Roles of Self-Stigma and Meaning in the Relationship Between Age and Loneliness: A Perspective From Gerotranscendence

Han Xiao , Melina Malli , Pamela Qualter , Manuela Barreto , Christina Victor , Theodore D. Cosco , Guangyu Zhou

Psych Journal ›› 2026, Vol. 15 ›› Issue (4) : e70115

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Psych Journal ›› 2026, Vol. 15 ›› Issue (4) :e70115 DOI: 10.1002/pchj.70115
ORIGINAL ARTICLE
Roles of Self-Stigma and Meaning in the Relationship Between Age and Loneliness: A Perspective From Gerotranscendence
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Abstract

Drawing on the theory of gerotranscendence, this research aimed to gain a more comprehensive and nuanced understanding of the age-loneliness relationship and underlying factors. Data from the BBC Loneliness Experiment (n = 6875, 67.80% female, Mage = 49.26, Rangeage 16–94) were analyzed using polynomial regression and Multi-Group Structural Equation Modeling (MG-SEM) for the quantitative data, and complemented by Latent Dirichlet Allocation (LDA) for free-text data. The results showed: (1) there was a non-linear, inverted U-shaped relationship between age and loneliness, with an inflection point at 39.2 years of age; (2) in the older age group, loneliness self-stigma and the meaning of loneliness played parallel mediating roles between age and loneliness, whereas no mediating effect was observed in the younger age group; (3) these mediating effects primarily attenuated the loneliness frequency and loneliness intensity rather than loneliness duration; (4) two overarching topics of loneliness (i.e., Limited Social Functions and Unsatisfactory Social Relationships) were identified, with differences between the two age groups. This study further enriches the understanding of gerotranscendence in the loneliness domain and provides suggestions for tailoring precision interventions (i.e., self-stigma, meaning-making) to distinct life stages and specific loneliness dimensions.

Keywords

age / gerotranscendence / loneliness / loneliness self-stigma / meaning of loneliness

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Han Xiao, Melina Malli, Pamela Qualter, Manuela Barreto, Christina Victor, Theodore D. Cosco, Guangyu Zhou. Roles of Self-Stigma and Meaning in the Relationship Between Age and Loneliness: A Perspective From Gerotranscendence. Psych Journal, 2026, 15 (4) : e70115 DOI:10.1002/pchj.70115

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References

[1]

Adler, N. E., E. S. Epel, G. Castellazzo, and J. R. Ickovics. 2000. “Relationship of Subjective and Objective Social Status With Psychological and Physiological Functioning: Preliminary Data in Healthy, White Women.” Health Psychology 19, no. 6: 586–592. https://doi.org/10.1037/0278-6133.19.6.586.

[2]

Aguirre-Urreta, M. I., and J. Hu. 2019. “Detecting Common Method Bias: Performance of the Harman's Single-Factor Test.” ACM SIGMIS Database: The Database for Advances in Information Systems 50, no. 2: 45–70. https://doi.org/10.1145/3330472.3330477.

[3]

Arnett, J. J.2000. “Emerging Adulthood: A Theory of Development From the Late Teens Through the Twenties.” American Psychologist 55, no. 5: 469–480. https://doi.org/10.1037/0003-066X.55.5.469.

[4]

Badcock, J. C., J. Holt-Lunstad, E. Garcia, P. Bombaci, and M. H. Lim. 2022. Position Statements on Addressing Social Isolation, Loneliness, and the Power of Human Connection. Global Initiative on Loneliness and Connection. https://www.gilc.global/_files/ugd/410bdf_74fffc2d18984b0e8217288b1b12d199.pdf.

[5]

Baltes, B. B., and M. W. Dickson. 2001. “Using Life-Span Models in Industrial Organizational Psychology: The Theory of Selective Optimization With Compensation.” Applied Developmental Science 5: 51–62. https://doi.org/10.1207/S1532480XADS0501_5.

[6]

Baltes, P. B., and M. M. Baltes. 1990. “Psychological Perspectives on Successful Aging: The Model of Selective Optimization With Compensation.” In Successful Aging: Perspectives From the Behavioral Sciences, 1–34. Cambridge University Press.

