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Open access Jul 2026

Hierarchical vision transformers for Epstein-Barr virus status and histological subtype prediction in Hodgkin lymphoma whole-slide images

Accurate stratification of Hodgkin lymphoma (HL) by immunologic/histological subtypes and Epstein-Barr virus (EBV) status is essential for epidemiological and translational research, yet large-scale testing is impractical and expensive. Digital pathology models that utilize routinely used hematoxylin and eosin (H&E) wh...

Zsolt Bedőházi, Z. Sztupinszki, Ragnar P. Kristjansson et al. · 0 citations
Open access Sep 2026

A multimodal AI biomarker PATH-ORACLE improves prediction of recurrence in stage I lung adenocarcinoma

Background Surgical resection is the standard treatment for stage I lung adenocarcinoma, in most cases without additional systemic adjuvant treatment. A substantial proportion of stage I cases recur, with a 5-year survival rate <50%. Clinical data suggest that adjuvant treatment, including immune checkpoint inhibitor t...

O. Kilim, O. Pipek, Z. Sztupinszki et al. · 0 citations

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