University of Wollongong, School of Medicine, Wollongong NSW 2522, Australia.
Illawarra Health and Medical Research Institute, Wollongong NSW 2522, Australia.
Int J Environ Res Public Health. 2020 Jun 16;17(12):4297. doi: 10.3390/ijerph17124297.
Access to primary care is important for the identification, control and management of cardiometabolic risk factors (CMRFs). This study investigated whether differences in geographic access to primary care explained area-level variation in CMRFs.
Multilevel logistic regression models were used to derive the association between area-level access to primary care and seven discrete CMRFs after adjusting for individual and area-level co-variates. Two-step floating catchment area method was used to calculate the geographic access to primary care for the small areas within the study region.
Geographic access to primary care was inversely associated with low high density lipoprotein (OR 0.94, CI 0.91-0.96) and obesity (OR 0.91, CI 0.88-0.93), after adjusting for age, sex and area-level disadvantage. The intra-cluster correlation coefficient (ICCs) of all the fully adjusted models ranged between 0.4-1.8%, indicating low general contextual effects of the areas on CMRF distribution. The area-level variation in CMRFs explained by primary care access was ≤10.5%.
The findings of the study support proportionate universal interventions for the prevention and control of CMRFs, rather than any area specific interventions based on their primary care access, as the contextual influence of areas on all the analysed CMRFs were found to be minimal. The findings also call for future research that includes other aspects of primary care access, such as road-network access, financial affordability and individual-level acceptance of the services in order to gain an overall picture of the area-level contributing role of primary care on CMRFs in the study region.
初级保健的可及性对于识别、控制和管理心血管代谢风险因素(CMRFs)至关重要。本研究旨在调查初级保健的地理可及性是否可以解释 CMRFs 的区域水平差异。
使用多水平逻辑回归模型,在调整个体和区域水平协变量后,研究初级保健的区域水平可及性与七个离散 CMRFs 之间的关联。两步浮动集水面积法用于计算研究区域内小区域的初级保健地理可及性。
调整年龄、性别和区域劣势后,初级保健的地理可及性与低高密度脂蛋白(OR 0.94,CI 0.91-0.96)和肥胖(OR 0.91,CI 0.88-0.93)呈负相关。所有完全调整模型的组内相关系数(ICCs)在 0.4-1.8%之间,表明区域对 CMRF 分布的总体背景影响较小。初级保健可及性解释的 CMRF 区域水平差异≤10.5%。
该研究结果支持针对 CMRFs 的比例普遍干预措施,而不是基于初级保健可及性的任何特定区域干预措施,因为发现区域对所有分析的 CMRFs 的背景影响最小。研究结果还呼吁未来的研究包括初级保健可及性的其他方面,如道路网络可达性、财务可负担性和个人对服务的接受程度,以便全面了解初级保健在研究区域对 CMRFs 的区域贡献作用。