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The incident happened after 5:30 a.m. on the 15-501 bridge over Chapel Hill Boulevard.
Beau Kildow told ABC11's Anthony Wilson that he slid on black ice while driving to work.
"I think...I hit a patch of ice and just started swerving back and forth across the lane and then I hit the side barrier there and flipped over," said Kildow, who is an orthopedic resident with Duke Sports Medicine.
Raw interview with Beau Kildow
Officials warned that many roads would be icy following Sunday's storm, which dropped 12 inches of snow in Durham.
And as ABC11 crews saw Tuesday morning, many of the side roads in Durham and Wake counties were slick.
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"It just felt like I was on a huge sheet of ice," said Kildow. "There was no way of gaining control once I hit that ice, my car was completely sliding all over the place."
Related: How to drive on snow, ice and get out of a skid
There were no passengers in his car and no other vehicles were involved.
Even though he's shaken, Kildow is trying to make light of it.
"(I've had it for) five years ... guess I need a new one," he said of his car.