Screening mammography is the cornerstone of breast cancer detection and is routinely performed before treatment initiation, providing a unique opportunity for early risk stratification. Beyond tumor detection, screening mammograms contain imaging biomarkers that reflect underlying tumor biology and the surroundin...
Xiao-Yang Wei, M. Sikha, Zhe-Min Zhang et al.· Cancer Epidemiology, Biomark...· 0 citations
This review summarizes the deep-learning architectures, fusion strategies, representative applications, and implementation challenges of mpMRI-centered multimodal AI.
M. Fujiwara, Soichiro Yoshida, Imon Banerjee et al.· Abdominal Radiology· 0 citations
Open-source LLMs, when fine-tuned using labeled data, can effectively automate the ascertainment of key radiophenotypic variables using only the impression section of radiology reports, without the full report text, suggesting that these models may provide a scalable approach for phenotypic characterization of patients...
S. A. Naqvi, I. Riaz, Amir Saeidi et al.· JCO Clinical Cancer Informat...· 0 citations
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