Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual Thinking

Inês Martins, João Matos, Tiago Gonçalves +3

Algorithmic bias in healthcare mirrors existing data biases. However, the factors driving unfairness are not always known. Medical devices capture significant amounts of data but a…