Literature DB >> 34497297

A Continuum Deformation Approach for Growth Analysis of COVID-19 in the United States.

Sadra Hemmati1, Hossein Rastgoftar2.   

Abstract

The COVID-19 global pandemic has significantly impacted every aspect of life all over the world. The United States is reported to have suffered more than 20% of the global casualties from this pandemic. It is imperative to investigate the growth dynamics of the disease in the US based on varying geographical and governmental factors that best manifest itself in each State of the Country. This paper utilizes a hybrid machine learning and continuum deformation-based approach for analyzing the stability and growth rate of the pandemic. To this end, principal stress values of the pandemic continuum body are obtained using Mohr's Circle method and overlapping, moving windows of data are analysed successively. This helps in finding the correlations between the growth rate and Governments' action/Public's reaction. Government actions include "state of emergency", "shelter at place", and "phase declarations". We also consider the vaccination rate milestones, which shows us the coordinated Governments' action/Public's reaction. Finally, a number of recommendations are made to the Governments and people for better management of future pandemics.
© 2021. The Author(s).

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Year:  2021        PMID: 34497297      PMCID: PMC8426374          DOI: 10.1038/s41598-021-97021-z

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.996


  10 in total

1.  COVID-19 outbreak on the Diamond Princess cruise ship: estimating the epidemic potential and effectiveness of public health countermeasures.

Authors:  J Rocklöv; H Sjödin; A Wilder-Smith
Journal:  J Travel Med       Date:  2020-05-18       Impact factor: 8.490

Review 2.  The reproductive number of COVID-19 is higher compared to SARS coronavirus.

Authors:  Ying Liu; Albert A Gayle; Annelies Wilder-Smith; Joacim Rocklöv
Journal:  J Travel Med       Date:  2020-03-13       Impact factor: 8.490

3.  Growth Rate and Acceleration Analysis of the COVID-19 Pandemic Reveals the Effect of Public Health Measures in Real Time.

Authors:  Yuri Tani Utsunomiya; Adam Taiti Harth Utsunomiya; Rafaela Beatriz Pintor Torrecilha; Silvana de Cássia Paulan; Marco Milanesi; José Fernando Garcia
Journal:  Front Med (Lausanne)       Date:  2020-05-22

4.  State-level tracking of COVID-19 in the United States.

Authors:  H Juliette T Unwin; Swapnil Mishra; Valerie C Bradley; Axel Gandy; Thomas A Mellan; Helen Coupland; Jonathan Ish-Horowicz; Michaela A C Vollmer; Charles Whittaker; Sarah L Filippi; Xiaoyue Xi; Mélodie Monod; Oliver Ratmann; Michael Hutchinson; Fabian Valka; Harrison Zhu; Iwona Hawryluk; Philip Milton; Kylie E C Ainslie; Marc Baguelin; Adhiratha Boonyasiri; Nick F Brazeau; Lorenzo Cattarino; Zulma Cucunuba; Gina Cuomo-Dannenburg; Ilaria Dorigatti; Oliver D Eales; Jeffrey W Eaton; Sabine L van Elsland; Richard G FitzJohn; Katy A M Gaythorpe; William Green; Wes Hinsley; Benjamin Jeffrey; Edward Knock; Daniel J Laydon; John Lees; Gemma Nedjati-Gilani; Pierre Nouvellet; Lucy Okell; Kris V Parag; Igor Siveroni; Hayley A Thompson; Patrick Walker; Caroline E Walters; Oliver J Watson; Lilith K Whittles; Azra C Ghani; Neil M Ferguson; Steven Riley; Christl A Donnelly; Samir Bhatt; Seth Flaxman
Journal:  Nat Commun       Date:  2020-12-03       Impact factor: 14.919

5.  The Immediate Effect of COVID-19 Policies on Social-Distancing Behavior in the United States.

Authors:  Rahi Abouk; Babak Heydari
Journal:  Public Health Rep       Date:  2021-01-05       Impact factor: 2.792

6.  Aerosol and Surface Stability of SARS-CoV-2 as Compared with SARS-CoV-1.

Authors:  Neeltje van Doremalen; Trenton Bushmaker; Dylan H Morris; Myndi G Holbrook; Amandine Gamble; Brandi N Williamson; Azaibi Tamin; Jennifer L Harcourt; Natalie J Thornburg; Susan I Gerber; James O Lloyd-Smith; Emmie de Wit; Vincent J Munster
Journal:  N Engl J Med       Date:  2020-03-17       Impact factor: 91.245

7.  Effective containment explains subexponential growth in recent confirmed COVID-19 cases in China.

Authors:  Benjamin F Maier; Dirk Brockmann
Journal:  Science       Date:  2020-04-08       Impact factor: 47.728

8.  The effect of travel restrictions on the spread of the 2019 novel coronavirus (COVID-19) outbreak.

Authors:  Matteo Chinazzi; Jessica T Davis; Marco Ajelli; Corrado Gioannini; Maria Litvinova; Stefano Merler; Ana Pastore Y Piontti; Kunpeng Mu; Luca Rossi; Kaiyuan Sun; Cécile Viboud; Xinyue Xiong; Hongjie Yu; M Elizabeth Halloran; Ira M Longini; Alessandro Vespignani
Journal:  Science       Date:  2020-03-06       Impact factor: 47.728

Review 9.  Estimating epidemic exponential growth rate and basic reproduction number.

Authors:  Junling Ma
Journal:  Infect Dis Model       Date:  2020-01-08

10.  Seasonality and uncertainty in global COVID-19 growth rates.

Authors:  Cory Merow; Mark C Urban
Journal:  Proc Natl Acad Sci U S A       Date:  2020-10-13       Impact factor: 11.205

  10 in total
  1 in total

1.  Impact of COVID-19 social distancing on medical research from the perspective of postgraduate students: a cross-sectional online survey.

Authors:  Chen Dong; Zhou Yu; Wei Liu; Yu Zhang; Zhe Zhang; Lei Zhang; Zhiwei Cui; Xiao Fan; Yuhan Zhu; Han Peng; Botao Gao; Xianjie Ma
Journal:  PeerJ       Date:  2022-05-12       Impact factor: 3.061

  1 in total

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