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Forecast Number of Covid-19 Cases Worldwide

Completed
Conditions
Covid-19
Interventions
Other: Model Building
Other: Model validation
Registration Number
NCT04460274
Lead Sponsor
Turkish Ministry of Health Izmir Teaching Hospital
Brief Summary

Coronavirus disease-19 (Covid-19) had an unprecedented effect on both nations and health systems. Time series modeling using Auto-Regressive Integrated Moving Averages (ARIMA) models have been used to forecast variables extensively mainly in statistics and econometrics. The investigators aimed to predict the total number of cases for Covid-19 using ARIMA models of time-series analysis.

Detailed Description

Coronavirus Disease 19 (Covid-19) is an infectious disease initially defined in December 2019 before becoming pandemic. Respiratory disease is the main form of disease causing acute respiratory distress as the main cause of death.

Increased number of cases worldwide had put an enormous load on public health resulting lockdowns, quarantines and curfews. Predicting number of cases is hard as the increment of cases between communities differ.

Time series had been used in different fields of science to predict, such as signal processing, mathematical finance, weather prediction. In medicine, time series analysis were used in number of admitted patients to hospitals. Aim of this study is to predict the total number of Covid-19 cases worldwide using time series anaylsis.

Recruitment & Eligibility

Status
COMPLETED
Sex
All
Target Recruitment
7882471
Inclusion Criteria
  • Confirmed case of Covid-19
Exclusion Criteria
  • Cases not reported

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Arm && Interventions
GroupInterventionDescription
Model BuildingModel BuildingNumber of Covid-19 cases from December 31, 2019 to June 1, 2020 were used to build ARIMA model using Hyndman-Khandakar algorithm.
Model ValidationModel validationNumber of Covid-19 cases from June 2, 2020 to June 15, 2020 were used to forecast cases using the ARIMA model
Primary Outcome Measures
NameTimeMethod
Number of Confirmed cases of Covid-19December 31, 2019 to June 15, 2020
Secondary Outcome Measures
NameTimeMethod

Trial Locations

Locations (1)

Republic of Turkey, Health Sciences University, Izmir Bozyaka Education and Training Hospital

🇹🇷

İzmir, Turkey

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