The Kern County Fire Department said the rescue happened Saturday morning off Comanche Point Road between East Arvin and Stallion Springs.
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Crews found the person, who has not been identified, at the bottom of the 100-foot ravine then hoisted them to safety.
"The patient was injured and had been immobilized at the bottom of the ravine since Tuesday, August 29th," read a statement issued by KCFD.
The person was flown to a nearby hospital but the extent of his or her injuries has not yet been released.
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This happened as hundreds of people traveled for Labor Day weekend. No other injuries were reported.