How effective are thermal scanners in detecting people that are infected with the new coronavirus?

Thermal scanners are effective in detecting people who have developed a fever (i.e. have a higher than normal body temperature) because of infection with the new coronavirus.
However, they cannot detect people who are infected but are not yet sick with a fever. This is because it takes 2 and 10 days before people who are infected become sick and develop a fever.