This paper presents an original text mining approach based on text segmented units, mixing data mining techniques and text linguistics. First, we describe the text units and their descriptors designed for detecting mistakes in scientific papers in English. These include text organisation, emphasizing the relative positions and the context of stylistic markers. Secondly, the paper explains the t...