Research suggests that human visual explanations can help reduce bias in ai-based assessments, including those evaluating surgeon skills. The use of explainable ai is being explored in various fields, including medicine and finance, to improve accuracy and interpretation. The effectiveness of ai in assessing skills and making decisions is a topic of ongoing study, with potential applications in multiple areas.