School of Geography and Environmental Science, University of Southampton, Southampton, UK.
WorldPop Research Group, School of Geography and Environmental Science, University of Southampton, Southampton, UK.
Trop Med Int Health. 2020 Sep;25(9):1044-1054. doi: 10.1111/tmi.13460. Epub 2020 Jul 18.
This study aimed at using survey data to predict skilled attendance at birth (SBA) across Ghana from healthcare quality and health facility accessibility.
Through a cross-sectional, observational study, we used a random intercept mixed effects multilevel logistic modelling approach to estimate the odds of having SBA and then applied model estimates to spatial layers to assess the probability of SBA at high-spatial resolution across Ghana. We combined data from the Demographic and Health Survey (DHS), routine birth registers, a service provision assessment of emergency obstetric care services, gridded population estimates and modelled travel time to health facilities.
Within an hour's travel, 97.1% of women sampled in the DHS could access any health facility, 96.6% could reach a facility providing birthing services, and 86.2% could reach a secondary hospital. After controlling for characteristics of individual women, living in an urban area and close proximity to a health facility with high-quality services were significant positive determinants of SBA uptake. The estimated variance suggests significant effects of cluster and region on SBA as 7.1% of the residual variation in the propensity to use SBA is attributed to unobserved regional characteristics and 16.5% between clusters within regions.
Given the expansion of primary care facilities in Ghana, this study suggests that higher quality healthcare services, as opposed to closer proximity of facilities to women, is needed to widen SBA uptake and improve maternal health.
本研究旨在利用调查数据,从医疗质量和医疗设施可及性方面预测加纳的熟练接生率(SBA)。
通过横断面观察性研究,我们采用随机截距混合效应多级逻辑模型方法来估计获得 SBA 的几率,然后将模型估计值应用于空间层,以评估加纳高空间分辨率下 SBA 的概率。我们将来自人口与健康调查(DHS)、常规出生登记、紧急产科护理服务提供情况评估、网格化人口估计和模拟到医疗机构的旅行时间的数据进行了结合。
在 1 小时的行程内,DHS 中抽样的 97.1%的妇女可以获得任何医疗设施,96.6%的妇女可以到达提供分娩服务的设施,86.2%的妇女可以到达二级医院。在控制了妇女个体特征后,居住在城市地区和靠近提供高质量服务的医疗机构的妇女,其 SBA 使用率显著更高。估计的方差表明,集群和地区对 SBA 有显著影响,因为 SBA 倾向的残余变异的 7.1%归因于未观察到的地区特征,而 16.5%归因于地区内的集群之间。
鉴于加纳初级保健设施的扩张,本研究表明,需要提高医疗服务质量,而不是增加设施与妇女的接近程度,以扩大 SBA 的使用率并改善产妇健康。