Explainable AI Models Address Algorithmic Bias: Transparency Frameworks Ensure Equitable Healthcare Across Diverse Populations
Artificial intelligence has revolutionized healthcare diagnostics, yet it has brought a hidden scourge: algorithmic bias that systematically disadvantages minority populations. A landmark 2019 study revealed that a widely-deployed clinical risk algorithm used to guide healthcare decisions contained significant racial bias, effectively recommending fewer Black patients for intensive care despite their objectively higher medical need. This catastrophic…
