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Forecasting COVID-19 Hospital Census: A Multivariate Time-Series Model Based on Local Infection Incidence.

Hieu M NguyenPhilip J TurkAndrew D McWilliams
Published in: JMIR public health and surveillance (2021)
When used in the VECM framework, the local COVID-19 infection incidence can be an effective leading indicator to predict the COVID-19 hospital census. The VECM model had a very good 7-days-ahead forecast performance and outperformed the traditional ARIMA model. Leveraging the relationship between the two time series, the model can produce realistic 60-days-ahead scenario-based projections, which can inform health care systems about the peak timing and volume of the hospital census for long-term planning purposes.
Keyphrases
  • healthcare
  • coronavirus disease
  • sars cov
  • risk factors
  • acute care
  • social media