and statistical modelling of emotions, intelligence, personality traits and mental disorders. Health Psychology Review, 11(2), 130–134. https://doi.org/10.1080/17437199.2017.1306718
   PubMed Web of Science ®Google Scholar
• Gee, B. L., Han, J., Benassi, H., & Batterham, P. J. (2020). Suicidal thoughts, suicidal behaviours and self-harm in daily life: A systematic review of ecological momentary assessment studies. DIGITAL HEALTH, 6, 205520762096395. https://doi.org/10.1177/2055207620963958
   Web of Science ®Google Scholar
• Gibbons, C. J. (2017). Turning the page on Pen-and-paper questionnaires: Combining ecological momentary assessment and computer adaptive testing to transform psychological assessment in the 21st century. Frontiers in Psychology, 7, 1933. https://doi.org/10.3389/fpsyg.2016.01933
   PubMed Web of Science ®Google Scholar
• Giles, E. L., Robalino, S., McColl, E., Sniehotta, F. F., & Adams, J. (2014). The effectiveness of financial incentives for health behaviour change: Systematic review and meta-analysis. PloS One, 9(3), e90347. https://doi.org/10.1371/journal.pone.0090347
   PubMed Web of Science ®Google Scholar
• Giurgiu, M., Niermann, C., Ebner-Priemer, U., & Kanning, M. (2020). Accuracy of Sedentary Behavior–Triggered Ecological Momentary Assessment for Collecting Contextual Information: Development and Feasibility Study. JMIR MHealth and UHealth, 8(9), e17852. https://doi.org/10.2196/17852
   PubMed Web of Science ®Google Scholar
• Goldschmidt, A. B., Wonderlich, S. A., Crosby, R. D., Engel, S. G., Lavender, J. M., Peterson, C. B., Crow, S. J., Cao, L., & Mitchell, J. E. (2014). Ecological momentary assessment of stressful events and negative affect in bulimia nervosa. Journal of Consulting and Clinical Psychology, 82(1), 30–39. https://doi.org/10.1037/a0034974
   PubMed Web of Science ®Google Scholar
• Green, P., & MacLeod, C. J. (2016). SIMR: An R package for power analysis of generalized linear mixed models by simulation. Methods in Ecology and Evolution, 7(4), 493–498. https://doi.org/10.1111/2041-210X.12504
   Web of Science ®Google Scholar
• Haedt-Matt, A. A., & Keel, P. K. (2011). Revisiting the affect regulation model of binge eating: A meta-analysis of studies using ecological momentary assessment. Psychological Bulletin, 137(4), 660–681. https://doi.org/10.1037/a0023660
   PubMed Web of Science ®Google Scholar
• Hall, P. A., & Fong, G. T. (2007). Temporal self-regulation theory: A model for individual health behavior. Health Psychology Review, 1(1), 6–52. https://doi.org/10.1080/17437190701492437
   Google Scholar
• Hekler, E. B., Klasnja, P., Chevance, G., Golaszewski, N. M., Lewis, D., & Sim, I. (2019). Why we need a small data paradigm. BMC Medicine, 17(133), 1–9.
