Securing Your Relationship: Quality of Intimate Relationships During the COVID-19 Pandemic Can Be Predicted by Attachment Style
Status PubMed-not-MEDLINE Jazyk angličtina Země Švýcarsko Médium electronic-ecollection
Typ dokumentu časopisecké články
PubMed
34366966
PubMed Central
PMC8334360
DOI
10.3389/fpsyg.2021.647956
Knihovny.cz E-zdroje
- Klíčová slova
- COVID-19, attachment style, intimate relationships, machine learning, pair bond, relationship quality,
- Publikační typ
- časopisecké články MeSH
The COVID-19 pandemic along with the restrictions that were introduced within Europe starting in spring 2020 allows for the identification of predictors for relationship quality during unstable and stressful times. The present study began as strict measures were enforced in response to the rising spread of the COVID-19 virus within Austria, Poland, Spain and Czech Republic. Here, we investigated quality of romantic relationships among 313 participants as movement restrictions were implemented and subsequently phased out cross-nationally. Participants completed self-report questionnaires over a period of 7 weeks, where we predicted relationship quality and change in relationship quality using machine learning models that included a variety of potential predictors related to psychological, demographic and environmental variables. On average, our machine learning models predicted 29% (linear models) and 22% (non-linear models) of the variance with regard to relationship quality. Here, the most important predictors consisted of attachment style (anxious attachment being more influential than avoidant), age, and number of conflicts within the relationship. Interestingly, environmental factors such as the local severity of the pandemic did not exert a measurable influence with respect to predicting relationship quality. As opposed to overall relationship quality, the change in relationship quality during lockdown restrictions could not be predicted accurately by our machine learning models when utilizing our selected features. In conclusion, we demonstrate cross-culturally that attachment security is a major predictor of relationship quality during COVID-19 lockdown restrictions, whereas fear, pathogenic threat, sexual behavior, and the severity of governmental regulations did not significantly influence the accuracy of prediction.
Department of Cognition Emotion and Methods in Psychology University of Vienna Vienna Austria
Department of Psychology Jan Evangelista Purkyně University in Ústí nad Labem Ústí nad Labem Czechia
Faculty of Psychology University of Barcelona Barcelona Spain
Faculty of Science Charles University Prague Czechia
Institute of Psychology University of Wrocław Wrocław Poland
Zürich Center for Integrative Human Physiology University of Zürich Zurich Switzerland
Zobrazit více v PubMed
Ainsworth M., Bowlby J. (1991). An ethological approach to personality development. Am. Psychol. 46 331–341. 10.1037/0003-066X.46.4.333 DOI
Avey J. B., Luthans F., Jensen S. M. (2009). Psychological capital: a positive resource for combating employee stress and turnover. Hum. Resour. Manage. 48 677–693. 10.1002/hrm.20294 DOI
Birditt K. S., Jackey L. M., Antonucci T. C. (2009). Longitudinal patterns of negative relationship quality across adulthood. J. Gerontol. Ser. B Psychol. Sci. Soc. Sci. 64 55–64. 10.1093/geronb/gbn031 PubMed DOI PMC
Birnbaum G. E. (2007). Attachment orientations, sexual functioning, and relationship satisfaction in a community sample of women. J. Soc. Pers. Relat. 24 21–35. 10.1177/0265407507072576 DOI
Birnbaum G. E., Finkel E. J. (2015). The magnetism that holds us together: sexuality and relationship maintenance across relationship development. Curr. Opin. Psychol. 1 29–33. 10.1016/j.copsyc.2014.11.009 DOI
Bodenmann G., Ledermann T., Blattner D., Galluzzo C. (2006). Associations among everyday stress, critical life events, and sexual problems. J. Nerv. Ment. Dis. 194 494–501. 10.1097/01.nmd.0000228504.15569.b6 PubMed DOI
Bogaert A. F., Sadava S. (2002). Adult attachment and sexual behavior. Pers. Relat. 9 191–204. 10.1111/1475-6811.00012 DOI
Bradbury-Jones C., Isham L. (2020). The pandemic paradox: the consequences of COVID-19 on domestic violence. J. Clin. Nurs. 29 2039–2049. 10.1111/jocn.15296 PubMed DOI PMC
Breiman L. (2001). Random forests. Mach. Learn. 45 5–32. 10.1023/A:1010933404324 DOI
Brennan K. A., Wu S., Loev J. (1998). “Adult romantic attachment and individual differences in attitudes toward physical contact in the context of adult romantic relationships,” in Attachment Theory and Close Relationships, eds Simpson J. A., Rholes W. S. (New York, NY: The Guilford Press; ), 394–428.
