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Probabilistic Model to Analyze Patient Accessibility to Medical Facilities Using Geographic Information Systems

机译:使用地理信息系统分析患者对医疗机构可​​及性的概率模型

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In this study, we developed a probabilistic model to analyze patient accessibility to hospitals by using a geographic information system (GIS). In the consideration of patient accessibility, we do not have correct patient addresses because of the laws related to protection of a patient's personal information. Thus, we use a representational place in the city or the ZIP code of the area. However, this may lead to a decline in the accuracy of the analysis. In this study, we used a 500-m mesh map and obtained the population gender and age group data from the national census data, in order to estimate the patient accessibility to medical facilities in small areas. We calculated the probability that a patient lives in each mesh on the basis of the population gender and five-year age group data. We selected the appropriate mesh on the basis of this probability and investigated the time distance from the estimated mesh to each hospital by using a GIS. As a result, we calculated the time distance and its distribution by using the proposed method from limited available information. Further, we found that in the target cities, the average time distance to hospital calculated using the proposed method was longer than that calculated by using a previous method; the percentage of patients who took more time than the city average to reach a hospital by using the proposed method. This method is very useful when planning the geographical resource allocation of medical services.
机译:在这项研究中,我们开发了一个概率模型,通过使用地理信息系统(GIS)分析患者到医院的可及性。考虑到患者的可及性,由于与保护患者个人信息有关的法律,我们没有正确的患者地址。因此,我们使用城市中的代表性地点或该地区的邮政编码。但是,这可能会导致分析准确性下降。在这项研究中,我们使用了一个500米的网状地图,并从国家人口普查数据中获得了人口性别和年龄组数据,以便估计患者在小区域内使用医疗设施的可能性。我们根据人口性别和5岁年龄组的数据计算了患者生活在每个网格中的概率。我们根据此概率选择了合适的网格,并使用GIS调查了从估计网格到每个医院的时间距离。结果,我们从有限的可用信息中使用建议的方法计算了时间距离及其分布。此外,我们发现,在目标城市中,使用建议的方法计算的到医院的平均时间距离比使用以前的方法计算的要长。使用建议的方法花费时间超过城市平均时间的患者百分比。在规划医疗服务的地理资源分配时,此方法非常有用。

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