605
Views
4
CrossRef citations to date
0
Altmetric
Adversity and Resilience

Psychological characteristics and stress differentiate between high from low health trajectories in later life: a machine learning analysis

ORCID Icon, , ORCID Icon, ORCID Icon &
Pages 1098-1107 | Received 06 Oct 2018, Accepted 14 Feb 2019, Published online: 05 Mar 2019

References

  • Aldwin, C. M., Spiro, A., III, Levenson, M. R., & Cupertino, A. P. (2001). Longitudinal findings from the normative aging study: III. Personality, individual health trajectories, and mortality. Psychology and Aging, 16(3), 450.
  • Bullinger, M., Kirchberger, I., & Ware, J. (1995). Der deutsche SF-36 Health Survey Übersetzung und psychometrische Testung eines krankheitsübergreifenden Instruments zur Erfassung der gesundheitsbezogenen Lebensqualität. Journal of Public Health, 3(1), 21.
  • Chang, W. C., Lu, F. P., Lan, T. Y., & Wu, S. C. (2013). Multidimensional health-transition patterns among a middle-aged and older population. Geriatrics & Gerontology International, 13(3), 571–579.
  • Clipp, E. C., Pavalko, E. K., & Elder, G. H. (1992). Trajectories of health: In concept and empirical pattern. Behavior, Health, & Aging, 2(3): 159–179.
  • Cosco, T. D., Prina, A. M., Perales, J., Stephan, B. C., & Brayne, C. (2014). Operational definitions of successful aging: A systematic review. International Psychogeriatrics, 26(03), 373–381.
  • Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75.
  • Dodge, H. H., Du, Y., Saxton, J. A., & Ganguli, M. (2006). Cognitive domains and trajectories of functional independence in nondemented elderly persons. The Journals of Gerontology Series A: Biological Sciences and Medical Sciences, 61(12), 1330–1337.
  • Fergusson, D. M., McLeod, G. F., & Horwood, L. J. (2013). Childhood sexual abuse and adult developmental outcomes: Findings from a 30-year longitudinal study in New Zealand. Child Abuse & Neglect, 37(9), 664–674.
  • Fydrich, T., Sommer, G., Tydecks, S., & Brähler, E. (2009). Fragebogen zur sozialen unterstützung (F-SozU): Normierung der Kurzform (K-14). Zeitschrift Für Medizinische Psychologie, 18(1), 43–48.
  • Gast, U., Rodewald, F., Benecke, H., & Driessen, M. (2001). Deutsche Bearbeitung des Childhood Trauma Questionnaire (unautorisiert). Hannover: Medizinische Hochschule.
  • Genolini, C., Alacoque, X., Sentenac, M., & Arnaud, C. (2015). kml and kml3d: R packages to cluster longitudinal data. Journal of Statistical Software, 65(4): 1–34.
  • Genolini, C., Pingault, J. B., Driss, T., Côté, S., Tremblay, R. E., Vitaro, F., … Falissard, B. (2013). KmL3D: a non-parametric algorithm for clustering joint trajectories. Comput Methods Programs Biomed, 109(1), 104–111.
  • Glaesmer, H., Grande, G., Braehler, E., & Roth, M. (2011). The German version of the satisfaction with life scale (SWLS). European Journal of Psychological Assessment, 27(2): 127–132.
  • Glaesmer, H., Rief, W., Martin, A., Mewes, R., Brähler, E., Zenger, M., & Hinz, A. (2012). Psychometric properties and population‐based norms of the Life Orientation Test Revised (LOT‐R). British Journal of Health Psychology, 17(2), 432–445.
  • Höltge , J., Mc Gee, S. L., & Thoma, M. V. (2018). The curvilinear relationship of early-life adversity and successful aging: the mediating role of mental health. Aging Mental Health, 1–10. doi:10.1080/13607863.2018.1433635
  • Hothorn, T., Buhlmann, P., Dudoit, S., Molinaro, A., & van der Laan, M. J. (2006). Survival ensembles. Biostatistics, 7(3), 355–373.
  • Hothorn, T., Hornik, K., & Zeileis, A. (2006). Unbiased Recursive Partitioning: A Conditional Inference Framework. Journal of Computational and Graphical Statistics, 15(3), 651–674.
  • Hsu, H. C., & Jones, B. L. (2012). Multiple trajectories of successful aging of older and younger cohorts. The Gerontologist, 52(6), 843–856.
  • Hupfeld, J., & Ruffieux, N. (2011). Validierung einer deutschen version der Self-Compassion Scale (SCS-D). Zeitschrift Für Klinische Psychologie Und Psychotherapie, 40(2):115–123.