Bundesministerium für Soziales, Gesundheit, Pflege und Konsumentenschutz [BSGPK] (2020). Coronavirus – Rechtliches [Coronavirus – Legal Aspects]. Available online at: https://www.sozialministerium.at/Informationen-zum-Coronavirus/Coronavirus—Rechtliches.html (accessed May 3, 2020).
Butzer B., Campbell L. (2008). Adult attachment, sexual satisfaction, and relationship satisfaction: a study of married couples. Pers. Relat. 15 141–154. 10.1111/j.1475-6811.2007.00189.x DOI
Byers E. S. (2005). Relationship satisfaction and sexual satisfaction: a longitudinal study of individuals in long-term relationships. J. Sex Res. 42 113–118. 10.1080/00224490509552264 PubMed DOI
Cann A., Norman M. A., Welbourne J. L., Calhoun L. G. (2008). Attachment styles, conflict styles and humour styles: interrelationships and associations with relationship satisfaction. Eur. J. Pers. 22 131–146. 10.1002/per.666 DOI
Cawley G. C., Talbot N. L. (2010). On over-fitting in model selection and subsequent selection bias in performance evaluation. J. Mach. Learn. Res. 11 2079–2107.
Census and Statistics Department (2007). Marriage and divorce trends in Hong Kong, 1981 to 2006. Hong Kong Monthly Digest of Statistics. Available online at: https://www.statistics.gov.hk/pub/B70711FB2007XXXXB0100.pdf (accessed November, 2007). PubMed
Chandra S., Christensen J., Mamelund S. E., Paneth N. (2018). Short-term birth sequelae of the 1918–1920 influenza pandemic in the United States: state-level analysis. Am. J. Epidemiol. 187 2585–2595. 10.1093/aje/kwy153 PubMed DOI PMC
Cígler H., Cvrčková A., Daňsovác P., Hašto J., Charvát M., Ježek S., et al. (2019). Experiences in close relationships: české verze metod pro měření vazby vycházející z dotazníku ECR. E Psychol. 13 57–74. 10.29364/epsy.359 DOI
Collins N. L. (1996). Working models of attachment: implications for explanation, emotion, and behavior. J. Pers. Soc. Psychol. 71 810–832. 10.1037/0022-3514.71.4.810 PubMed DOI
Corcoran K. O. C., Mallinckrodt B. (2000). Adult attachment, self-efficacy, perspective taking, and conflict resolution. J. Couns. Dev. 78 473–483. 10.1002/j.1556-6676.2000.tb01931.x DOI
Davis D., Shaver P. R., Widaman K. F., Vernon M. L., Follette W. C., Beitz K. (2006). “I can’t get no satisfaction”: insecure attachment, inhibited sexual communication, and sexual dissatisfaction. Pers. Relat. 13 465–483. 10.1111/j.1475-6811.2006.00130.x DOI
Ditzen B., Neumann I. D., Bodenmann G., von Dawans B., Turner R. A., Ehlert U., et al. (2007). Effects of different kinds of couple interaction on cortisol and heart rate responses to stress in women. Psychoneuroendocrinology 32 565–574. 10.1016/j.psyneuen.2007.03.011 PubMed DOI
Dziennik Ustaw (2020). poz. 433-697 [Journal of Laws of the Republic of Poland]. Available online at: http://isap.sejm.gov.pl/isap.nsf (accessed May 15, 2020).
