Filtering instances and rejecting predictions to obtain reliable models in healthcare

Maria Gabriela Valeriano, David Kohan Marzagão, Alfredo Montelongo +3

Machine Learning (ML) models are widely used in high-stakes domains such as healthcare, where the reliability of predictions is critical. However, these models often fail to accoun…