OC18.05: Ultrasound features of malignant transformation of deep endometriosis: multicenter descriptive study

E. Panizzolo, Panizzolo E, L. Savelli, V. Chiappa, D. Franchi, F. Moro, C. Morales Sierra, C Zorzi, A. Rizzi, V. Poonyakanok, M. Meccariello, F. Filippi, Elisa Farsi, E. Farsi, E. Facchetti, G. Di Caro, E. Grassi, L. Valentin, D. Fischerová, D Fischerova
Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology · 2026 · vol. 68(S1) , pp. 48 · doi:10.1002/uog.70305_120 · PMID:42673164 · W7204848683
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⚙ AI-generated summary by qwen3.7-flash, 2026-10-09 ⓘ

This multicenter study evaluated a ResNet-50V2 model for detecting malignant transformation of deep endometriosis, demonstrating high diagnostic performance comparable to experienced sonographers and potential utility as a decision-support tool.

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Abstract

36th World Congress on Ultrasound in Obstetrics and Gynecology Oral communication abstracts 78.6% and specificities 92.7-95.1%.Junior sonographers achieved AUCs of 0.846-0.909with sensitivities 64.3% and specificities 87.8-95.1%.Inter-rater kappa values were 0.911 (senior), 0.862 (midlevel), and 0.782 (junior), with senior-junior agreement ranging 0.608-0.650. Conclusions:The ResNet-50V2 model demonstrated strong performance (AUC 0.929) comparable to experienced sonographers, offering potential as a decision-support tool for less experienced practitioners in resource-limited settings.

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