[7]

Barreto, M., C. Victor, C. Hammond, A. Eccles, M. T. Richins, and P. Qualter. 2021. “Loneliness Around the World: Age, Gender, and Cultural Differences in Loneliness.” Personality and Individual Differences 169: 110066. https://doi.org/10.1016/j.paid.2020.110066.

[8]

Barreto, M., J. van Breen, C. Victor, et al. 2022. “Exploring the Nature and Variation of the Stigma Associated With Loneliness.” Journal of Social and Personal Relationships 39, no. 9: 2658–2679. https://doi.org/10.1177/02654075221087190.

[9]

Bird, S., E. Klein, and E. Loper. 2019. Accessing Text Corpora and Lexical Resources. Natural Language Toolkit. Retrieved from. https://www.nltk.org/book/ch02.html.

[10]

Bird, S., L. Edward, and K. Ewan. 2009. Natural Language Processing With Python. O'Reilly Media Inc.

[11]

Blei, D. M., A. Y. Ng, and M. I. Jordan. 2003. “Latent Dirichlet Allocation.” Journal of Machine Learning Research 3, no. Jan: 993–1022.

[12]

Borawski, D., A. Nowak, and A. Zakrzewska. 2022. “Lonely Meaning–Seekers: The Moderating Role of Search for Meaning in the Relationship Between Loneliness and Presence of Meaning.” Personality and Individual Differences 190: 111550. https://doi.org/10.1016/j.paid.2022.111550.

[13]

Bos, A. E., J. B. Pryor, G. D. Reeder, and S. E. Stutterheim. 2013. “Stigma: Advances in Theory and Research.” Basic and Applied Social Psychology 35, no. 1: 1–9. https://doi.org/10.1080/01973533.2012.746147.

[14]

Carstensen, L. L., and M. E. Reynolds. 2023. “Age Differences in Preferences Through the Lens of Socioemotional Selectivity Theory.” Journal of the Economics of Ageing 24: 100440. https://doi.org/10.1016/j.jeoa.2022.100440.

[15]

Carstensen, L. L., D. M. Isaacowitz, and S. T. Charles. 1999. “Taking Time Seriously: A Theory of Socioemotional Selectivity.” American Psychologist 54, no. 3: 165–181. https://doi.org/10.1037/0003-066X.54.3.165.

[16]

Chang, J., S. Gerrish, C. Wang, J. L. Boyd-Graber, and D. M. Blei. 2009. “Reading Tea Leaves: How Humans Interpret Topic Models.” Advances in Neural Information Processing Systems (NIPS) 22: 288–296 Retrieved from. https://proceedings.neurips.cc/paper_files/paper/2009/file/f92586a25bb3145facd64ab20fd554ff-Paper.pdf.

[17]

Charles, S. T.2010. “Strength and Vulnerability Integration: A Model of Emotional Well-Being Across Adulthood.” Psychological Bulletin 136, no. 6: 1068–1091. https://doi.org/10.1037/a0021232.

[18]

Chawla, K., T. P. Kunonga, D. Stow, R. Barker, D. Craig, and B. Hanratty. 2021. “Prevalence of Loneliness Amongst Older People in High-Income Countries: A Systematic Review and Meta-Analysis.” PLoS One 16, no. 7: e0255088. https://doi.org/10.1371/journal.pone.0255088.

[19]

Cheung, M. W.2007. “Comparison of Approaches to Constructing Confidence Intervals for Mediating Effects Using Structural Equation Models.” Structural Equation Modeling: A Multidisciplinary Journal 14, no. 2: 227–246. https://doi.org/10.1080/10705510709336745.

[20]

Cohen-Mansfield, J., and R. Eisner. 2020. “The Meanings of Loneliness for Older Persons.” Aging & Mental Health 24, no. 4: 564–574. https://doi.org/10.1080/13607863.2019.1571019.

[21]

Cohen, J.1988. Statistical Power Analysis for the Behavioral Sciences. 2nd ed. Lawrence Earlbaum Associates.

[22]

Costa, P. T., and R. R. McCrae. 1982. “An Approach to the Attribution of Aging, Period, and Cohort Effects.” Psychological Bulletin 92, no. 1: 238–250. https://doi.org/10.1037/0033-2909.92.1.238.