Eder S. J., Steyrl D., Stefanczyk M. M., Pieniak M., Martínez Molina J., Pešout O., et al. (2021). Predicting fear and perceived health during the COVID-19 pandemic using machine learning: a cross-national longitudinal study. PLoS One 16:e0247997. 10.1371/journal.pone.0247997 PubMed DOI PMC
Enguix S. (2020). Carrera por Instalar Hospitales de Campaña en las Ciudades más Afectadas. Available online at: http://hemeroteca.lavanguardia.com/preview/2020/03/22/pagina33/296617044/pdf.html?search=IFEMA (accessed March 22, 2020).
Eurostat (2020). Population on 1 January (online data code:TPS00001). Available online at: https://ec.europa.eu/eurostat/databrowser/view/tps00001/default/table?lang=en (accessed April 23, 2020).
Evans R. W., Hu Y., Zhao Z. (2010). The fertility effect of catastrophe: US hurricane births. J. Popul. Econ. 23 1–36. 10.1007/s00148-008-0219-2 DOI
Falconier M. K., Jackson J. B., Hilpert P., Bodenmann G. (2015). Dyadic coping and relationship satisfaction: a meta-analysis. Clin. Psychol. Rev. 42 28–46. 10.1016/j.cpr.2015.07.002 PubMed DOI
Fallis E. E., Rehman U. S., Woody E. Z., Purdon C. (2016). The longitudinal association of relationship satisfaction and sexual satisfaction in long-term relationships. J. Fam. Psychol. 30 822–831. 10.1037/fam0000205 PubMed DOI
Feeney J. A. (1995). Adult attachment, coping style and health locus of control as predictors of health behaviour. Aust. J. Psychol. 47 171–177. 10.1080/00049539508257520 DOI
Feeney J. A. (2002). Attachment, marital interaction, and relationship satisfaction: a diary study. Pers. Relat. 9 39–55. 10.1111/1475-6811.00003 DOI
Feeney J. A., Noller P. (1990). Attachment style as a predictor of adult romantic relationships. J. Pers. Soc. Psychol. 58 281–291. 10.1037/0022-3514.58.2.281 DOI
Fernández-Fuertes A. A., Orgaz B., Fuertes A., Carcedo R. (2011). La evaluación del apego romántico en adolescentes españoles: validación de la versión reducida del Experiences in Close Relationships-Revised (ECR-R). An. Psicol. 27 827–833.
Floyd K., Boren J. P., Hannawa A. F., Hesse C., McEwan B., Veksler A. E. (2009). Kissing in marital and cohabiting relationships: effects on blood lipids, stress, and relationship satisfaction. West. J. Commun. 73 113–133. 10.1080/10570310902856071 DOI
Fraley R. C., Hudson N. W., Heffernan M. E., Segal N. (2015). Are adult attachment styles categorical or dimensional? A taxometric analysis of general and relationship-specific attachment orientations. J. Pers. Soc. Psychol. 109 354–368. 10.1037/pspp0000027 PubMed DOI
Fraley R. C., Waller N. G., Brennan K. A. (2000). An item response theory analysis of self-report measures of adult attachment. J. Pers. Soc. Psychol. 78 350–365. 10.1037/0022-3514.78.2.350 PubMed DOI
Geurts P., Ernst D., Wehenkel L. (2006). Extremely randomized trees. Mach. Learn. 63 3–42. 10.1007/s10994-006-6226-1 DOI
Gillath O., Mikulincer M., Fitzsimons G. M., Shaver P. R., Schachner D. A., Bargh J. A. (2006). Automatic activation of attachment-related goals. Pers. Soc. Psychol. Bull. 32 1375–1388. 10.1177/0146167206290339 PubMed DOI PMC
Gulledge A. K., Gulledge M. H., Stahmannn R. F. (2003). Romantic physical affection types and relationship satisfaction. Am. J. Fam. Ther. 31 233–242. 10.1080/01926180390201936 DOI
Hale T., Webster S., Petherick A., Phillips T., Kira B. (2020). Oxford COVID-19 Government Response Tracker, Blavatnik School of Government. Available online at: https://www.bsg.ox.ac.uk/research/research-projects/coronavirus-government-response-tracker (accessed May 18, 2020). PubMed
Haslam N., McGrath M. J., Viechtbauer W., Kuppens P. (2020). Dimensions over categories: a meta-analysis of taxometric research. Psychol. Med. 50 1418–1432. 10.1017/S003329172000183X PubMed DOI
