id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-5596	Gauri Sharma	Comprehensive Cancer Analysis: CNN-Based Classification of Malignant vs. Benign Tumors with Staging Insights	2025	14	.pdf	application/pdf	4145	247	34	The authors emphasized the importance of advanced data augmentation techniques in enhancing model performance. • Figure 3: Confusion matrix for the test dataset, depicting model performance across all classes.	cache/cana-5596.pdf	txt/cana-5596.txt