Domain adaptation in small-scale and heterogeneous biological datasets

S Orouji, MC Liu, T Korem, MAK Peters - Science Advances, 2024 - science.org
Machine-learning models are key to modern biology, yet models trained on one dataset are
often not generalizable to other datasets from different cohorts or laboratories due to both …

Domain shifts in machine learning based Covid-19 diagnosis from blood tests

T Roland, C Böck, T Tschoellitsch, A Maletzky… - Journal of Medical …, 2022 - Springer
Many previous studies claim to have developed machine learning models that diagnose
COVID-19 from blood tests. However, we hypothesize that changes in the underlying …