Critical dialogue: Can AI-based imaging predict tumor biology? Infer metastasis, microvascular invasion, and growth patterns from pixels
- PMID: 41212340
- PMCID: PMC12602848
- DOI: 10.1186/s13244-025-02136-w
Critical dialogue: Can AI-based imaging predict tumor biology? Infer metastasis, microvascular invasion, and growth patterns from pixels
Conflict of interest statement
Declarations. Ethics approval and consent to participate: Not applicable. Consent for publication: Not applicable. Competing interests: Yashbir Singh is a member of the scientific editorial board of Insights into Imaging (section: Artificial Intelligence and Radiomics), and as such, he did not participate in the selection or review processes for this article. The other authors do not have any competing interests.
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