[23]

Criswell, K. R.2025. “Effects of Internalized Stigma on Quality of Life and Stress in Undergraduate Students With Chronic Health Conditions.” Stigma and Health 10, no. 4: 586–598. https://doi.org/10.1037/sah0000539.

[24]

de Jong-Gierveld, J., T. G. Van Tilburg, and P. A. Dykstra. 2018. “New Ways of Theorizing and Conducting Research in the Field of Loneliness and Social Isolation.” In The Cambridge Handbook of Personal Relationships, edited by A. L. Vangelisti and D. Perlman, 391–404. Cambridge University Press. https://doi.org/10.1017/9781316417867.031.

[25]

Department for Culture, Media and Sport. 2023. “Loneliness Stigma Rapid Evidence Assessment (REA).” Available Online. https://www.gov.uk/government/publications/research-exploring-the-stigma-associated-with-loneliness/loneliness-stigma-rapid-evidence-assessment-rea#impacts-of-loneliness-stigma-1.

[26]

Ferguson, M.2018. “How Does It Really Feel to Be Lonely?” The Economist. Retrieved from. https://www.1843magazine.com/features/how-does-it-really-feel-to-be-lonely.

[27]

Franco-O'Byrne, D., J. P. M. Sepúlveda, R. Gonzalez-Gomez, et al. 2023. “The Neurocognitive Impact of Loneliness and Social Networks on Social Adaptation.” Scientific Reports 13, no. 1: 12048. https://doi.org/10.1038/s41598-023-38244-0.

[28]

Ganzeboom, H. B., P. M. De Graaf, and D. J. Treiman. 1992. “A Standard International Socio-Economic Index of Occupational Status.” Social Science Research 21, no. 1: 1–56. https://doi.org/10.1016/0049-089X(92)90017-B.

[29]

Gardiner, C., P. Laud, T. Heaton, and M. Gott. 2020. “What Is the Prevalence of Loneliness Amongst Older People Living in Residential and Nursing Care Homes? A Systematic Review and Meta-Analysis.” Age and Ageing 49, no. 5: 748–757. https://doi.org/10.1093/ageing/afaa049.

[30]

Gerst-Emerson, K., and J. Jayawardhana. 2015. “Loneliness as a Public Health Issue: The Impact of Loneliness on Health Care Utilization Among Older Adults.” American Journal of Public Health 105, no. 5: 1013–1019. https://doi.org/10.2105/AJPH.2014.302427.

[31]

Graham, J. W.2009. “Missing Data Analysis: Making It Work in the Real World.” Annual Review of Psychology 60: 549–576. https://doi.org/10.1146/annurev.psych.58.110405.085530.

[32]

Hagg, L. J., S. S. Merkouris, G. A. O'Dea, et al. 2022. “Examining Analytic Practices in Latent Dirichlet Allocation Within Psychological Science: Scoping Review.” Journal of Medical Internet Research 24, no. 11: e33166. https://preprints.jmir.org/preprint/33166.

[33]

Hajek, A., and H. H. König. 2020. “Which Factors Contribute to Loneliness Among Older Europeans? Findings From the Survey of Health, Ageing and Retirement in Europe: Determinants of Loneliness.” Archives of Gerontology and Geriatrics 89: 104080. https://doi.org/10.1093/geronb/gbaa044.

[34]

Hawkley, L. C., and J. T. Cacioppo. 2010. “Loneliness Matters: A Theoretical and Empirical Review of Consequences and Mechanisms.” Annals of Behavioral Medicine 40, no. 2: 218–227. https://doi.org/10.1007/s12160-010-9210-8.

[35]

Hawkley, L. C., S. Buecker, T. Kaiser, and M. Luhmann. 2022. “Loneliness From Young Adulthood to Old Age: Explaining Age Differences in Loneliness.” International Journal of Behavioral Development 46, no. 1: 39–49. https://doi.org/10.1177/0165025420971048.

[36]

Hoebel, J., and T. Lampert. 2020. “Subjective Social Status and Health: Multidisciplinary Explanations and Methodological Challenges.” Journal of Health Psychology 25, no. 2: 173–185. https://doi.org/10.1177/1359105318800804.

