BRUSSELS—The European Union’s executive has convened a meeting of health ministers for Thursday to discuss screening possible Ebola victims when they enter the 28-nation bloc, a spokesman confirmed Monday.

“The idea is to discuss border controls when you arrive in the European Union with respect to Ebola,” said the spokesman, Frédéric Vincent.

Decisions...