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CovidVacMap: Modeling and Predicting Global COVID-19 Breakthroughs Using Network Analysis and Neural Networks

The COVID-19 pandemic, caused by the SARS-CoV-2 virus, has had a significant impact on the lives of many people, with numerous deaths and hospitalizations. In response, several vaccine manufacturers, such as Pfizer, Moderna, and Johnson & Johnson (J&J), have developed and tested COVID-19 vaccines. However, it is unlikely that society will achieve full immunity to COVID-19 due to the emergence of variants such as Omicron and Delta that may not be fully covered by current vaccines. The presence of multiple variants also means that current vaccines may not be as effective in preventing outbreaks. To help countries prepare for future outbreaks, the CovidVacMap project uses modeling to predict the risk of COVID-19 spread across the globe.