According to police, officers received an emergency medical call Wednesday morning and were sent to West Bowman Road and Norma Street.
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Police said the victim was pushing a baby in a stroller with a dog when he or she was struck.
When first responders made it to the scene, they found a citizen performing CPR on the victim.
Kern County fire officials said the victim ultimately regained consciousness and was rushed to the hospital for further treatment.
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They said the child in the stroller and the dog were not injured.
The condition of the victim is unknown.