Literature DB >> 34358145

COVID-19 Pandemic Development in Jordan-Short-Term and Long-Term Forecasting.

Tareq Hussein1,2, Mahmoud H Hammad1, Pak Lun Fung2, Marwan Al-Kloub3, Issam Odeh4, Martha A Zaidan2,5, Darren Wraith6.   

Abstract

In this study, we proposed three simple approaches to forecast COVID-19 reported cases in a Middle Eastern society (Jordan). The first approach was a short-term forecast (STF) model based on a linear forecast model using the previous days as a learning data-base for forecasting. The second approach was a long-term forecast (LTF) model based on a mathematical formula that best described the current pandemic situation in Jordan. Both approaches can be seen as complementary: the STF can cope with sudden daily changes in the pandemic whereas the LTF can be utilized to predict the upcoming waves' occurrence and strength. As such, the third approach was a hybrid forecast (HF) model merging both the STF and the LTF models. The HF was shown to be an efficient forecast model with excellent accuracy. It is evident that the decision to enforce the curfew at an early stage followed by the planned lockdown has been effective in eliminating a serious wave in April 2020. Vaccination has been effective in combating COVID-19 by reducing infection rates. Based on the forecasting results, there is some possibility that Jordan may face a third wave of the pandemic during the Summer of 2021.

Entities:  

Keywords:  linear forecast; public immunity; vaccination; white-box model

Year:  2021        PMID: 34358145     DOI: 10.3390/vaccines9070728

Source DB:  PubMed          Journal:  Vaccines (Basel)        ISSN: 2076-393X


  6 in total

1.  Knowledge, Attitudes, and Practices of Adult Iraqi Population Towards COVID-19 Booster Dose: A Cross-Sectional Study.

Authors:  Walid Al-Qerem; Anan Jarab; Alaa Hammad; Alaa Hussein Alsajri; Shadan Waleed Al-Hishma; Jonathan Ling; Asal Saad Alabdullah; Ali Salama; Rami Mosleh
Journal:  Patient Prefer Adherence       Date:  2022-06-23       Impact factor: 2.314

2.  Parents' attitudes, knowledge and practice towards vaccinating their children against COVID-19: a cross-sectional study.

Authors:  Walid Al-Qerem; Abdel Qader Al Bawab; Alaa Hammad; Tasneem Jaber; Sawsan I Khdair; Haneen Kalloush; Jonathan Ling; Rami Mosleh
Journal:  Hum Vaccin Immunother       Date:  2022-03-03       Impact factor: 4.526

3.  Short-Term and Long-Term COVID-19 Pandemic Forecasting Revisited with the Emergence of OMICRON Variant in Jordan.

Authors:  Tareq Hussein; Mahmoud H Hammad; Ola Surakhi; Mohammed AlKhanafseh; Pak Lun Fung; Martha A Zaidan; Darren Wraith; Nidal Ershaidat
Journal:  Vaccines (Basel)       Date:  2022-04-07

4.  Generating High-Granularity COVID-19 Territorial Early Alerts Using Emergency Medical Services and Machine Learning.

Authors:  Lorenzo Gianquintieri; Maria Antonia Brovelli; Andrea Pagliosa; Gabriele Dassi; Piero Maria Brambilla; Rodolfo Bonora; Giuseppe Maria Sechi; Enrico Gianluca Caiani
Journal:  Int J Environ Res Public Health       Date:  2022-07-25       Impact factor: 4.614

5.  Community pharmacists' willingness and barriers to provide vaccination during COVID-19 pandemic in Jordan.

Authors:  Anan S Jarab; Walid Al-Qerem; Tareq L Mukattash
Journal:  Hum Vaccin Immunother       Date:  2022-01-20       Impact factor: 3.452

6.  Willingness of the Jordanian Population to Receive a COVID-19 Booster Dose: A Cross-Sectional Study.

Authors:  Walid Al-Qerem; Abdel Qader Al Bawab; Alaa Hammad; Jonathan Ling; Fawaz Alasmari
Journal:  Vaccines (Basel)       Date:  2022-03-09
  6 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.