Algorithmic Bias
Definition
Systematic and repeatable errors in a computer system that create unfair outcomes, such as privileging one arbitrary group of users over others.
Compliance Relevance
Under California fairness mandates, using biased tools that lead to disparate health outcomes can result in civil rights litigation. Regulators scrutinize AI for racial, gender, or socioeconomic bias.
Why It Matters
Providers must ask vendors for fairness audits. Avoid tools trained solely on homogenous datasets. Document your efforts to validate the tool on your specific patient population.