   PubMedGoogle Scholar
• Henrich, J., Heine, S. J., & Norenzayan, A. (2010). Most people are not WEIRD. Nature, 466(7302), 29–29. https://doi.org/10.1038/466029a
   PubMed Web of Science ®Google Scholar
• Heron, K. E., Everhart, R. S., McHale, S. M., & Smyth, J. M. (2017). Using mobile-technology-based ecological momentary assessment (EMA) methods With youth: A systematic review and recommendations. Journal of Pediatric Psychology, 42(10), 1087–1107. https://doi.org/10.1093/jpepsy/jsx078
   PubMed Web of Science ®Google Scholar
• Jang, H. (2008). Supporting students’ motivation, engagement, and learning during an uninteresting activity. Journal of Educational Psychology, 100(4), 798–811. https://doi.org/10.1037/a0012841
   Web of Science ®Google Scholar
• Johnston, D. W., & Johnston, M. (2013). Useful theories should apply to individuals. British Journal of Health Psychology, 18(3), 469–473. https://doi.org/10.1111/bjhp.12049
   PubMed Web of Science ®Google Scholar
• Jones, A., Remmerswaal, D., Verveer, I., Robinson, E., Franken, I. H. A., Wen, C. K. F., & Field, M. (2019). Compliance with ecological momentary assessment protocols in substance users: A meta-analysis. Addiction, 114(4), 609–619. https://doi.org/10.1111/add.14503
   PubMed Web of Science ®Google Scholar
• Kirtley, O. J., Lafit, G., Achterhof, R., Hiekkaranta, A. P., & Myin-Germeys, I. (2021). Making the black Box transparent: A template and tutorial for registration of studies using experience-sampling methods. Advances in Methods and Practices in Psychological Science, 4(1), 251524592092468. https://doi.org/10.1177/2515245920924686
   Google Scholar
• König, L. M., Allmeta, A., Christlein, N., Emmenis, M. V., & Sutton, S. (2021a). A systematic review and meta-analysis of studies of reactivity to digital in-the-moment measurement of health behaviour. PsyArXiv, https://doi.org/10.31234/osf.io/xkrg5
   Google Scholar
• König, L. M., Emmenis, M. V., Nurmi, J., Kassavou, K., & Sutton, S. (2021b). Characteristics of smartphone-based dietary assessment tools: A systematic review. PsyArXiv, https://doi.org/10.31234/osf.io/xr3st
   Google Scholar
• Kwasnicka, D., Inauen, J., Nieuwenboom, W., Nurmi, J., Schneider, A., Short, C. E., Dekkers, T., Williams, A. J., Bierbauer, W., Haukkala, A., Picariello, F., & Naughton, F. (2019). Challenges and solutions for N-of-1 design studies in health psychology. Health Psychology Review, 1–36. https://doi.org/10.1080/17437199.2018.1564627
   Google Scholar
• Kwasnicka, D., Kale, D., Schneider, V., Keller, J., Asare, B. Y.-A., Powell, D., Naughton, F., Hoor, G. A. t., Verboon, P., & Perski, O. (2021). Systematic review of ecological momentary assessment (EMA) studies of five public health-related behaviours: Review protocol. BMJ Open, 11(7), e046435. https://doi.org/10.1136/bmjopen-2020-046435
   PubMed Web of Science ®Google Scholar
• Kwasnicka, D., Luszczynska, A., Hagger, M. S., Quested, E., Pagoto, S. L., Verboon, P., Robinson, S., Januszewicz, A., Idziak, P., Palacz-Poborczyk, I., & Naughton, F. (2020). Theory-based digital intervention to promote weight loss and weight loss maintenance (choosing health): protocol for a randomised controlled trial. BMJ Open, 10(11), e040183. https://doi.org/10.1136/bmjopen-2020-040183
   PubMedGoogle Scholar
• Lafit, G., Adolf, J. K., Dejonckheere, E., Myin-Germeys, I., Viechtbauer, W., & Ceulemans, E. (2021). Selection of the number of participants in intensive longitudinal studies: A user-friendly shiny App and tutorial for performing power analysis in multilevel regression models that account for temporal dependencies. Advances in Methods and Practices in Psychological Science, 4(1), 251524592097873. https://doi.org/10.1177/2515245920978738
   Google Scholar
• Larson, R., Csikszentmihalyi, M., & Graef, R. (1980). Mood variability and the psychosocial adjustment of adolescents. Journal of Youth and Adolescence, 9(6), 469–490. https://doi.org/10.1007/BF02089885
   PubMed Web of Science ®Google Scholar
• Liao, Y., Skelton, K., Dunton, G., & Bruening, M. (2016). 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). Journal of Medical Internet Research, 18(6), e151. https://doi.org/10.2196/jmir.4954
   PubMed Web of Science ®Google Scholar
• Little, R. J. A., & Rubin, D. B. (2019). Statistical analysis with missing data. John Wiley & Sons.
