Evidence and limits
Finding: Human-centered XAI should begin with user needs, test pitfalls, and evaluate experiences rather than selecting an explanation algorithm first.
Impact: Strengthen goal-specific explanation evaluation. Reject explainability as a context-free property.
Boundary: The paper is a survey chapter, not a deployment result. Next: which user goal and consequence should each explanation support?
Flags: preprint; selective coverage; no direct outcome test
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation