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S. Elbai

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Open access Jul 2026

A comparative analysis of machine learning and deep learning models for early oral cancer detection using multi-risk epidemiological data from multiple countries

The results showed that early prediction of oral cancer using non-diagnostic epidemiological and behavioural features alone is difficult, which means that epidemiological data should be combined with clinical and biomarker-based data to develop more accurate early diagnosis systems.

G. H. Hussein, S. Elbai, K. Elayati et al. · 1 citation

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