Combinations of Stressors in Midlife: Examining Role and Domain Stressors Using Regression Trees and Random Forests

被引:25
作者
Scott, Stacey B. [1 ]
Whitehead, Brenda R. [2 ]
Bergeman, Cindy. S. [2 ]
Pitzer, Lindsay [2 ]
机构
[1] Penn State Univ, Ctr Hlth Aging, University Pk, PA 16802 USA
[2] Univ Notre Dame, Dept Psychol, Notre Dame, IN 46556 USA
来源
JOURNALS OF GERONTOLOGY SERIES B-PSYCHOLOGICAL SCIENCES AND SOCIAL SCIENCES | 2013年 / 68卷 / 03期
基金
美国国家卫生研究院;
关键词
Loneliness; Random forests; Regression trees; Stress; LATER LIFE; DEPRESSIVE SYMPTOMS; VARIABLE IMPORTANCE; PERCEIVED STRESS; NEGATIVE AFFECT; SOCIAL SUPPORT; BLOOD-PRESSURE; HEALTH; LONELINESS; EVENTS;
D O I
10.1093/geronb/gbs166
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Global perceptions of stress (GPS) have major implications for mental and physical health, and stress in midlife may influence adaptation in later life. Thus, it is important to determine the unique and interactive effects of diverse influences of role stress (at work or in personal relationships), loneliness, life events, time pressure, caregiving, finances, discrimination, and neighborhood circumstances on these GPS. Exploratory regression trees and random forests were used to examine complex interactions among myriad events and chronic stressors in middle-aged participants (N 410; mean age 52.12) GPS. Different role and domain stressors were influential at high and low levels of loneliness. Varied combinations of these stressors resulting in similar levels of perceived stress are also outlined as examples of equifinality. Loneliness emerged as an important predictor across trees. Exploring multiple stressors simultaneously provides insights into the diversity of stressor combinations across individualsueven those with similar levels of global perceived stressuand answers theoretical mandates to better understand the influence of stress by sampling from many domain and role stressors. Further, the unique influences of each predictor relative to the others inform theory and applied work. Finally, examples of equifinality and multifinality call for targeted interventions.
引用
收藏
页码:464 / 475
页数:12
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