Fig. 9: Clinical significance focused comparison between Decentralized Learning and Centralized Learning. | npj Digital Medicine

Fig. 9: Clinical significance focused comparison between Decentralized Learning and Centralized Learning.

From: Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review

Fig. 9: Clinical significance focused comparison between Decentralized Learning and Centralized Learning.The alternative text for this image may have been generated using AI.

Blue = Decentralized Learning; Green = Centralized Learning; Gray line = Difference. Clinical viability threshold set at 80%. Lines connect DL to centralized model performance. Δ indicates median performance difference (only comparisons with n ≥ 20 shown). A Centralized model rescues clinical viability. B Both models are viable but centralized performs better. C Centralized model loses viability compared to viable DL model.

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