School of Mathematical Sciences, Universiti Sains Malaysia, Penang, Malaysia.
Department of Statistics, Government College University, Lahore, Pakistan.
Int J Qual Health Care. 2021 Apr 16;33(2). doi: 10.1093/intqhc/mzab062.
At the end of December 2019, the world in general and Wuhan, the industrial hub of China, in particular, experienced the COVID-19 pandemic. Massive increment of cases and deaths occurred in China and 209 countries in Europe, America, Australia, Asia and Pakistan. Pakistan was first hit by COVID-19 when a case was reported in Karachi on 26 February 2020. Several methods were presented to model the death rate due to the COVID-19 pandemic and to forecast the pinnacle of reported deaths. Still, these methods were not used in identifying the first day when Pakistan enters or exits the early exponential growth phase.
The present study intends to monitor variations in deaths and identify the growth phases such as pre-growth, growth, and post-growth phases in Pakistan due to the COVID-19 pandemic.
New approaches are needed that display the death patterns and signal an alarming situation so that corrective actions can be taken before the condition worsens. To meet this purpose, secondary data on daily reported deaths due to the COVID-19 pandemic have been considered, and the $c$ and exponentially weighted moving average (EWMA) control charts are used To meet this purpose, secondary data on daily reported deaths in Pakistan due to the COVID-19 pandemic have been considered. The $ c$ and exponentially weighted moving average (EWMA) control charts have been used for monitoring variations.
The chart shows that Pakistan switches from the pre-growth to the growth phase on 31 March 2020. The EWMA chart demonstrates that Pakistan remains in the growth phase from 31 March 2020 to 17 August 2020, with some indications signaling a decrease in deaths. It is found that Pakistan moved to a post-growth phase for a brief period from 27 July 2020 to 28 July 2020. Pakistan switches to re-growth phase with an alarm on 31/7/2020, right after the short-term post-growth phase. The number of deaths starts decreasing in August in that Pakistan may approach the post-growth phase shortly.
This amalgamation of control charts illustrates a systematic implementation of the charts for government leaders and forefront medical teams to facilitate the rapid detection of daily reported deaths due to COVID-19. Besides government and public health officials, it is also the public's responsibility to follow the enforced standard operating procedures as a temporary remedy of this pandemic in ensuring public safety while awaiting a suitable vaccine to be discovered.
2019 年 12 月底,全球,尤其是中国的工业中心武汉,经历了 COVID-19 大流行。中国和欧洲、美洲、澳大利亚、亚洲和巴基斯坦的 209 个国家的病例和死亡人数都大幅增加。2020 年 2 月 26 日,卡拉奇报告了首例病例,巴基斯坦首次受到 COVID-19 的打击。已经提出了几种方法来模拟 COVID-19 大流行的死亡率,并预测报告死亡人数的高峰。然而,这些方法并未用于确定巴基斯坦进入或退出早期指数增长阶段的第一天。
本研究旨在监测巴基斯坦 COVID-19 大流行导致的死亡人数变化,并确定增长阶段,如增长前、增长和增长后阶段。
需要新的方法来显示死亡模式,并发出警报情况,以便在情况恶化之前采取纠正措施。为此,考虑了 COVID-19 大流行期间巴基斯坦每日报告死亡人数的二级数据,并使用了 c 控制图和指数加权移动平均(EWMA)控制图。为此,考虑了 COVID-19 大流行期间巴基斯坦每日报告死亡人数的二级数据。c 控制图和指数加权移动平均(EWMA)控制图用于监测变化。
图表显示,巴基斯坦于 2020 年 3 月 31 日从增长前阶段过渡到增长阶段。EWMA 图表显示,巴基斯坦从 2020 年 3 月 31 日至 2020 年 8 月 17 日仍处于增长阶段,有一些迹象表明死亡人数有所下降。发现巴基斯坦在 2020 年 7 月 27 日至 2020 年 7 月 28 日期间短暂进入后增长阶段。2020 年 7 月 31 日,巴基斯坦进入重新增长阶段,并发出警报,紧接在后增长阶段之后。8 月死亡人数开始减少,表明巴基斯坦可能很快就会进入后增长阶段。
本研究将控制图相结合,为政府领导人和前线医疗团队提供了一种系统的实施图表的方法,以方便快速检测 COVID-19 每日报告的死亡人数。除了政府和公共卫生官员外,公众也有责任遵守强制标准操作程序,作为这种大流行的临时补救措施,以确保公众安全,同时等待发现合适的疫苗。