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Geographic information system-based evaluation of spatial accessibility to maternal health facilities in Siaya County, Kenya

机译:基于地理信息系统的肯尼亚Siaya县孕产妇保健设施空间可及性评估

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Maternal mortality is a major problem in middle-income and low-income countries, and the availability and accessibility of healthcare facilities offering safe delivery is important in averting maternal deaths. Siaya County, in Kenya, has one of the highest maternal mortality rates in the country-far more than the national average. This study aimed to evaluate geographic access to health facilities offering delivery services in Siaya County. A mixed-methods approach incorporating geographic information system analysis and individual data from semi-structured interviews was used to derive travel time maps to facilities using different travel scenarios: AccessMod5 and ArcGIS were used for these tasks. The derived maps were then linked to georeferenced household survey data in a multilevel logistic regression model in R to predict the probability of expectant women delivering in a health facility. Based on the derived travel times, 26 per cent (13,140) and 67 per cent (32,074) of the estimated 46,332 pregnant women could reach any facility within one and two hours, respectively, while walking with the percentage falling to seven per cent (3,415) and 20 per cent (8,845) when considering referral facilities. Motorised transport significantly increased coverage. The findings revealed that the predicted probability of a pregnant woman delivering in a health facility ranged between 0.14 and 0.86. Significant differences existed in access levels with transportation-based interventions significantly increasing coverage. The derived maps can help health policy planners identify underserved areas and monitor future reductions in inequalities. This work has theoretical implications for conceptualising healthcare accessibility besides advancing the literature on mixed methodologies.
机译:在中等收入和低收入国家,产妇死亡率是一个主要问题,提供安全分娩的医疗设施的可用性和可及性对于避免产妇死亡至关重要。肯尼亚的Siaya县是该国孕产妇死亡率最高的国家之一,远高于全国平均水平。这项研究旨在评估在Siaya县提供医疗服务的医疗机构的地理条件。结合了地理信息系统分析和来自半结构化访谈的单个数据的混合方法,可以使用不同的出差场景得出前往设施的出行时间图:AccessMod5和ArcGIS用于这些任务。然后将派生的地图与R中的多级Logistic回归模型中的地理参考家庭调查数据链接,以预测孕妇在医疗机构中分娩的可能性。根据得出的旅行时间,估计的46,332名孕妇中,有26%(13,140)和67%(32,074)可以分别在一个小时和两个小时内到达任何设施,而步行的百分比下降到7%(3,415) )和20%(8,845)(考虑转介)。机动运输大大增加了覆盖范围。研究结果表明,孕妇在医疗机构分娩的预期概率在0.14至0.86之间。准入水平存在显着差异,基于交通的干预措施大大增加了覆盖面。派生的地图可以帮助卫生政策规划人员确定服务不足的地区,并监测未来不平等现象的减少。这项工作除了推进有关混合方法的文献研究之外,还对概念化医疗可及性具有理论意义。

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