notesum.ai

Published at December 9

A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications

cs.LG

Released Date: December 9, 2024

Authors: Francesco Cremonesi¹, Lucia Innocenti², Sebastien Ourselin², Vicky Goh², Michela Antonelli², Marco Lorenzi¹

Aff.: ¹Epione Research Group, Inria Center of Université Côte d'Azur, France; ²Kings College London, London, UK

Arxiv: http://arxiv.org/pdf/2412.06494v1

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ID	#Samples	Dataset	Subset Selection	Splitting Strategy
Local0	32	Decathlon	Full Dataset	5-fold CV
Local1	23	Promise12	No Endorectal Coil	5-fold CV
Local2	27	Promise12	Only Endorectal Coil	5-fold CV
Local3	184	ProstateX	Only Scanner Skyra	5-fold CV
Local4	5	ProstateX	Only Scanner Triotim	External test set
Local5	36	PrivateDS	Full Dataset	External test set