Musculoskeletal (MSK)AI / InformaticsResearch
Dentin Normalization Boosts CBCT Radiomics for Granuloma vs Cyst Differentiation
Journal of endodonticsyesterday
Dentin-normalized CBCT radiomics with XGBoost achieved an AUC of 0.78 for differentiating periapical granulomas from radicular cysts, significantly higher than raw radiomics (AUC 0.68, P<.05).
- Study included 140 patients with histopathologically confirmed lesions (100 granulomas, 40 cysts).
- Dentin normalization improved AUC in first-order/texture feature models, suggesting benefit for gray-value-dependent features.
- External validation across different CBCT systems is required before clinical use.
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