Is goose masculine feminine or neuter?

In English there are no masculine or feminine forms. English uses gender specific nouns for male or female.

The gender specific noun for a female goose is goose.

The gender specific noun for a male goose is gander.

The noun 'goose' is also a common gender noun for any member of the species.