Let Uθ be a unital defined in a shift plane of odd order i2" class="mathmlsrc">i2.gif&_user=111111111&_pii=S107157971600040X&_rdoc=1&_issn=10715797&md5=75fc1c3a41375f66ccdeaad19fed5377" title="Click to view the MathML source">q2, which are constructed recently in [40]. In particular, when the shift plane is desarguesian, Uθ is a special Buekenhout–Metz unital formed by a union of ovals. We investigate the dimensions of the binary codes derived from Uθ. By using Kloosterman sums, we obtain a new lower bound on the aforementioned dimensions which improves Leung and Xiang's result and . In particular, for q=3m, this new lower bound equals for even m and for odd m.