Opinion polls had put him in the middle of the pack of the eight candidates, far behind the frontrunner Luisa González.
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As he gets into the back seat of the vehicle, at least 12 gunshots can be heard. A policeman quickly closes the door behind Villavicencio and many people are seen taking cover from the gunfire, including his security detail.
CNN has asked authorities for more details.