[37]

Hofstede, G.1997. Cultures and Organizations: Software of the Mind. McGraw-Hill.

[38]

Huang, Y., X. Zhu, X. Liu, and J. Li. 2023. “The Effects of Loneliness, Social Isolation, and Associated Gender Differences on the Risk of Developing Cognitive Impairment for Chinese Oldest Old.” Aging & Mental Health 27, no. 7: 1360–1367. https://doi.org/10.1080/13607863.2022.2116396.

[39]

Hülür, G., J. Drewelies, P. Eibich, et al. 2016. “Cohort Differences in Psychosocial Function Over 20 Years: Current Older Adults Feel Less Lonely and Less Dependent on External Circumstances.” Gerontology 62, no. 3: 354–361. https://doi.org/10.1159/000438991.

[40]

Kantar Public. 2016. Trapped in a Bubble: An Investigation Into Triggers for Loneliness in the UK. Co-Operative/British Red Cross Available Online. https://assets.ctfassets.net/5ywmq66472jr/5tKumBSlO0suKwiWO6KmaM/230366b0171541781a0cd98fa80fdc6e/Coop_Trapped_in_a_bubble_report.pdf.

[41]

Kapadia, S.2019. “Evaluate Topic Models: Latent Dirichlet Allocation (LDA).” Towards Data Science Available from. https://towardsdatascience.com/evaluate-topic-model-in-python-latent-dirichlet-allocation-lda-7d57484bb5d0/.

[42]

Kerr, N. A., and T. B. Stanley. 2021. “Revisiting the Social Stigma of Loneliness.” Personality and Individual Differences 171: 110482. https://doi.org/10.1016/j.paid.2020.110482.

[43]

Kharicha, K., J. Manthorpe, S. Iliffe, et al. 2021. “Managing Loneliness: A Qualitative Study of Older People's Views.” Aging & Mental Health 25, no. 7: 1206–1213. https://doi.org/10.1080/13607863.2020.1729337.

[44]

Kim, Y. M., S. N. Jang, and S. I. Cho. 2023. “Working Hours, Social Engagement, and Depressive Symptoms: An Extended Work-Life Balance for Older Adults.” BMC Public Health 23, no. 1: 2442. https://doi.org/10.1186/s12889-023-17072-x.

[45]

Kitzmüller, G., A. Clancy, M. Vaismoradi, C. Wegener, and T. Bondas. 2018. ““Trapped in an Empty Waiting Room”—The Existential Human Core of Loneliness in Old Age: A Meta-Synthesis.” Qualitative Health Research 28, no. 2: 213–230. https://doi.org/10.1177/1049732317735079.

[46]

Kline, R. B.2023. Principles and Practice of Structural Equation Modeling. Guilford Publications.

[47]

Ko, S. Y., M. Wei, J. Rivas, and J. R. Tucker. 2022. “Reliability and Validity of Scores on a Measure of Stigma of Loneliness.” Counseling Psychologist 50, no. 1: 96–122. https://doi.org/10.1177/00110000211048000.

[48]

Kvaal, K., A. G. Halding, and K. Kvigne. 2014. “Social Provision and Loneliness Among Older People Suffering From Chronic Physical Illness. A Mixed-Methods Approach.” Scandinavian Journal of Caring Sciences 28, no. 1: 104–111. https://doi.org/10.1111/scs.12041.

[49]

Lim, M., P. Qualter, D. Ding, J. Holt-Lunstad, C. Mikton, and B. Smith. 2023. “Advancing Loneliness and Social Isolation as Global Health Challenges: Taking Three Priority Actions.” Public Health Research and Practice 33, no. 3: e3332320. https://doi.org/10.17061/phrp3332320.

[50]

Lim, M., R. Eres, and S. Vasan. 2020. “Understanding Loneliness in the Twenty-First Century: An Update on Correlates, Risk Factors, and Potential Solutions.” Social Psychiatry and Psychiatric Epidemiology 55: 793–810. https://doi.org/10.1007/s00127-020-01889-7.

[51]

Lindell, M. K., and D. J. Whitney. 2001. “Accounting for Common Method Variance in Cross-Sectional Research Designs.” Journal of Applied Psychology 86, no. 1: 114–121. https://doi.org/10.1037/0021-9010.86.1.114.

