Medical officials said the woman sustained moderate injuries after she was fired on by Israeli soldiers east of Juhor Ad-Dik.
Witnesses said Israeli army tanks crossed the border into Gaza and clashed with Palestinian fighters before retreating.
An Israeli army spokeswoman was not aware of any military activity in the area.