   Google Scholar
• Liu, H., Xie, Q. W., & Lou, V. W. Q. (2019). Everyday social interactions and intra-individual variability in affect: A systematic review and meta-analysis of ecological momentary assessment studies. Motivation and Emotion, 43(2), 339–353. https://doi.org/10.1007/s11031-018-9735-x
   Web of Science ®Google Scholar
• Loo Gee, B., Griffiths, K. M., & Gulliver, A. (2016). Effectiveness of mobile technologies delivering ecological momentary interventions for stress and anxiety: A systematic review. Journal of the American Medical Informatics Association, 23(1), 221–229. https://doi.org/10.1093/jamia/ocv043
   PubMed Web of Science ®Google Scholar
• Mason, T. B., Do, B., Wang, S., & Dunton, G. F. (2020). Ecological momentary assessment of eating and dietary intake behaviors in children and adolescents: A systematic review of the literature. Appetite, 144, 104465. https://doi.org/10.1016/j.appet.2019.104465
   PubMed Web of Science ®Google Scholar
• Maugeri, A., & Barchitta, M. (2019). A systematic review of ecological momentary assessment of diet: Implications and perspectives for nutritional epidemiology. Nutrients, 11(11), 2696. https://doi.org/10.3390/nu11112696
   PubMed Web of Science ®Google Scholar
• McKiernan, E. C., Bourne, P. E., Brown, C. T., Buck, S., Kenall, A., Lin, J., McDougall, D., Nosek, B. A., Ram, K., Soderberg, C. K., Spies, J. R., Thaney, K., Updegrove, A., Woo, K. H., & Yarkoni, T. (2016). How open science helps researchers succeed. ELife, 5, e16800. https://doi.org/10.7554/eLife.16800
   PubMed Web of Science ®Google Scholar
• Michie, S., Johnston, M., Abraham, C., Lawton, R., Parker, D., & Walker, A. (2005). Making psychological theory useful for implementing evidence based practice: A consensus approach. Quality and Safety in Health Care, 14(1), 26–33. https://doi.org/10.1136/qshc.2004.011155
   PubMed Web of Science ®Google Scholar
• Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M. P., Cane, J., & Wood, C. E. (2013). The behavior change technique taxonomy (v1) of 93 hierarchically clustered techniques: Building an international consensus for the reporting of behavior change interventions. Annals of Behavioral Medicine, 46(1), 81–95. https://doi.org/10.1007/s12160-013-9486-6
   PubMed Web of Science ®Google Scholar
• Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2009). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. PLoS Medicine, 6(7), e1000097. https://doi.org/10.1371/journal.pmed.1000097
   PubMed Web of Science ®Google Scholar
• Morgenstern, J., Kuerbis, A., & Muench, F. (2014). Ecological momentary assessment and alcohol Use disorder treatment. Alcohol Research : Current Reviews, 36(1), 101–110.
   PubMed Web of Science ®Google Scholar
• Mote, J., & Fulford, D. (2020). Ecological momentary assessment of everyday social experiences of people with schizophrenia: A systematic review. Schizophrenia Research, 216, 56–68. https://doi.org/10.1016/j.schres.2019.10.021
   PubMed Web of Science ®Google Scholar
• Murray, C. J. L., Aravkin, A. Y., Zheng, P., Abbafati, C., Abbas, K. M., Abbasi-Kangevari, M., Abd-Allah, F., Abdelalim, A., Abdollahi, M., Abdollahpour, I., Abegaz, K. H., Abolhassani, H., Aboyans, V., Abreu, L. G., Abrigo, M. R. M., Abualhasan, A., Abu-Raddad, L. J., Abushouk, A. I., Adabi, M., … Lim, S. S. (2020). Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the global burden of disease study 2019. The Lancet, 396(10258), 1223–1249. https://doi.org/10.1016/S0140-6736(20)30752-2
   PubMed Web of Science ®Google Scholar
• Nahum-Shani, I., Smith, S. N., Spring, B. J., Collins, L. M., Witkiewitz, K., Tewari, A., & Murphy, S. A. (2016). Just-in-Time adaptive interventions (JITAIs) in mobile health: Key components and design principles for ongoing health behavior support. Annals of Behavioral Medicine, 52(6), 446–462. https://doi.org/10.1007/s12160-016-9830-8
   Web of Science ®Google Scholar
• Naylor, C. D. (2018). On the prospects for a (deep) learning health care system. JAMA, 320(11), 1099–1100. https://doi.org/10.1001/jama.2018.11103