Hassebrauck M., Fehr B. (2002). Dimensions of relationship quality. Pers. Relat. 9 253–270. 10.1111/1475-6811.00017 DOI
Hazan C., Shaver P. (1987). Romantic love conceptualized as an attachment process. J. Pers. Soc. Psychol. 52 511–524. 10.1037/0022-3514.52.3.511 PubMed DOI
Heiman J. R., Long J. S., Smith S. N., Fisher W. A., Sand M. S., Rosen R. C. (2011). Sexual satisfaction and relationship happiness in midlife and older couples in five countries. Arch. Sex. Behav. 40 741–753. 10.1007/s10508-010-9703-3 PubMed DOI
Hexel M. (2003). Alexithymia and attachment style in relation to locus of control. Pers. Individ. Dif. 35 1261–1270. 10.1016/S0191-8869(02)00333-1 DOI
Joel S., Eastwick P. W., Allison C. J., Arriaga X. B., Baker Z. G., Bar-Kalifa E., et al. (2020). Machine learning uncovers the most robust self-report predictors of relationship quality across 43 longitudinal couples studies. Proc. Natl. Acad. Sci. U.S.A. 117 19061–19071. 10.1073/pnas.1917036117 PubMed DOI PMC
Kenny D. A., Kashy D. A., Cook W. L. (2006). Dyadic Data Analysis. New York, NY: Guilford Press.
Kluwer E. S., Johnson M. D. (2007). Conflict frequency and relationship quality across the transition to parenthood. J. Marriage Fam. 69 1089–1106. 10.1111/j.1741-3737.2007.00434.x DOI
Lee A. M., Wong J. G., McAlonan G. M., Cheung V., Cheung C., Sham P. C., et al. (2007). Stress and psychological distress among SARS survivors 1 year after the outbreak. Can. J. Psychiatry 52 233–240. 10.1177/070674370705200405 PubMed DOI
Lenger K. A., Gordon C. L., Nguyen S. P. (2019). A word to the wise: age matters when considering mindfulness in romantic relationships. Contemp. Fam. Ther. 41 115–124. 10.1007/s10591-018-9479-5 DOI
Loewenstein G., Krishnamurti T., Kopsic J., Mcdonald D. (2015). Does increased sexual frequency enhance happiness? J. Econ. Behav. Organ. 116 206–218. 10.1016/j.jebo.2015.04.021 DOI
Lubiewska K., Gogowska K., Mickiewicz K., Wyrzykowska E., Winiewski C., Izdebski P., et al. (2016). Skala experience in close relationships-revised: struktura, Rzetelno oraz Skrócona Wersja Skali w Polskiej Próbie. Psychol. Rozwojowa 21 49–63. 10.4467/20843879PR.16.004.4793 DOI
Lubiewska K., Van de Vijver F. J. (2020). Attachment categories or dimensions: the adult attachment scale across three generations in Poland. J. Soc. Pers. Relat. 37 233–259. 10.1177/0265407519860594 DOI
McCrae R. R. (1990). Controlling neuroticism in the measurement of stress. Stress Med. 6 237–241. 10.1002/smi.2460060309 DOI
McNulty J. K., Wenner C. A., Fisher T. D. (2016). Longitudinal associations among relationship satisfaction, sexual satisfaction, and frequency of sex in early marriage. Arch. Sex. Behav. 45 85–97. 10.1007/s10508-014-0444-6 PubMed DOI PMC
McWilliams L. A., Bailey S. J. (2010). Associations between adult attachment ratings and health conditions: evidence from the National Comorbidity Survey Replication. Health Psychol. 29 446–453. 10.1037/a0020061 PubMed DOI
Meltzer A. L., Makhanova A., Hicks L. L., French J. E., McNulty J. K., Bradbury T. N. (2017). Quantifying the sexual afterglow: the lingering benefits of sex and their implications for pair-bonded relationships. Psychol. Sci. 28 587–598. 10.1177/0956797617691361 PubMed DOI
Michalak B. (2020). Koronawirus a Wybory Prezydenckie. Czym Grozi Głosowanie Podczas Epidemii? [Coronavirus and the Presidential Elections. What’s the Risk of Voting During a Pandemic]. Available online at: http://archiwum.batory.org.pl/upload/files/Programy%20operacyjne/Forum%20Idei/B_Michalak_Koronawirus%20a%20wybory.pdf (accessed March 22, 2020).
