Barely Significant
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Vision and convolutional transformers for Alzheimer's disease diagnosis: a systematic review of architectures, multimodal fusion and critical gaps.

Brain Inform · 2025 · PMC12764722 · PMID 41405782

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a positive trendno p-value reported
However, a positive trend towards broader validation was evident in the CViT literature, with a significant number of studies incorporating external or multiple datasets to test for generalization.

also in 11,005 other papers

a notable trendno p-value reported
Noted technological variations and architectural innovations Beyond standard implementations, the reviewed studies demonstrated a notable trend of architectural innovation, adapting the foundational ViT principles to better address the specific challenges of neuroimaging and AD-related data.

also in 2,380 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.