Barely Significant
← all excerpts

Federated lung nodule segmentation using a hybrid transformer-U-Net architecture.

Sci Rep · 2026 · PMC12881645 · PMID 41535408

1
hedged sentence
closest p
boldest claim

The sentences

a strong trendno p-value reported
Taken together, all these studies underscore a strong trend of incorporating multiscale attention, Transformers, and ensemble learning within a federated setup for addressing challenges associated with data heterogeneity, privacy constraints, and limited local annotations.

also in 5,725 other papers

Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.