I. To assess whether adjuvant therapy with erlotinib (erlotinib hydrochloride) will result in improved overall survival (OS) over observation for patients with completely resected stage IB (>= 4 cm)-IIIA epidermal growth factor receptor (EGFR) mutant non-small cell lung cancer (NSCLC) (confirmed centrally) following complete resection and standard post-operative therapy.