Getting vaccinated against COVID-19 during pregnancy may also help protect babies after they're born, according to new research published by the CDC. Babies whose mothers received two shots of either the Pfizer or Moderna vaccines during pregnancy had a 61% lower risk of being hospitalized with COVID in their first six months of life, the study found.