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Challenges in Implementing the Local Node Infrastructure for a National Federated Machine Learning Network in Radiology

Data-driven machine learning in medical research and diagnostics needs large-scale datasets curated by clinical experts. The generation of large datasets can be challenging in terms of resource consumption and time effort, while generalizability and validation of the developed models significantly b...

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Detalles Bibliográficos
Autores principales: Jacobs, Paul-Philipp, Ehrengut, Constantin, Bucher, Andreas Michael, Penzkofer, Tobias, Lukas, Mathias, Kleesiek, Jens, Denecke, Timm
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10487228/
https://www.ncbi.nlm.nih.gov/pubmed/37685411
http://dx.doi.org/10.3390/healthcare11172377