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Let be a unital defined in a shift plane of odd order , which are constructed recently by the authors. In particular, when the shift plane is desarguesian, is a special Buekenhout-Metz unital formed by a union of ovals. We investigate the dimensions of the binary codes derived from . By using Kloosterman sums, we obtain a new lower bound on the aforementioned dimensions which improves the result obtained by Leung and Xiang in 2009. In particular, for , this new lower bound equals for even and for odd .

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