Semi-supervised medical entity recognition: A study on Spanish and Swedish clinical corpora.

•Medical Entity Recognition (MER) in Electronic Health Records in Spanish and Swedish.•Comparable corpora and equal conditions in the experiments on both languages.•Comparison of classifiers for MER and analysis of the impact of the used features.•Semi-supervised approaches improved supervised techniques.•Ensembles of clusters of Brown trees and semantic spaces tackle data sparsity.