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Cortisol diurnal patterns, associations with depressive symptoms, and the impact of intervention in older adults: Results using modern robust methods aimed at dealing with low power due to violations of standard assumptions

机译:皮质醇的昼夜模式,与抑郁症状的关联以及干预对老年人的影响:使用现代稳健方法的结果旨在应对由于违反标准假设而导致的低功率

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Advances in salivary bioscience enable the widespread integration of biological measures into the behavioral and social sciences. While theoretical integration has progressed, much less attention has focused on analytical strategies and tactics. The statistical literature warns that common methods for comparing groups and studying associations can have relatively poor power compared to more modern robust techniques. Here we illustrate, in secondary data analyses using the USC Well Elderly II study (n=460, age 60-95, 66% female), that modern robust methods make a substantial difference when analyzing relations between salivary analyte and behavioral data. Analyses that deal with the diurnal pattern of cortisol and the association of the cortisol awakening response with depressive symptoms and physical well-being are reported. Non-significant results become significant when using improved methods for dealing with skewed distributions and outliers. Analytical strategies and tactics that employ modern robust methods have the potential to reduce the probability of both Type I and Type II errors in studies that compare salivary analytes between groups, across time, or examine associations with salivary analyte levels.
机译:唾液生物科学的进步使生物学措施广泛地融入了行为科学和社会科学。尽管理论整合取得了进展,但很少有注意力放在分析策略和战术上。统计文献警告说,与更先进的鲁棒技术相比,用于比较组和研究协会的常用方法的功能相对较差。在这里,我们使用USC Well Elderly II研究(n = 460,年龄在60-95岁,女性占66%)进行二次数据分析时,说明了分析唾液分析物与行为数据之间的关系时,现代可靠的方法会产生重大差异。据报道,分析涉及皮质醇的昼夜模式,以及皮质醇的唤醒反应与抑郁症状和身体健康的关系。当使用改进的方法来处理偏斜分布和离群值时,非显着结果变得很重要。在一段时间内比较各组之间唾液分析物或检查唾液分析物水平的关联性的研究中,采用现代可靠方法的分析策略和策略有可能降低I型和II型错误的可能性。

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