The main purpose of this trial is to determine how well patients with gastric or gastroesophageal junction adenocarcinoma respond to chemotherapy with epirubicin, cisplatin and 5-fluorouracil followed by continuous infusion 5-fluorouracil chemotherapy given along with radiation therapy.