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10.1007/s10182-022-00439-7 http://scihub22266oqcxt.onion/10.1007/s10182-022-00439-7 35432617!8988552!35432617     free     free     free Deprecated: Implicit conversion from float 233.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534       Adv+Stat+Anal 2022 ; 106 (3): 349-382 Nephropedia Template TP {{tp|p=35432617|t=2022. On the role of data, statistics and decisions in a pandemic |pdf=|usr=}}{{35432617}} gab.com Text On the role of data, statistics and decisions in a pandemic JO: Adv Stat Anal http://www.kidney.de/pget.php?&tw=1&pmid=35432617 #FOAvip A pandemic poses particular challenges to decision-making because of the need to continuously adapt decisions to rapidly changing evidence and available data. For example, which countermeasures are appropriate at a particular stage of the pandemic? How can the severity of the pandemic be measured? What is the effect of vaccination in the population and which groups should be vaccinated first? The process of decision-making starts with data collection and modeling and continues to the dissemination of results and the subsequent decisions taken. The goal of this paper is to give an overview of this process and to provide recommendations for the different steps from a statistical perspective. In particular, we discuss a range of modeling techniques including mathematical, statistical and decision-analytic models along with their applications in the COVID-19 context. With this overview, we aim to foster the understanding of the goals of these modeling approaches and the specific data requirements that are essential for the interpretation of results and for successful interdisciplinary collaborations. A special focus is on the role played by data in these different models, and we incorporate into the discussion the importance of statistical literacy and of effective dissemination and communication of findings. Twit Text FOAVip On the role of data, statistics and decisions in a pandemic ????Adv Stat Anal http://www.kidney.de/pget.php?&tw=1&pmid=35432617 #FOAvip Twit Text # Free Paper on # # # # # LINK http://www.kidney.de/pget.php?&tw=1&pmid=35432617 #FOAvip English Wikipedia <ref>{{Cite pmid|35432617}}</ref> On the role of data, statistics and decisions in a pandemic #MMPMID35432617 Jahn B; Friedrich S; Behnke J; Engel J; Garczarek U; Munnich R; Pauly M; Wilhelm A; Wolkenhauer O; Zwick M; Siebert U; Friede T Adv Stat Anal 2022[]; 106 (3): 349-382 PMID35432617show ga A pandemic poses particular challenges to decision-making because of the need to continuously adapt decisions to rapidly changing evidence and available data. For example, which countermeasures are appropriate at a particular stage of the pandemic? How can the severity of the pandemic be measured? What is the effect of vaccination in the population and which groups should be vaccinated first? The process of decision-making starts with data collection and modeling and continues to the dissemination of results and the subsequent decisions taken. The goal of this paper is to give an overview of this process and to provide recommendations for the different steps from a statistical perspective. In particular, we discuss a range of modeling techniques including mathematical, statistical and decision-analytic models along with their applications in the COVID-19 context. With this overview, we aim to foster the understanding of the goals of these modeling approaches and the specific data requirements that are essential for the interpretation of results and for successful interdisciplinary collaborations. A special focus is on the role played by data in these different models, and we incorporate into the discussion the importance of statistical literacy and of effective dissemination and communication of findings. äOn the role of data, statistics and decisions in a pandemic (epmc).pdf DeepDyve Pubget Overpricing