An Empirical Study on Human Leptospirosis Cases in the Western Province of Sri Lanka

S. R. Gnanapragasam
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引用次数: 3

Abstract

Leptospirosis is a zoonotic infectious disease in the world. It is growing as a major public health threat in Sri Lanka. The records in Sri Lanka show that, over 4000 cases were reported in the year 2016 in which nearly one fourth of total cases was reported only from the Western province. The objective of this study is to model leptospirosis cases in Western province of Sri Lanka using time series analysis. Since the purpose of forecasting is to plan the future activities, this study will support in term of planning the programmes of control for future. Appropriate tests were employed for the preliminary analysis to study the behavior of provinces-wise and district-wise distribution of leptospirosis cases in Sri Lanka. Seasonal Autoregressive Integrated Moving Average (SARIMA) models were developed using standard techniques. Diagnostic tests for tentatively fitted models were checked. In addition, for the purpose of selecting the best model, usual selection criteria were used. Finally, mean absolute percentage error was used to measure the accuracy of forecasting. The results show that, Western province (28.41%) is the mostly affected part of the island by human leptospirosis. Moreover, Gampaha (10.78%), Kalutara (9.59%) and Colombo (8.04%) districts in Western province are ranked among the first 5 districts of Sri Lanka based on average number of recorded cases. The accuracy of the fitted SARIMA(1, 0, 0)(0, 1, 1)12 model is over 85%. Therefore, it can be used to forecast future leptospirosis cases in the Western province. Based on the fitted model, the expected number of new cases in the Western province for the year 2017 is estimated to be 1168.
斯里兰卡西部省人类钩端螺旋体病病例的实证研究
钩端螺旋体病是一种世界性的人畜共患传染病。它正在成为斯里兰卡的一个主要公共卫生威胁。斯里兰卡的记录显示,2016年报告了4000多例病例,其中近四分之一的病例仅来自西部省。本研究的目的是利用时间序列分析对斯里兰卡西部省的钩端螺旋体病病例进行建模。由于预测的目的是规划未来的活动,这项研究将有助于规划未来的管制方案。初步分析采用了适当的测试方法,以研究斯里兰卡钩端螺旋体病病例在各省和地区分布的行为。采用标准技术建立了季节自回归综合移动平均(SARIMA)模型。对初步拟合模型的诊断试验进行了检查。此外,为了选择最佳模型,采用了常用的选择标准。最后用平均绝对百分比误差来衡量预测的准确性。结果表明,西部省(28.41%)是全岛人钩端螺旋体病发病最严重的地区。此外,西部省的甘帕哈区(10.78%)、卡鲁塔拉区(9.59%)和科伦坡区(8.04%)按记录病例的平均数量排在斯里兰卡前5位。拟合的SARIMA(1,0,0)(0,1,1)12模型的精度在85%以上。因此,可用于预测西部省份未来钩端螺旋体病病例。根据拟合模型,2017年西部省预计新增病例数估计为1168例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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