Literature DB >> 33605383

Feasibility of very short-term forecast models for COVID-19 hospital-based surveillance.

Edson Zangiacomi Martinez1, Afonso Dinis Costa Passos1,2, Antônio Fernando Cinto2, Andreia Cássia Escarso2, Rosane Aparecida Monteiro1, Jorgete Maria E Silva2, Fernando Bellissimo-Rodrigues1,2, Davi Casale Aragon1.   

Abstract

INTRODUCTION: We evaluated the performance of Bayesian vector autoregressive (BVAR) and Holt's models to forecast the weekly COVID-19 reported cases in six units of a large hospital.
METHODS: Cases reported from epidemiologic weeks (EW) 12-37 were selected as the training period, and from EW 38-41 as the test period.
RESULTS: The models performed well in forecasting cases within one or two weeks following the end of the time-series, but forecasts for a more distant period were inaccurate.
CONCLUSIONS: Both models offered reasonable performance in very short-term forecasts for confirmed cases of COVID-19.

Entities:  

Mesh:

Year:  2021        PMID: 33605383      PMCID: PMC7891562          DOI: 10.1590/0037-8682-0762-2020

Source DB:  PubMed          Journal:  Rev Soc Bras Med Trop        ISSN: 0037-8682            Impact factor:   1.581


  6 in total

1.  Predictive Mathematical Models of the COVID-19 Pandemic: Underlying Principles and Value of Projections.

Authors:  Nicholas P Jewell; Joseph A Lewnard; Britta L Jewell
Journal:  JAMA       Date:  2020-05-19       Impact factor: 56.272

2.  Short-term forecasting of daily COVID-19 cases in Brazil by using the Holt's model.

Authors:  Edson Zangiacomi Martinez; Davi Casale Aragon; Altacílio Aparecido Nunes
Journal:  Rev Soc Bras Med Trop       Date:  2020-06-03       Impact factor: 1.581

3.  Interdependence between confirmed and discarded cases of dengue, chikungunya and Zika viruses in Brazil: A multivariate time-series analysis.

Authors:  Juliane F Oliveira; Moreno S Rodrigues; Lacita M Skalinski; Aline E S Santos; Larissa C Costa; Luciana L Cardim; Enny S Paixão; Maria da Conceição N Costa; Wanderson K Oliveira; Maurício L Barreto; Maria Glória Teixeira; Roberto F S Andrade
Journal:  PLoS One       Date:  2020-02-03       Impact factor: 3.240

4.  Long-term forecasts of the COVID-19 epidemic: a dangerous idea.

Authors:  Edson Zangiacomi Martinez; Davi Casale Aragon; Altacílio Aparecido Nunes
Journal:  Rev Soc Bras Med Trop       Date:  2020-08-26       Impact factor: 1.581

5.  Barriers and facilitators of adherence to social distancing recommendations during COVID-19 among a large international sample of adults.

Authors:  Adina Coroiu; Chelsea Moran; Tavis Campbell; Alan C Geller
Journal:  PLoS One       Date:  2020-10-07       Impact factor: 3.240

  6 in total

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