Domain Shifts in Machine Learning Based Covid-19 Diagnosis From Blood Tests.

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 distribution of the data, so called domain shifts, affect the predictive performance and reliability and are a reason for the failure...

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Detalles Bibliográficos
Publicado en:Journal of Medical Systems Vol. 46; no. 5; pp. 1 - 13
Autores principales: Roland, Theresa, Böck, Carl, Tschoellitsch, Thomas, Maletzky, Alexander, Hochreiter, Sepp, Meier, Jens, Klambauer, Günter
Formato: research tables/charts Journal Article
Publicado: Springer Nature May2022
Acceso en línea:Ver este registro en EBSCOhost