id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
futech-599	Li, Hui; Veto Vermol, Verly; Ahmad, Zulimran 	Pictogram semantics standardization for barrier-free drug packaging: deep-learning-assisted design guidelines 	2025	13	.pdf	application/pdf	7482	409	43	Demographic distribution of elderly participants (N=200) Characteristic Category Frequency Percentage (%) Gender Male 92 46.0 Female 108 54.0 Age Group 60-65 years 68 34.0 66-70 years 75 37.5 71-75 years 42 21.0 76+ years 15 7.5 Education Level Primary or below 45 22.5 Middle school 82 41.0 High school 53 26.5 College or above 20 10.0 Residence Urban 128 64.0 Rural 72 36.0 Chronic Medication Use Yes 156 78.0 No 44 22.0 2.3 Deep learning model and validation This study employs a deep residual network (ResNet) for the semantic recognition of pharmaceutical packaging icons to objectively evaluate the recognizability of icon designs. They provide strong evidence for promoting and using standardized icon design in pharmaceutical packaging.	cache/futech-599.pdf	txt/futech-599.txt