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Found 3 papers, 1 papers with code
The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review
Since data quality dictates the behaviour of ML products, evaluating data quality will play a key part in the regulatory approval of medical AI products.
Simulation of acquisition shifts in T2 Flair MR images to stress test AI segmentation networks
Experiments comprise the validation of the simulated images by real MR scans and example stress tests on state-of-the-art MS lesion segmentation networks to explore a generic model function to describe the F1 score in dependence of the contrast-affecting sequence parameters echo time (TE) and inversion time (TI).
MedalCare-XL: 16,900 healthy and pathological 12 lead ECGs obtained through electrophysiological simulations
Mechanistic cardiac electrophysiology models allow for personalized simulations of the electrical activity in the heart and the ensuing electrocardiogram (ECG) on the body surface.