Mikulincer M., Florian V., Cowan P. A., Cowan C. P. (2002). Attachment security in couple relationships: a systemic model and its implications for family dynamics. Fam. Process 41 405–434. 10.1111/j.1545-5300.2002.41309.x PubMed DOI
Mikulincer M., Orbach I., Iavnieli D. (1998). Adult attachment style and affect regulation: strategic variations in subjective self–other similarity. J. Pers. Soc. Psychol. 75 436. 10.1037/0022-3514.75.2.436 PubMed DOI
Mills L. B., Huebner E. S. (1998). A prospective study of personality characteristics, occupational stressors, and burnout among school psychology practitioners. J. Sch. Psychol. 36 103–120. 10.1016/S0022-4405(97)00053-8 DOI
Ministerio de la Presidencia (2020). Real Decreto 463/2020, de 14 de Marzo, Por el Que se Declara el Estado de Alarma para la Gestión de la Situación de Crisis Sanitaria Ocasionada Por el COVID-19. Available online at: https://www.boe.es/eli/es/rd/2020/03/14/463/con (accessed May 15, 2020).
Ministry of Health of the Czech Republic [MHCR] (2020). COVID-19 epidemic in the Czech Republic [Onemocnìní Aktuálnì MZÈR]. Ministerstvo Zdravotnictví Èeské Republiky. Available online at: https://koronavirus.mzcr.cz/en/ (accessed May 18, 2020).
Molenda Z., Marchlewska M., Górska P., Michalski P., Szczepańska D., Furman A., et al. (2020). Koronawirus w Polsce: Perspektywa Psychologii Społecznej [Coronavirus in Poland: Social Psychology Perspective]. Polish Academy of Sciences. Available online at: https://psych.pan.pl/pl/koronawirus-w-polsce-perspektywa-psychologii-spolecznej-raport/ (accessed May 15, 2020).
Muise A., Boudreau G. K., Rosen N. O. (2017). Seeking connection versus avoiding disappointment: an experimental manipulation of approach and avoidance sexual goals and the implications for desire and satisfaction. J. Sex Res. 54 296–307. 10.1080/00224499.2016.1152455 PubMed DOI
Muise A., Schimmack U., Impett E. A. (2016). Sexual frequency predicts greater well-being, but more is not always better. Soc. Psychol. Pers. Sci. 7 295–302. 10.1177/1948550615616462 DOI
Pedregosa F., Varoquaux G., Gramfort A., Michel V., Thirion B., Grisel O., et al. (2011). Scikit-learn: machine learning in Python. J. Mach. Learn. Res. 12 2825–2830.
Petherick A., Hale T., Phillips T., Webster S. (2020). Variation in Government Responses to COVID-19. Blavatnik School Working Paper. Available online at: https://www.bsg.ox.ac.uk/research/publications/variation-government-responses-covid-19 (accessed May 6, 2020).
Pieh C., Oñ Rourke T., Budimir S., Probst T. (2020). Relationship quality and mental health during COVID-19 lockdown. PLoS One 15:e0238906. 10.1371/journal.pone.0238906 PubMed DOI PMC
R Core Team (2017). R: A Language and Environment for Statistical Computing. Vienna: R Foundation for Statistical Computing.
Randall A. K., Bodenmann G. (2009). The role of stress on close relationships and marital satisfaction. Clin. Psychol. Rev. 29 105–115. 10.1016/j.cpr.2008.10.004 PubMed DOI
Randall A. K., Bodenmann G. (2017). Stress and its associations with relationship satisfaction. Curr. Opin. Psychol. 13 96–106. 10.1016/j.copsyc.2016.05.010 PubMed DOI
Redacción la Vanguardia (2020). Cronología del Estado de Alarma. Available online at: https://www.lavanguardia.com/vida/20200418/48595848780/cronologia-del-estado-de-alarma.html (accessed April 18, 2020).
