Journal of biomedical informaticsHumansLung NeoplasmsSemanticsTomographyX-Ray Computed
Vision-language model-based semantic-guided imaging biomarker for lung nodule malignancy prediction.
Luoting Zhuang, Seyed Mohammad Hossein Tabatabaei, Ramin Salehi-Rad, Linh M Tran, Denise R Aberle, Ashley E Prosper, William Hsu
Published: 202510.1016/j.jbi.2025.104947
Abstract
OBJECTIVE: Machine learning models have utilized semantic features, deep features, or both to assess lung nodule malignancy. However, their reliance on manual annotation during inference, limited interpretability, and sensitivity to imaging variation…
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