Detecting conflicts in collaborative learning through the valence change of atomic interactions

•A technique to detect conflict in Computer-Supported Collaborative Learning.•Conflicts can be detected automatically from the valence change between messages.•Several bootstrap aggregating techniques are studied to detect conflicts.•Results of analyzing Spanish conversations show the viability of the approach.