[52]

Liu, H., X. Chen, Y. Yao, W. He, Q. Zhang, and H. Zeng. 2024. “Social Support and Depressive Symptoms Among Migrant Elderly Following Children: The Chain Mediating Role of Resilience and Loneliness.” BMC Psychiatry 24: 898. https://doi.org/10.1186/s12888-024-06349-z.

[53]

Mabey, B.2020. “pyLDAvis.” Avalible from. https://github.com/bmabey/pyLDAvis.

[54]

MacKinnon, D. P.2008. Introduction to Statistical Mediation Analysis. Erlbaum.

[55]

Maes, M., S. A. Nelemans, S. Danneel, et al. 2019. “Loneliness and Social Anxiety Across Childhood and Adolescence: Multilevel Meta-Analyses of Cross-Sectional and Longitudinal Associations.” Developmental Psychology 55, no. 7: 1548–1565. https://doi.org/10.1037/dev0000719.

[56]

Maier, D., A. Waldherr, P. Miltner, et al. 2021. “Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology.” In Computational Methods for Communication Science, 13–38. Routledge.

[57]

Malli, M. A., S. Ryan, J. Maddison, and K. Kharicha. 2023. “Experiences and Meaning of Loneliness Beyond Age and Group Identity.” Sociology of Health & Illness 45, no. 1: 70–89. https://doi.org/10.1111/1467-9566.13539.

[58]

Mansfield, L., C. Victor, C. Meads, et al. 2021. “A Conceptual Review of Loneliness in Adults: Qualitative Evidence Synthesis.” International Journal of Environmental Research and Public Health 18, no. 21: 11522. https://doi.org/10.3390/ijerph182111522.

[59]

Martela, F., and M. F. Steger. 2016. “The Three Meanings of Meaning in Life: Distinguishing Coherence, Purpose, and Significance.” Journal of Positive Psychology 11: 531–545. https://doi.org/10.1080/17439760.2015.1137623.

[60]

Mental Health Foundation. 2022. “Loneliness and Mental Health Report, UK.” Available online. https://www.mentalhealth.org.uk/our-work/research/loneliness-and-mental-health-report-uk.

[61]

Milligan, C., A. Bingley, and A. Gatrell. 2016. “‘Healing and Feeling’: The Place of Emotions in Later Life.” In Emotional Geographies, 49–62. Routledge.

[62]

Moore, S., and C. Leung. 2002. “Young People's Romantic Attachment Styles and Their Associations With Well-Being.” Journal of Adolescence 25, no. 2: 243–255. https://doi.org/10.1006/jado.2002.0464.

[63]

Morbey, R. A., D. Todkill, H. E. Hughes, A. Charlett, and A. J. Elliot. 2025. “Evaluation of Age Groupings Used for Syndromic Surveillance.” medRxiv, 2025–01. https://doi.org/10.1101/2025.01.10.25320339.

[64]

Morlett Paredes, A., E. E. Lee, L. Chik, et al. 2021. “Qualitative Study of Loneliness in a Senior Housing Community: The Importance of Wisdom and Other Coping Strategies.” Aging & Mental Health 25: 559–566. https://doi.org/10.1080/13607863.2019.1699022.

[65]

Mund, M., M. M. Freuding, K. Möbius, N. Horn, and F. J. Neyer. 2020. “The Stability and Change of Loneliness Across the Life Span: A Meta-Analysis of Longitudinal Studies.” Personality and Social Psychology Review 24, no. 1: 24–52. https://doi.org/10.1177/1088868319850738.

[66]

Myin-Germeys, I., Z. Kasanova, T. Vaessen, et al. 2018. “Experience Sampling Methodology in Mental Health Research: New Insights and Technical Developments.” World Psychiatry 17, no. 2: 123–132. https://doi.org/10.1002/wps.20513.

[67]

Nunnally, J., and I. Bernstein. 1994. Psychometric Theory. 3rd ed. MacGraw-Hill.

[68]

Osborn, T., P. Weatherburn, and R. S. French. 2021. “Interventions to Address Loneliness and Social Isolation in Young People: A Systematic Review of the Evidence on Acceptability and Effectiveness.” Journal of Adolescence 93: 53–79. https://doi.org/10.1016/j.adolescence.2021.09.007.

