TIMESS a power analysis tool to estimate the number of locations and repeated measurements for seasonally and clustered mosquito surveys

IF 4.5 3区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Annals of Operations Research Pub Date : 2023-07-10 DOI:10.1007/s10479-023-05491-3
Luigi Sedda, Benjamin M. Taylor, Russell Cain, Élodie A. Vajda, Allison Tatarsky, Neil F. Lobo
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Abstract

Every day, hundreds of mosquito surveys are carried out around the world to inform policy and management decisions on how best to reduce or prevent the burden of mosquito-borne disease or mosquito nuisance. These surveys are usually time consuming and expensive. Mosquito surveillance is the essential component of vector management and control. However, surveillance is often carried out with a limited if not without a quantitative assessment of the sampling effort which can results in underpowered or overpowered studies, or certainly in overpowered studies when power analyses are carried out assuming independence in the measurements obtained from longitudinal and geographically proximal mosquito surveys. Many free, open-source and user-friendly tools to calculate statistical power are available, such as G*Power, glimmpse, powerandsamplesize.com website or R-cran packages (pwr and WebPower to name few of them). However, these tools may not be sufficient for powering mosquito surveys due to the additional properties of seasonal and spatially clustered repeated measurements required to reflect mosquito population dynamics. To facilitate power analysis for mosquito surveillance, we have developed TIMESS, a deployable browser-based Shiny app that estimates the number of repeated measurements and locations of mosquito surveys for a given effect size, power, significance level, seasonality and level of expected between-location clustering. In this article we describe TIMESS, its usage, strengths and limitations.

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TIMESS是一种功率分析工具,用于估计季节性和聚集性蚊子调查的地点数量和重复测量
每天,世界各地都要进行数以百计的蚊子调查,以便就如何最好地减少或预防蚊子传播疾病或蚊子滋扰的负担,为政策和管理决策提供信息。这些调查通常既耗时又昂贵。蚊子监测是病媒管理和控制的重要组成部分。然而,在进行监测时,如果没有对取样工作进行定量评估,则往往会对取样工作进行有限的评估,这可能会导致研究功率不足或功率过大,或者在进行功率分析时,假设从纵向和地理上临近的蚊虫调查中获得的测量值是独立的,则肯定会导致研究功率过大。目前有许多免费、开源和用户友好的工具可用于计算统计功率,如 G*Power、glimmpse、powerandsamplesize.com 网站或 R-cran 软件包(pwr 和 WebPower 就是其中的几个例子)。然而,由于反映蚊子种群动态所需的季节性和空间聚类重复测量的附加属性,这些工具可能不足以为蚊子调查提供动力。为了促进蚊子监测的功率分析,我们开发了 TIMESS,这是一个可部署的基于浏览器的 Shiny 应用程序,可在给定效应大小、功率、显著性水平、季节性和预期地点间聚类水平的情况下,估算蚊子调查的重复测量次数和地点。在本文中,我们将介绍 TIMESS 及其用途、优势和局限性。
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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来源期刊
Annals of Operations Research
Annals of Operations Research 管理科学-运筹学与管理科学
CiteScore
7.90
自引率
16.70%
发文量
596
审稿时长
8.4 months
期刊介绍: The Annals of Operations Research publishes peer-reviewed original articles dealing with key aspects of operations research, including theory, practice, and computation. The journal publishes full-length research articles, short notes, expositions and surveys, reports on computational studies, and case studies that present new and innovative practical applications. In addition to regular issues, the journal publishes periodic special volumes that focus on defined fields of operations research, ranging from the highly theoretical to the algorithmic and the applied. These volumes have one or more Guest Editors who are responsible for collecting the papers and overseeing the refereeing process.
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