Dual-process theory-driven transparent approach for seniors to accept health misinformation detection results

Fei Liu, Jilei Zhou, Meiyun Zuo, Yibo Li

Abstract: Highlights•A human-centered transparent artificial intelligence model towards promoting seniors to accept health misinformation detection results.•A knowledge graph-aware two-stage framework driven by dual-process theory.•A knowledge breath retrieval stage to efficiently distill essential knowledge pieces from knowledge graphs driven by human heuristic process.•A knowledge depth reasoning stage with a hierarchical attention network to emulate coarse-to-fine human analytic process.