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Fabiola Giudici

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Open access Sep 2026

Image-Based Diagnosis of Oral Lesions: Performance of a Vision-Language Model versus Human Clinicians.

OBJECTIVE To evaluate the real-world diagnostic performance of a multimodal large language model (LLM) for image-based assessment of oral mucosal lesions compared with clinicians of varying expertise. STUDY DESIGN Prospective international multicenter diagnostic accuracy study. SETTING Twenty university and tertiar...

L. Vaira, J. Lechien, Fabiola Giudici et al. · 0 citations
Aug 2026

Impact of biopsy-related variables on MRI assessment of tumor invasion in early oral squamous cell carcinoma

Findings do not support delaying MRI solely to minimize presumed biopsy-related effects on DOI assessment, and MRI systematically overestimates DOI compared with final histopathology, but this discrepancy does not appear to be influenced by biopsy technique or biopsy-to-MRI interval.

N. Gardenal, E. Cancellieri, G. Ottaviani et al. · 0 citations
Open access Aug 2026

Ten-year survival of women with invasive breast cancer by stage, molecular subtype, and grade combined: a population-based study

Abstract Background Stage at diagnosis, histologic grade, and molecular subtypes are established prognostic indicators for women with breast cancer (BC), but their impact on population-based survival estimates is poorly documented. This study assessed long-term BC survival trends according to these factors. Methods We...

Fabiola Giudici, D. Serraino, F. Puglisi et al. · 0 citations

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