Redaccioì i ageÌncie la Vanguardia (2020). Madrid Guardarà Cadàvers en Una Pista de gel pel Collapse Funerari. Available online at: http://hemeroteca.lavanguardia.com/preview/2020/02/13/pagina24/297014519/pdf.html?search=Palacio%20de%20hielo (accessed March 24, 2020).
Richmond P., Roehner B. M. (2018a). Coupling between death spikes and birth troughs. Part 1: evidence. Phys. A Stat. Mech. Appl. 506 97–111. 10.1016/j.physa.2018.04.044 PubMed DOI PMC
Richmond P., Roehner B. M. (2018b). Coupling between death spikes and birth troughs. Part 2: comparative analysis of salient features. Phys. A Stat. Mech. Appl. 506 88–96. 10.1016/j.physa.2018.04.050 PubMed DOI PMC
Senchak M., Leonard K. E. (1992). Attachment styles and marital adjustment among newlywed couples. J. Soc. Pers. Relat. 9 51–64. 10.1177/0265407592091003 DOI
Sibley C. G., Fischer R., Liu J. H. (2005). Reliability and validity of the revised experiences in close relationships (ECR-R) self-report measure of adult romantic attachment. Pers. Soc. Psychol. Bull. 31 1524–1536. 10.1177/0146167205276865 PubMed DOI
Somerfield M. R., McCrae R. R. (2000). Stress and coping research: methodological challenges, theoretical advances, and clinical applications. Am. Psychol. 55 620–625. 10.1037/0003-066X.55.6.620 PubMed DOI
South S. C., Krueger R. F. (2013). Marital satisfaction and physical health: evidence for an orchid effect. Psychol. Sci. 24 373–378. 10.1177/0956797612453116 PubMed DOI PMC
Sprecher S. (2002). Sexual satisfaction in premarital relationships: associations with satisfaction, love, commitment, and stability. J. Sex Res. 39 190–196. 10.1080/00224490209552141 PubMed DOI
Thornhill R., Fincher C. L., Aran D. (2009). Parasites, democratization, and the liberalization of values across contemporary countries. Biol. Rev. 84 113–131. 10.1111/j.1469-185X.2008.00062.x PubMed DOI
Tibshirani R. (1996). Regression shrinkage and selection via the lasso. J. R. Stat. Soc. Ser. B 58 267–288.
Tybur J. M., Inbar Y., Güler E., Molho C. (2015). Is the relationship between pathogen avoidance and ideological conservatism explained by sexual strategies? Evol. Hum. Behav. 36 489–497. 10.1016/j.evolhumbehav.2015.01.006 DOI
United Nations [UN] (2020). Policy Brief: The Impact of COVID-19 on Food Security and Nutrition. Available online at: https://reliefweb.int/sites/reliefweb.int/files/resources/sg_policy_brief_on_covid_impact_on_food_security.pdf (accessed June, 2020).
Van Anders S. M., Edelstein R. S., Wade R. M., Samples-Steele C. R. (2013). Descriptive experiences and sexual vs. nurturant aspects of cuddling between adult romantic partners. Arch. Sex. Behav. 42 553–560. 10.1007/s10508-012-0014-8 PubMed DOI
World Health Organization [WHO] (2020). Coronavirus Disease (COVID-19) Pandemic. Available online at: https://www.who.int/emergencies/diseases/novel-coronavirus-2019 (accessed July, 2020).
Yehuda R., Lehrner A., Rosenbaum T. Y. (2015). PTSD and sexual dysfunction in men and women. J. Sex. Med. 12 1107–1119. 10.1111/jsm.12856 PubMed DOI
Zakin G., Solomon Z., Neria Y. (2003). Hardiness, attachment style, and long term psychological distress among Israeli POWs and combat veterans. Pers. Individ. Dif. 34 819–829. 10.1016/S0191-8869(02)00073-9 DOI