[69]

Pan, H., P. Qualter, M. Barreto, H. Stegen, and S. Dury. 2023. “Loneliness in Older Migrants: Exploring the Role of Cultural Differences in Their Loneliness Experience.” International Journal of Environmental Research and Public Health 20, no. 4: 2785. https://doi.org/10.3390/ijerph20042785.

[70]

Park, C. L.2010. “Making Sense of the Meaning Literature: An Integrative Review of Meaning Making and Its Effects on Adjustment to Stressful Life Events.” Psychological Bulletin 136: 257–301. https://doi.org/10.1037/a0018301.

[71]

Pearce, E., P. Myles-Hooton, S. Johnson, et al. 2021. “Loneliness as an Active Ingredient in Preventing or Alleviating Youth Anxiety and Depression: A Critical Interpretative Synthesis Incorporating Principles From Rapid Realist Reviews.” Translational Psychiatry 11: 628. https://doi.org/10.1038/s41398-021-01740-w.

[72]

Pfeiffer, E.1975. Multidimensional Functional Assessment, the OARS Methodology: A Manual. Center for the Study of Aging and Human Development, Duke University.

[73]

Pikhartova, J., A. Bowling, and C. R. Victor. 2016. “Is Loneliness in Later Life a Self-Fulfilling Prophecy?” Aging & Mental Health 20, no. 5: 543–549. https://doi.org/10.1080/13607863.2015.1023767.

[74]

Pitman, A., F. Mann, and S. Johnson. 2018. “Advancing Our Understanding of Loneliness and Mental Health Problems in Young People.” Lancet Psychiatry 5, no. 12: 955–956. https://doi.org/10.1016/S2215-0366(18)30436-X.

[75]

Podsakoff, P. M., N. P. Podsakoff, L. J. Williams, C. Huang, and J. Yang. 2024. “Common Method Bias: It's Bad, It's Complex, It's Widespread, and It's Not Easy to Fix.” Annual Review of Organizational Psychology and Organizational Behavior 11: 17–61. https://doi.org/10.1146/annurev-orgpsych-110721-040030.

[76]

Podsakoff, P. M., S. B. MacKenzie, J. Y. Lee, and N. P. Podsakoff. 2003. “Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies.” Journal of Applied Psychology 88, no. 5: 879–903. https://doi.org/10.1037/0021-9010.88.5.879.

[77]

Preacher, K. J., and A. F. Hayes. 2008. “Asymptotic and Resampling Strategies for Assessing and Comparing Indirect Effects in Multiple Mediator Models.” Behavior Research Methods 40, no. 3: 879–891. https://doi.org/10.3758/brm.40.3.879.

[78]

Prizeman, K., N. Weinstein, and C. McCabe. 2023. “Effects of Mental Health Stigma on Loneliness, Social Isolation, and Relationships in Young People With Depression Symptoms.” BMC Psychiatry 23: 527. https://doi.org/10.1186/s12888-023-04991-7.

[79]

Prohaska, T., V. Burholt, A. Burns, et al. 2020. “Consensus Statement: Loneliness in Older Adults, the 21st Century Social Determinant of Health?” BMJ Open 10, no. 8: e034967. https://doi.org/10.1136/bmjopen-2019-034967.

[80]

Qin, Y., C. Victor, P. Qualter, and M. Barreto. 2024. “Understanding the Psychological, Relational, Sociocultural, and Demographic Predictors of Loneliness Using Explainable Machine Learning.” Stigma and Health. https://doi.org/10.1037/sah0000594.

[81]

Qualter, P., J. Vanhalst, R. Harris, et al. 2015. “Loneliness Across the Life Span.” Perspectives on Psychological Science 10, no. 2: 250–264. https://doi.org/10.1177/174569161556899.

[82]

Qualter, P., K. Petersen, M. Barreto, C. Victor, C. Hammond, and S. A. Arshad. 2021. “Exploring the Frequency, Intensity, and Duration of Loneliness: A Latent Class Analysis of Data From the BBC Loneliness Experiment.” International Journal of Environmental Research and Public Health 18, no. 22: 12027. https://doi.org/10.3390/ijerph182212027.

