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Article

Restricted Multimodal Oncology AI: Role-Aware Evidence Organisation and Cross-Domain Transfer Boundaries

2026-07-10

Abstract excerpt

<title>Abstract</title> <p>Retrospective oncology cohorts are usually small, incompletely paired and drawn from different platforms, yet much recent work in multimodal oncology treats representation scale—whole-slide, spatial-omic or foundation-model embeddings—as a primary route to better performance. We examine the opposite regime: compact, partially paired, cross-repository cohorts in which high-capacity input...

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Literature Corpus work
140ab90b-9508-53d1-b575-b031c331d9a5
DOI
10.21203/rs.3.rs-10194336/v1
Open publication

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Restricted Multimodal Oncology AI: Role-Aware Evidence Organisation and Cross-Domain Transfer BoundariesDOI 10.21203/rs.3.rs-10194336/v1
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