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Foundation model embeddings capture pre-diagnostic changes on screening mammograms

Slavkova, Kalina P. et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learning
Foundation model embeddings of screening mammograms may encode pre-diagnostic tissue change without task-specific adaptation. We tested whether embeddings move faster along a data-derived "cancer direction" in women later biopsied for cancer than in matched screen-negative controls, and whether this
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