It happened on in the 800 block of West Trinity Avenue east of North Duke Street around 2:30 p.m.
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Pictures from the scene showed EMS workers tending to the woman who was conscious.
The truck had a smashed windshield.
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Durham Police said the woman's injuries did not appear to be life-threatening.