Automatic analysis of cognitive presence in online discussions: An approach using deep learning and explainable artificial intelligence

This paper proposes the adoption of a deep learning method to automate the categorisation of online discussion messages according to the phases of cognitive presence, a fundamental construct from the widely used Community of Inquiry (CoI) framework of online learning. We investigated not only the performance of a deep learning classifier but also its generalisability and interpretability, using ex…