ARTFEED — Contemporary Art Intelligence

XAI Requirements Elicitation for Stroke Rehabilitation

digital · 2026-07-29

A recent study introduces a video-driven scaffolding method aimed at gathering explainable AI (XAI) requirements from stroke survivors, tackling the issue of algorithmic transparency in rehabilitation brain-computer interfaces. This protocol was tested with three stroke survivors—two of whom had moderate-to-severe aphasia—and three caregivers. Facilitators employed four scaffolding strategies in conjunction with videos: analogical bridging, projective personas, binary forcing, and extension techniques. The findings underscore significant methodological shortcomings in conventional elicitation techniques for individuals with acquired communication disorders.

Key facts

  • Study presents video-based scaffolding protocol for XAI requirements elicitation
  • Piloted with three stroke survivors and three caregivers
  • Two survivors had moderate-to-severe aphasia
  • Four scaffolding approaches used: analogical bridging, projective personas, binary forcing, extension
  • Addresses challenges in designing trustworthy brain-computer interfaces for rehabilitation

Entities

Institutions

  • arXiv

Sources