Privacy-Preserving Statistical Data Generation: Application to Sepsis Detection

E Macias-Fassio, A Morales, C Pruenza… - arXiv preprint arXiv …, 2024 - arxiv.org
The biomedical field is among the sectors most impacted by the increasing regulation of
Artificial Intelligence (AI) and data protection legislation, given the sensitivity of patient …

Validity problems in clinical machine learning by indirect data labeling using consensus definitions

M Hagmann, S Schamoni, S Riezler - arXiv preprint arXiv:2311.03037, 2023 - arxiv.org
We demonstrate a validity problem of machine learning in the vital application area of
disease diagnosis in medicine. It arises when target labels in training data are determined …