Universitas Tidar

A zero-shot LLM framework for analyzing user preference on product attributes: a case study of smartwatch reviews

The rise of zero-shot learning through Large Language Models (LLMs) opens new opportunities for analyzing consumer feedback without relying on annotated data. This study proposes a zero-shot framework to uncover user preferences on product attributes, using 12,900 Amazon smartwat...

The complete chloroplast genome sequence and phylogenetic analysis of Murraya sumatrana Roxb. (Rutaceae)

Abstract Objective Murraya sumatrana Roxb. (Rutaceae) is a shrub that is native to Bangladesh to Taiwan, and New Guinea, and is used mainly as ornamental trees in these regions. It has long been confused with orange jasmine, M. paniculata , and other species in the genus Murraya...

A Validated Macro‐Scale CFD Thermal Framework for a Temperature‐Controlled Coffee Fermentation Bioreactor: Integrated Heat‐Transfer Simulation and Experimental Analysis

ABSTRACT Temperature exerts a critical influence upon coffee fermentation, driving microbial metabolic pathways, acidification kinetics, and post‐harvest bean quality. This study presents an integrated computational fluid dynamics (CFD)–experimental validation framework to analyz...