Harnessing the power of ANN for early detection and prediction of oral cancer

The high precision and specificity values underscore the effectiveness of ANN-based classification using optical refractive index features for oral cancer screening. By reducing false positives and preventing unnecessary anxiety among healthy individuals, the proposed approach offers significant clinical value. These findings demonstrate the potential of ANN-assisted optical analysis as a reliable and efficient tool for early oral cancer detection, paving the way for faster diagnosis and improved patient outcomes.

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Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2026-01-28
DOI
https://doi.org/10.3389/frai.2026.1723566
Primary Topic
Oral Health Pathology and Treatment
Type
article
Field-Weighted Citation Impact
0.00

Funders

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article

Harnessing the power of ANN for early detection and prediction of oral cancer

Anup M. Upadhyaya, Preeta Sharan, Ranjeet Kumar Pathak, Naglaa AbdelAll et al.
Frontiers in Artificial Intelligence
Oral Health Pathology and Treatment
article

Harnessing the power of ANN for early detection and prediction of oral cancer

Anup M. Upadhyaya, Preeta Sharan, Ranjeet Kumar Pathak, Naglaa AbdelAll, Ghada A. Khouqeer, Sandip Kumar Roy
article en

Abstract

The high precision and specificity values underscore the effectiveness of ANN-based classification using optical refractive index features for oral cancer screening. By reducing false positives and preventing unnecessary anxiety among healthy individuals, the proposed approach offers significant clinical value. These findings demonstrate the potential of ANN-assisted optical analysis as a reliable and efficient tool for early oral cancer detection, paving the way for faster diagnosis and improved patient outcomes.

Frontiers in Artificial IntelligenceVol. 9
Imam Mohammad ibn Saud Islamic University (SA), Islamic University (BD), Science Oxford (GB), Korea Telecom (South Korea) (KR), Oxford Spires Academy (GB)
Al-Imam Muhammad Ibn Saud Islamic University
Good health and well-being
Openalex Percentile: Top 75%
Oral Health Pathology and Treatment
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Harnessing the power of ANN for early detection and prediction of oral cancer — Anup M. Upadhyaya, Preeta Sharan, et al. · Frontiers in Artificial Intelligence (2026) | TGRS Research Map | TGRS