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描述性回归树分析成人自评健康的交叉预测因素:性别重要吗?对加拿大成年人的横断面研究。

Descriptive regression tree analysis of intersecting predictors of adult self-rated health: Does gender matter? A cross-sectional study of Canadian adults.

机构信息

School of Health Studies, Western University, London, ON, Canada.

Department of Public Health Sciences, Queen's University, Kingston, ON, Canada.

出版信息

PLoS One. 2023 Nov 14;18(11):e0293976. doi: 10.1371/journal.pone.0293976. eCollection 2023.

Abstract

BACKGROUND

While self-rated health (SRH) is a well-validated indicator, its alignment with objective health is inconsistent, particularly among women and older adults. This may reflect group-based differences in characteristics considered when rating health. Using a combination of SRH and satisfaction with health (SH) could capture lived realities for all, thus enabling a more accurate search for predictors of subjective health. With the combined measure of SRH and SH as the outcome we explore a range of characteristics that predict high SRH/SH compared with predictors of a low rating for either SRH or SH.

METHODS

Data were from the Canadian General Social Survey 2016 which includes participants 15 years of age and older. We performed classification and regression tree (CRT) analyses to identify the best combination of socioeconomic, behavioural, and mental health predictors of good SRH and health satisfaction.

RESULTS

Almost 85% of the population rated their health as good; however, 19% of those had low SH. Conversely, about 20% of those reporting poor SRH were, none-the-less, satisfied. CRT identified healthy eating, absence of a psychological disability, no work disability from long-term illness, and high resilience as the main predictors of good SRH/SH. Living with a spouse or children, higher social class and healthy behaviours also aligned with high scores in both self-perceived health measures. Sex was not a predictor.

CONCLUSIONS

Combining SRH and SH eliminated sex as a predictor of subjective health, and identified characteristics, particularly resilience, that align with high health and well-being and that are malleable.

摘要

背景

虽然自评健康(SRH)是一个经过充分验证的指标,但它与客观健康的一致性不一致,尤其是在女性和老年人中。这可能反映了在评估健康时考虑到的基于群体的特征差异。使用 SRH 和对健康的满意度(SH)的组合可以捕捉所有人的生活现实,从而能够更准确地寻找主观健康的预测因素。我们使用 SRH 和 SH 的综合衡量标准作为结果,探讨了一系列与 SRH 或 SH 评分低相比,能够预测 SRH/SH 评分高的特征。

方法

数据来自 2016 年加拿大综合社会调查,其中包括 15 岁及以上的参与者。我们进行了分类和回归树(CRT)分析,以确定预测良好 SRH 和健康满意度的社会经济、行为和心理健康预测因素的最佳组合。

结果

近 85%的人口认为自己的健康状况良好;然而,19%的人对健康的满意度较低。相反,大约 20%报告 SRH 不佳的人,尽管如此,他们对健康的满意度仍然很高。CRT 确定了健康饮食、没有心理残疾、没有因长期疾病导致的工作残疾以及高韧性是良好 SRH/SH 的主要预测因素。与配偶或子女一起生活、较高的社会阶层和健康行为也与自我感知健康测量的高分相一致。性别不是预测因素。

结论

将 SRH 和 SH 结合起来消除了性别作为主观健康的预测因素,并确定了一些特征,特别是韧性,与高健康和幸福感相关,并且具有可塑造性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dc36/10645330/99e747b8c7ae/pone.0293976.g001.jpg

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