WUHAN, China—Authorities in the coronavirus pandemic’s original epicenter have started testing for antibodies among thousands of people returning to work, and others without symptoms, to gain a clearer picture of immunity levels in the city and try to prevent a second wave of disease.

There is good and bad news in the initial results—for Wuhan and for other hard-hit places around the world.

The...