   PubMed Web of Science ®Google Scholar
• Ottenstein, C., & Werner, L. (2021). Compliance in ambulatory assessment studies: Investigating study and sample characteristics as predictors. Assessment, 107319112110327. https://doi.org/10.1177/10731911211032718
   Google Scholar
• Papini, N. M., Yang, C.-H., Do, B., Mason, T. B., & Lopez, N. V. (2020). External contexts and movement behaviors in ecological momentary assessment studies: A systematic review and future directions. International Review of Sport and Exercise Psychology, 0(0), 1–31. https://doi.org/10.1080/1750984X.2020.1858439
   Google Scholar
• Ponnada, A., Thapa-Chhetry, B., Manjourides, J., & Intille, S. (2021). Measuring criterion validity of microinteraction ecological momentary assessment (micro-EMA): exploratory pilot study With physical activity measurement. JMIR MHealth and UHealth, 9(3), e23391. https://doi.org/10.2196/23391
   PubMed Web of Science ®Google Scholar
• Reichert, M., Giurgiu, M., Koch, E. D., Wieland, L. M., Lautenbach, S., Neubauer, A. B., von Haaren-Mack, B., Schilling, R., Timm, I., Notthoff, N., Marzi, I., Hill, H., Brüßler, S., Eckert, T., Fiedler, J., Burchartz, A., Anedda, B., Wunsch, K., Gerber, M., … Liao, Y. (2020). Ambulatory assessment for physical activity research: State of the science, best practices and future directions. Psychology of Sport and Exercise, 50, 101742. https://doi.org/10.1016/j.psychsport.2020.101742
   PubMed Web of Science ®Google Scholar
• Romanzini, C. L. P., Romanzini, M., Batista, M. B., Barbosa, C. C. L., Shigaki, G. B., Dunton, G., Mason, T., & Ronque, E. R. V. (2019). 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. Journal of Medical Internet Research, 21(5), e11967. https://doi.org/10.2196/11967
   PubMed Web of Science ®Google Scholar
• Santangelo, P., Bohus, M., & Ebner-Priemer, U. W. (2014). Ecological momentary assessment in borderline personality disorder: A review of recent findings and methodological challenges. Journal of Personality Disorders, 28(4), 555–576. https://doi.org/10.1521/pedi_2012_26_067
   PubMed Web of Science ®Google Scholar
• Schembre, S. M., Liao, Y., O’Connor, S. G., Hingle, M. D., Shen, S.-E., Hamoy, K. G., Huh, J., Dunton, G. F., Weiss, R., Thomson, C. A., & Boushey, C. J. (2018). Mobile ecological momentary diet assessment methods for behavioral research: Systematic review. JMIR MHealth and UHealth, 6(11), e11170. https://doi.org/10.2196/11170
   PubMed Web of Science ®Google Scholar
• Scholz, U. (2019). It’s time to think about time in health psychology. Applied Psychology: Health and Well-Being, https://doi.org/10.1111/aphw.12156
   Google Scholar
• Shiffman, S., Balabanis, M. H., Gwaltney, C. J., Paty, J. A., Gnys, M., Kassel, J. D., Hickcox, M., & Paton, S. M. (2007). Prediction of lapse from associations between smoking and situational antecedents assessed by ecological momentary assessment. Drug and Alcohol Dependence, 91(2–3), 159–168. https://doi.org/10.1016/j.drugalcdep.2007.05.017
   PubMed Web of Science ®Google Scholar
• Smiley, S. L., Milburn, N. G., Nyhan, K., & Taggart, T. (2020). A systematic review of recent methodological approaches for using ecological momentary assessment to examine outcomes in U.S. Based HIV research. Current HIV/AIDS Reports, 17(4), 333–342. https://doi.org/10.1007/s11904-020-00507-0
   PubMed Web of Science ®Google Scholar
• Soyster, P. D., & Fisher, A. J. (2019). Involving stakeholders in the design of ecological momentary assessment research: An example from smoking cessation. PLOS ONE, 14(5), e0217150. https://doi.org/10.1371/journal.pone.0217150
   PubMed Web of Science ®Google Scholar
• Statista. (2021). Number of smartphone users from 2016 to 2021. Statista. https://www.statista.com/statistics/330695/number-of-smartphone-users-worldwide/
   Google Scholar
• Stone, A. A., & Shiffman, S. (1994). Ecological momentary assessment (Ema) in behavioral medicine. Annals of Behavioral Medicine, 16(3), 199–202. https://doi.org/10.1093/abm/16.3.199
   Google Scholar
