Even criminals get autopsy. Unless the cops are suddenly Universal Soldier and disarm the perp before using their own gun to shoot them point blank with no signs of struggle, theres no way that would fly under the radar.

Also, dangerous criminals can just be shot with no consequences in the first place, theres no need to lie.