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The aim of this paper is to present our approach (MEDIA) on the CLEF-2020 eHealth Task 1. The task consists in automatically assigning ICD10 codes (CIE-10, in Spanish) to clinical case documents, evaluating the prediction against manually generated ICD10 codifications. Our system took part in two different subtasks: one corresponding to Diagnosis Coding (CodiEsp-D) and the other to Procedure Coding (CodiEsp-P). We approached the coding task as a two step system; a first step consisting ofdblp:conf/clef/IglesiaMPMAG20 fatcat:wvbks2jp2nbm3eqihrtboluh5u