Center for Healthy Aging, Pennsylvania State University, University Park, PA 16802, USA.
J Gerontol B Psychol Sci Soc Sci. 2013 May;68(3):464-75. doi: 10.1093/geronb/gbs166. Epub 2013 Jan 22.
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 individuals--even those with similar levels of global perceived stress--and 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.
全球压力感知(GPS)对身心健康有重大影响,中年时期的压力可能会影响晚年的适应能力。因此,确定角色压力(工作或人际关系中)、孤独感、生活事件、时间压力、照顾、财务、歧视和邻里环境等多种因素对 GPS 的独特和交互影响非常重要。
采用探索性回归树和随机森林来研究中年参与者(N=410;平均年龄=52.12 岁)GPS 中无数事件和慢性压力源之间的复杂相互作用。
不同的角色和领域压力源在孤独感高低水平上有影响。还列出了导致相似感知压力水平的这些压力源的各种组合,作为等终末性的例子。孤独感在整个树中都是一个重要的预测指标。
同时探索多种压力源可以深入了解个体之间压力源组合的多样性——即使是那些具有相似水平的全球感知压力的个体——并满足从多个领域和角色压力源中抽样以更好地理解压力影响的理论要求。此外,每个预测因子相对于其他预测因子的独特影响为理论和应用工作提供了信息。最后,等终末性和多终末性的例子需要有针对性的干预措施。