A Malibu Search and Rescue team pulled the 60-year-old female driver to safety, and she was flown to UCLA Medical Center for evaluation.
The victim was alone in the car when she lost control on Kanan Dune Road near tunnel 3.
The victim is reported in stable condition with minor injuries.
The highway patrol is investigating whether drugs or alcohol were factors in the crash.
The fire burned about a half-acre.
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