Designing Explainable AI for Healthcare Reviews: Guidance on Adoption and Trust

Researchers conducted a mixed-methods study evaluating an explainable AI system for analyzing healthcare reviews, surveying 60 participants and conducting expert interviews. The study found strong demand for AI transparency in healthcare decision-making, with 82% of respondents saying they want to understand AI classification reasoning and 84% considering explainability important for trust.