[83]

Rapolienė, G., and M. Aartsen. 2022. “Lonely Societies: Low Trust Societies? Further Explanations for National Variations in Loneliness Among Older Europeans.” European Journal of Ageing 19, no. 3: 485–494. https://doi.org/10.1007/s10433-021-00649-z.

[84]

Rhemtulla, M., P. É. Brosseau-Liard, and V. Savalei. 2012. “When Can Categorical Variables Be Treated as Continuous? A Comparison of Robust Continuous and Categorical SEM Estimation Methods Under Suboptimal Conditions.” Psychological Methods 17, no. 3: 354–373. https://doi.org/10.1037/a0029315.

[85]

Rodriguez, M., S. Pratt, B. W. Bellet, and R. J. McNally. 2025. “Solitude Can Be Good—If You See It as Such: Reappraisal Helps Lonely People Experience Solitude More Positively.” Journal of Personality 93, no. 1: 118–135. https://doi.org/10.1111/jopy.12887.

[86]

Russell, D., L. A. Peplau, and C. E. Cutrona. 1980. “The Revised UCLA Loneliness Scale: Concurrent and Discriminant Validity Evidence.” Journal of Personality and Social Psychology 39, no. 3: 472–480. https://doi.org/10.1037/0022-3514.39.3.472.

[87]

Sauer-Zavala, S., J. F. Boswell, M. W. Gallagher, K. H. Bentley, A. Ametaj, and D. H. Barlow. 2012. “The Role of Negative Affectivity and Negative Reactivity to Emotions in Predicting Outcomes in the Unified Protocol for the Transdiagnostic Treatment of Emotional Disorders.” Behaviour Research and Therapy 50, no. 9: 551–557. https://doi.org/10.1016/j.brat.2012.05.005.

[88]

Scheibe, S., and L. L. Carstensen. 2010. “Emotional Aging: Recent Findings and Future Trends.” Journals of Gerontology. Series B, Psychological Sciences and Social Sciences 65, no. 2: 135–144. https://doi.org/10.1093/geronb/gbp132.

[89]

Sholokhova, S., V. Bizzari, and T. Fuchs. 2022. “Exploring Phenomenological Interviews: Questions, Lessons Learned and Perspectives.” Phenomenology and the Cognitive Sciences 21, no. 1: 1–7. https://doi.org/10.1007/s11097-021-09799-y.

[90]

Shrestha, N.2020. “Detecting Multicollinearity in Regression Analysis.” American Journal of Applied Mathematics and Statistics 8, no. 2: 39–42. https://doi.org/10.12691/ajams-8-2-1.

[91]

Sievert, C., and K. Shirley. 2014. “LDAvis: A Method for Visualizing and Interpreting Topics.” In Proceedings of the International Working Conference on Advanced Visual Interfaces (pp. 63-70).

[92]

Soper, D. S.2025. “A-Priori Sample Size Calculator for Structural Equation Models [Software].” Available from. https://www.danielsoper.com/statcalc.

[93]

Srivastava, S., O. P. John, S. D. Gosling, and J. Potter. 2003. “Development of Personality in Early and Middle Adulthood: Set Like Plaster or Persistent Change?” Journal of Personality and Social Psychology 84, no. 5: 1041–1053. https://doi.org/10.1037/0022-3514.84.5.1041.

[94]

Suanet, B., J. Drewelies, S. Duezel, et al. 2024. “Historical Change in Trajectories of Loneliness in Old Age: Older Adults Today Are Less Lonely, but Do Not Differ in Their Age Trajectories.” Psychology and Aging 39, no. 4: 350–363. https://doi.org/10.1037/pag0000803.

[95]

Switsers, L., P. Qualter, H. Pan, et al. 2023. “Exploring the Demographic and Situational Characteristics of Older British People Experiencing Loneliness as Positive Within the BBC Loneliness Experiment.” Aging & Mental Health 27, no. 7: 1396–1402. https://doi.org/10.1080/13607863.2022.2088692.

[96]

Tan, M., A. Shallis, and E. Barkus. 2020. “Social Anhedonia and Social Functioning: Loneliness as a Mediator.” PsyCh Journal 9, no. 2: 280–289. https://doi.org/10.1002/pchj.344.

[97]

Tornstam, L.1997. “Gerotranscendence: The Contemplative Dimension of Aging.” Journal of Aging Studies 11, no. 2: 143–154. https://doi.org/10.1016/S0890-4065(97)90018-9.

[98]

Tornstam, L.2005. Gerotranscendence: A Developmental Theory of Positive Aging. Springer Publishing Company.

[99]

Tornstam, L.2011. “Maturing Into Gerotranscendence.” Journal of Transpersonal Psychology 43, no. 2: 166–180 Available from. https://www.atpweb.org/jtparchive/trps-43-11-02-000.pdf#page=56.

[100]

Tsai, F. F., and H. T. Reis. 2009. “Perceptions by and of Lonely People in Social Networks.” Personal Relationships 16, no. 2: 221–238. https://doi.org/10.1111/j.1475-6811.2009.01220.x.

[101]

Vedder, A., K. Boerner, J. E. Stokes, H. A. Schut, P. A. Boelen, and M. S. Stroebe. 2022. “A Systematic Review of Loneliness in Bereavement: Current Research and Future Directions.” Current Opinion in Psychology 43: 48–64. https://doi.org/10.1016/j.copsyc.2021.06.003.

[102]

Victor, C. R., and K. Yang. 2012. “The Prevalence of Loneliness Among Adults: A Case Study of the United Kingdom.” Journal of Psychology 146, no. 1–2: 85–104. https://doi.org/10.1080/00223980.2011.613875.

[103]

Victor, C., P. Qualter, and M. Barreto. 2019. “What Is Loneliness: Insights From the BBC Loneliness Experiment.” Innovation in Aging 3, no. Suppl 1: S373. https://doi.org/10.1093/geroni/igz038.1366.

[104]

Weinstein, N., M. Vuorre, M. Adams, and T. V. Nguyen. 2023. “Balance Between Solitude and Socializing: Everyday Solitude Time Both Benefits and Harms Well-Being.” Scientific Reports 13: 21160. https://doi.org/10.1038/s41598-023-44507-7.

[105]

Weiss, R.1975. Loneliness: The Experience of Emotional and Social Isolation. MIT Press.

[106]

Westland, J. C.2010. “Lower Bounds on Sample Size in Structural Equation Modeling.” Electronic Commerce Research and Applications 9, no. 6: 476–487. https://doi.org/10.1016/j.elerap.2010.07.003.

[107]

Wotherspoon, N.2024. “Compelled Loneliness and Necessitated Social Isolation: “It's Like Being on the Other Side of a Mirror, Just Looking in”.” Sociology of Health & Illness 46: 744–761. https://doi.org/10.1111/1467-9566.13732.

[108]

Xing, C., X. Zhang, and S. T. Cheng. 2017. “Would More Social Partners Lead to Enhanced Health? The Paradox Between Quantity and Quality.” PsyCh Journal 6, no. 3: 219–227. https://doi.org/10.1002/pchj.181.

[109]

Yesavage, J. A., T. L. Brink, T. L. Rose, et al. 1982. “Development and Validation of a Geriatric Depression Screening Scale: A Preliminary Report.” Journal of Psychiatric Research 17, no. 1: 37–49. https://doi.org/10.1016/0022-3956(82)90033-4.

[110]

Zheng, K., S. Johnson, R. Jarvis, et al. 2023. “The Experience of Loneliness Among International Students Participating in the BBC Loneliness Experiment: Thematic Analysis of Qualitative Survey Data.” Current Research in Behavioral Sciences 4: 100113. https://doi.org/10.1016/j.crbeha.2023.100113.

[111]

Zhou, H., and L. Long. 2004. “Statistical Remedies for Common Method Biases.” Advances in Psychological Science 12, no. 6: 942–950. https://doi.org/10.3969/j.issn.1671-3710.2004.06.018.

[112]

Zuckerman, M., B. Lubin, and C. M. Rinck. 1983. “Construction of New Scales for the Multiple Affect Adjective Check List.” Journal of Behavioral Assessment 5, no. 2: 119–129. https://doi.org/10.1007/BF01321444.

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