  • Kessler, R. C., McLaughlin, K. A., Green, J. G., Gruber, M. J., Sampson, N. A., Zaslavsky, A. M., … Williams, D. R. (2010). Childhood adversities and adult psychopathology in the WHO World Mental Health Surveys. British Journal of Psychiatry, 197(05), 378–385.
  • Kleineidam, L., Thoma, M. V., Maercker, A., Bickel, H., Mösch, E., Hajek, A., … Luck, T. (2018). What is successful aging? A psychometric validation study of different construct definitions. Gerontologist, doi:https://doi.org/10.1093/geront/gny083
  • Klinitzke, G., Romppel, M., Häuser, W., Brähler, E., & Glaesmer, H. (2012). The German Version of the Childhood Trauma Questionnaire (CTQ): psychometric characteristics in a representative sample of the general population. Psychotherapie, Psychosomatik, Medizinische Psychologie, 62(02), 47–51.
  • Krohne, H. W., Egloff, B., Kohlmann, C.-W., & Tausch, A. (1996). Untersuchungen mit einer deutschen Version der" Positive and Negative Affect Schedule"(PANAS). Diagnostica-Gottingen, 42, 139–156.
  • Kuhn, M., & Johnson, K. (2013). Applied Predictive Modeling. New York, Heidelberg, Dordrecht, London: Springer.
  • Kuhn, M., Wing, J., Weston, S., Williams, A., Keefer, C., Engelhardt, A., … Candan, C. (2016). caret: Classification and Regression Training. R package version 6.0-70. Retrieved from https://cran.r-project.org/package=caret
  • Liang, J., Wang, C. N., Xu, X., Hsu, H. C., Lin, H. S., & Lin, Y. H. (2010). Trajectory of functional status among older Taiwanese: Gender and age variations. Soc Sci Med, 71(6), 1208–1217.
  • Luszczynska, A., Scholz, U., & Schwarzer, R. (2005). The general self-efficacy scale: multicultural validation studies. Journal of Psychology, 139(5), 439–457.
  • Mc Gee, S. L., Höltge, J., Maercker, A., & Thoma, M. V. (2018). Evaluation of the revised Sense of Coherence scale in a sample of older adults: A means to assess resilience aspects. Aging & Mental Health, 22(11), 1438–1447. doi:10.1080/13607863.2017.1364348.
  • Mc Gee, S. L., Höltge, J., Maercker, A., & Thoma, M. V. (2018). Sense of coherence and stress-related resilience: Investigating the mediating and moderating mechanisms in the development of resilience following stress or adversity. Frontiers in Psychiatry, 9, 378.
  • Mirowsky, J., & Ross, C. E. (2005). Education, cumulative advantage, and health. Ageing International, 30(1), 27–62.
  • Morfeld, M., Bullinger, M., Nantke, J., & Brähler, E. (2005). The version 2.0 of the SF-36 Health Survey: results of a population-representative study. Sozial- Und Präventivmedizin Spm, 50(5), 292–300.
  • Neff, K. (2003). Self-compassion: An alternative conceptualization of a healthy attitude toward oneself. Self and Identity, 2(2), 85–101.
  • Pan, L. Y., Hsu, H. C., Chang, W. C., & Luh, D. L. (2015). Trajectories of physical activity and risk factors among Taiwanese older adults. International Journal of Behavioral Medicine, 22(1), 62–69.
  • Petrowski, K., Paul, S., Albani, C., & Brähler, E. (2012). Factor structure and psychometric properties of the Trier Inventory for Chronic Stress (TICS) in a representative German sample. BMC Medical Research Methodology, 12(1), 42.
  • R Core Team (2016). A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing.
  • Raes, F., Pommier, E., Neff, K. D., & Van Gucht, D. (2011). Construction and factorial validation of a short form of the self‐compassion scale. Clinical Psychology & Psychotherapy, 18(3), 250–255.
  • Rammstedt, B. (2007). The 10-item big five inventory. European Journal of Psychological Assessment, 23(3), 193–201.
  • Rammstedt, B., & John, O. P. (2007). Measuring personality in one minute or less: A 10-item short version of the Big Five Inventory in English and German. Journal of Research in Personality, 41(1), 203–212.
  • Rodin, J., & McAvay, G. (1992). Determinants of change in perceived health in a longitudinal study of older adults. Journal of Gerontology, 47(6), P373–P384.
  • Rutter, M. (2012). Resilience as a dynamic concept. Development and Psychopathology, 24(2), 335–344.
