Rapid pathologic grading-based diagnosis of esophageal squamous cell carcinoma via Raman spectroscopy and a deep learning algorithm

doi:10.3748/wjg.v31.i14.104280

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Apr 14, 2025 (publication date) through Apr 15, 2025

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World Journal of Gastroenterology

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1007-9327

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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World J Gastroenterol. Apr 14, 2025; 31(14): 104280
Published online Apr 14, 2025. doi: 10.3748/wjg.v31.i14.104280

Table 3 Results for the specificity, sensitivity, and F1 score achieved by the 1D-transformer model in the pathology grading task

Classification	Category	Specificity	Sensitivity	F1 score
Histologic grading	Health	95.0	99.15	94.74
	Low	98.33	83.19	89.19
	High	96.62	97.52	95.55

Citation: Yu XY, Chen J, Li LY, Chen FE, He Q. Rapid pathologic grading-based diagnosis of esophageal squamous cell carcinoma via Raman spectroscopy and a deep learning algorithm. World J Gastroenterol 2025; 31(14): 104280
URL: https://www.wjgnet.com/1007-9327/full/v31/i14/104280.htm
DOI: https://dx.doi.org/10.3748/wjg.v31.i14.104280