AEquity

Mount Sinai’s ‘AEquity’ AI Tool Aims to Eliminate Healthcare Algorithm Bias Researchers at the Icahn School of Medicine at Mount Sinai have introduced AEquity, a novel AI tool designed to detect and mitigate biases in healthcare machine learning algorithms. As detailed in the Journal of Medical Internet Research, this tool confronts the critical challenge of algorithmic bias, which can compromise the accuracy of medical diagnoses and treatment strategies. AEquity was validated on diverse health datasets, including medical imagery and patient records, successfully identifying both known and previously undiscovered biases. The primary objective of AEquity is to ensure AI-driven healthcare solutions are both effective and equitable for all patient demographics, particularly those underrepresented in training data. The framework is built for adaptability, supporting a wide array of machine learning models. ...