Researchers have found that ai models used in pathology to analyze cancer samples exhibit demographic bias. The extent of the bias is unclear, with some reports suggesting it may affect a significant portion of diagnoses. Studies have identified the issue and are exploring ways to improve the fairness of these models, including knowledge-guided adaptation.