Journal of oral biology and craniofacial research
Jun 5, 2026
BACKGROUND: Accurate histopathological differentiation of normal oral epithelium, oral epithelial dysplasia (OED) and oral squamous cell carcinoma (OSCC) is essential but remains time consuming and prone to inter-observer variability. Deep learning p...
Journal of oral biology and craniofacial research
Apr 21, 2026
BACKGROUND: Oral squamous cell carcinoma (OSCC) remains a leading cause of cancer-related morbidity and mortality worldwide. The ability to detect early histopathological evidence of invasion-particularly basement membrane (BM) discontinuity at the e...
Journal of oral biology and craniofacial research
Feb 20, 2026
INTRODUCTION: Oral squamous cell carcinoma (OSCC) involves several oncogenic proteins for survival. Protein sequence classification is a fundamental challenge in computational biology, complicated by the complex, non-linear relationships within seque...
Journal of oral biology and craniofacial research
Jan 14, 2026
INTRODUCTION: Periodontitis, a chronic inflammatory disease, causes bone loss and tooth instability. Early diagnosis, aided by clinical and radiographic assessments, is crucial. mmBERT, a multimodal deep learning approach, integrates image and text d...
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