Transmission dynamics and baseline epidemiological parameter estimates of Coronavirus disease 2019 pre-vaccination: Davao City, Philippines.
Loreniel E AñonuevoZython Paul T LachicaDeza A AmistasJayve Iay E LatoHanna Lyka C BontilaoJolly Mae G CatalanRachel Joy F PasionAnnabelle P YumangAlexis Erich S AlmoceraJayrold P ArcedeMay Anne E MataAurelio A de Los Reyes VPublished in: PloS one (2023)
The Coronavirus disease 2019 (COVID-19) has exposed many systemic vulnerabilities in many countries' health system, disaster preparedness, and adequate response capabilities. With the early lack of data and information about the virus and the many differing local-specific factors contributing to its transmission, managing its spread had been challenging. The current work presents a modified Susceptible-Exposed-Infectious-Recovered compartmental model incorporating intervention protocols during different community quarantine periods. The COVID-19 reported cases before the vaccine rollout in Davao City, Philippines, are utilized to obtain baseline values for key epidemiologic model parameters. The probable secondary infections (i.e., time-varying reproduction number) among other epidemiological indicators were computed. Results show that the cases in Davao City were driven by the transmission rates, positivity proportion, latency period, and the number of severely symptomatic patients. This paper provides qualitative insights into the transmission dynamics of COVID-19 along with the government's implemented intervention protocols. Furthermore, this modeling framework could be used for decision support, policy making, and system development for the current and future pandemics.
Keyphrases
- coronavirus disease
- randomized controlled trial
- respiratory syndrome coronavirus
- sars cov
- end stage renal disease
- public health
- healthcare
- mental health
- ejection fraction
- chronic kidney disease
- systematic review
- machine learning
- prognostic factors
- peritoneal dialysis
- electronic health record
- artificial intelligence
- drug induced