  • Scheier, M. F., Carver, C. S., & Bridges, M. W. (1994). Distinguishing optimism from neuroticism (and trait anxiety, self-mastery, and self-esteem): A reevaluation of the Life Orientation Test. Journal of Personality and Social Psychology, 67(6), 1063.
  • Schulz, P., & Schlotz, W. (1999). Trierer Inventar zur Erfassung von chronischem Sre (TICS): Skalenkonstruktion, teststatistische Überprüfung und Validierung der Skala Arbeitsüberlastung. Diagnostica, 45:8–19.
  • Schulz, P., Schlotz, W., & Becker, P. (2004). Trierer Inventar zum Chronischen Stress (TICS)[Trier Inventory for Chronic Stress (TICS)]. Göttingen, Germany: Hogrefe.
  • Schumacher, J., Leppert, K., Gunzelmann, T., Strauß, B., & Brähler, E. (2005). Die Resilienzskala–Ein Fragebogen zur Erfassung der psychischen Widerstandsfähigkeit als Personmerkmal. Zeitschrift für Klinische Psychologie, Psychiatrie und Psychotherapie, 53(1), 16–39.
  • Schwarzer, R., & Jerusalem, M. (2010). The general self-efficacy scale (GSE). Anxiety Stress Coping, 12, 329–345.
  • Seeman, T. E., Lusignolo, T. M., Albert, M., & Berkman, L. (2001). Social relationships, social support, and patterns of cognitive aging in healthy, high-functioning older adults: MacArthur studies of successful aging. Health Psychology, 20(4), 243–255.
  • Stekhoven, D. J., & Bühlmann, P. (2012). MissForest - non-parametric missing value imputation for mixed-type data. Bioinformatics, 28(1), 112–118.
  • Steptoe, A., Dockray, S., & Wardle, J. (2009). Positive affect and psychobiological processes relevant to health. Journal of Personality, 77(6), 1747–1776.
  • Steptoe, A., Wright, C., Kunz‐Ebrecht, S. R., & Iliffe, S. (2006). Dispositional optimism and health behaviour in community‐dwelling older people: Associations with healthy ageing. British Journal of Health Psychology, 11(1), 71–84.
  • Strobl, C., Boulesteix, A. L., Zeileis, A., & Hothorn, T. (2007). Bias in random forest variable importance measures: illustrations, sources and a solution. BMC Bioinformatics, 8, 25.
  • Tang, A., Van Lieshout, R. J., Lahat, A., Duku, E., Boyle, M. H., Saigal, S., & Schmidt, L. A. (2017). Shyness Trajectories across the First Four Decades Predict Mental Health Outcomes. Journal of Abnormal Child Psychology, 45(8), 1621–1633.
  • Terracciano, A., Sutin, A. R., An, Y., O'Brien, R. J., Ferrucci, L., Zonderman, A. B., & Resnick, S. M. (2014). Personality and risk of Alzheimer’s disease: new data and meta-analysis. Alzheimer’s & Dementia : The Journal of the Alzheimer’s Association, 10(2), 179–186.
  • Thoits, P. A. (2010). Stress and health: Major findings and policy implications. Journal of Health and Social Behavior, 51(1_suppl), S41–S53.
  • Touw, W. G., Bayjanov, J. R., Overmars, L., Backus, L., Boekhorst, J., Wels, M., & van Hijum, S. A. (2013). Data mining in the Life Sciences with Random Forest: a walk in the park or lost in the jungle? Briefings in Bioinformatics, 14(3), 315–326.
  • Uchino, B. N. (2006). Social support and health: a review of physiological processes potentially underlying links to disease outcomes. Journal of Behavioral Medicine, 29(4), 377–387.
  • von Collani, G., & Herzberg, P. Y. (2003). Eine revidierte Fassung der deutschsprachigen Skala zum Selbstwertgefühl von Rosenberg. Zeitschrift Für Differentielle Und Diagnostische Psychologie, 24(1), 3–7.
  • von Humboldt, S., Monteiro, A., & Leal, I. P. (2017). Validation of the PANAS: A measure of positive and negative affect for use with cross-national older adults. Review of European Studies, 9(2), 10–19.
  • Wagnild, G., & Young, H. (1993). Development and psychometric evaluation of the Resilience Scale. Journal of Nursing Measurement, 1(2), 165–178.
  • Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: The PANAS scales. Journal of Personality and Social Psychology, 54(6), 1063.
  • Wickrama, K. K., Mancini, J. A., Kwag, K., & Kwon, J. (2013). Heterogeneity in multidimensional health trajectories of late old years and socioeconomic stratification: A latent trajectory class analysis. The Journal of Gerontology. Series B, Psychological Sciences and Social Sciences, 68(2), 290–297.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.