Pregnant women who are infected with COVID-19 during their third trimester appear unlikely to pass the infection to their fetuses. This study was conducted between April and June 2020 among women who came to one of three Boston area hospitals either for treatment of COVID-19 or for delivery. None of the newborns of the 127 pregnant women, including 64 who had varying levels of illness from the virus, tested positive for the coronavirus.