PURPOSE: This randomized phase II trial is studying liposome-encapsulated doxorubicin citrate given together with gemcitabine hydrochloride to see how well it works compared with liposome-encapsulated doxorubicin citrate alone in treating patients with ovarian epithelial cancer, fallopian tube cancer, or primary peritoneal cavity cancer.