• Stone, A. A., & Shiffman, S. (2002). Capturing momentary, self-report data: A proposal for reporting guidelines. Annals of Behavioral Medicine, 24(3), 236–243. https://doi.org/10.1207/S15324796ABM2403_09
   PubMed Web of Science ®Google Scholar
• Sun, J., Rhemtulla, M., & Vazire, S. (2020). Eavesdropping on missing data: What Are university students doing when they miss experience sampling reports? Personality and Social Psychology Bulletin, 47), https://doi.org/10.1177/0146167220964639
   Google Scholar
• Trull, T. J., & Ebner-Priemer, U. W. (2020). Ambulatory assessment in psychopathology research: A review of recommended reporting guidelines and current practices. Journal of Abnormal Psychology, 129(1), 56–63. https://doi.org/10.1037/abn0000473
   PubMed Web of Science ®Google Scholar
• Versluis, A., Verkuil, B., Spinhoven, P., Ploeg, M. M. v. d., & Brosschot, J. F. (2016). Changing mental health and positive psychological well-being using ecological momentary interventions: A systematic review and meta-analysis. Journal of Medical Internet Research, 18(6), e152. https://doi.org/10.2196/jmir.5642
   PubMed Web of Science ®Google Scholar
• Viechtbauer, W. (2010). Conducting Meta-Analyses in R with the metafor Package. Journal of Statistical Software, 36(3), 1–48. https://doi.org/10.18637/jss.v036.i03
   Web of Science ®Google Scholar
• Votaw, V. R., & Witkiewitz, K. (2021). Motives for substance Use in daily life: A systematic review of studies using ecological momentary assessment. Clinical Psychological Science, 9), https://doi.org/10.1177/2167702620978614
   Google Scholar
• Walz, L. C., Nauta, M. H., & Aan Het Rot, M. (2014). Experience sampling and ecological momentary assessment for studying the daily lives of patients with anxiety disorders: A systematic review. Journal of Anxiety Disorders, 28(8), 925–937. https://doi.org/10.1016/j.janxdis.2014.09.022
   PubMed Web of Science ®Google Scholar
• Wen, C. K. F., Schneider, S., Stone, A. A., & Spruijt-Metz, D. (2017). Compliance With mobile ecological momentary assessment protocols in children and adolescents: A systematic review and meta-analysis. Journal of Medical Internet Research, 19(4), e132. https://doi.org/10.2196/jmir.6641
   PubMedGoogle Scholar
• Wilding, S., Conner, M., Sandberg, T., Prestwich, A., Wood, C., Miles, E., Godin, G., Sheeran, P., Wilding, S., Conner, M., Sandberg, T., Prestwich, A., Wood, C., Miles, E., Godin, G., & Sheeran, P. (2016). The question-behaviour effect: A theoretical and methodological review and meta-analysis. European Review of Social Psychology, 27(1), 196–230. https://doi.org/10.1080/10463283.2016.1245940
   Web of Science ®Google Scholar
• Williams, M. T., Lewthwaite, H., Fraysse, F., Gajewska, A., Ignatavicius, J., & Ferrar, K. (2021). Compliance With mobile ecological momentary assessment of self-reported health-related behaviors and psychological constructs in adults: Systematic review and meta-analysis. Journal of Medical Internet Research, 23(3), e17023. https://doi.org/10.2196/17023
   PubMed Web of Science ®Google Scholar
• World Health Organisation. (2021). Obesity and overweight. https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight
   Google Scholar
• Wray, T. B., Merrill, J. E., & Monti, P. M. (2014). Using ecological momentary assessment (EMA) to assess situation-level predictors of alcohol Use and alcohol-related consequences. Alcohol Research : Current Reviews, 36(1), 19–27.
   PubMed Web of Science ®Google Scholar
• Wrzus, C., & Neubauer, A. B. (2022). Ecological momentary assessment: A meta-analysis on designs, samples, and compliance across research fields. Assessment, 10731911211067538, https://doi.org/10.1177/10731911211067538
   Google Scholar
• Yang, Y. S., Ryu, G. W., & Choi, M. (2019). Methodological strategies for ecological momentary assessment to evaluate mood and stress in adult patients using mobile phones: Systematic review. JMIR MHealth and UHealth, 7(4), e11215. https://doi.org/10.2196/11215
   PubMed Web of Science ®Google Scholar