Impact of the Covid-19 pandemic on the performance of machine learning algorithms for predicting perioperative mortality

BACKGROUND: Machine-learning models are susceptible to external influences which can result in performance deterioration. The aim of our study was to elucidate the impact of a sudden shift in covariates, like the one caused by the Covid-19 pandemic, on model performance. METHODS: After ethical appro...

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Detalles Bibliográficos
Autores principales: Andonov, D. I., Ulm, B., Graessner, M., Podtschaske, A., Blobner, M., Jungwirth, B., Kagerbauer, S. M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10092913/
https://www.ncbi.nlm.nih.gov/pubmed/37046259
http://dx.doi.org/10.1186/s12911-023-02151-1

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10092913/
https://www.ncbi.nlm.nih.gov/pubmed/37046259
http://dx.doi.org/10.1186/s12911-023-02151-1

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