We present SAGE (Scaffolded, Audited, Guided Education), a deployable guardrailed LLM tutoring system for adult learners. Left unrestricted, chat assistants often hand over the answer, which can improve in-the-moment performance but may erode the self-regulation that supports durable learning. SAGE wraps a commercial L...
Kwan-Hui Lim, Jing Ren, Yi-Miao Zhang et al.· 0 citations
The significant risks posed by per- and polyfluoroalkyl substances (PFAS) to water quality and public health have attracted increasing attention as a class of emerging contaminants. Efficient onsite assay of PFAS in environmental waters is critical for risk traceability, early warning, and safeguarding water security,...
Fengjiao He, Yimiao Zhang, Linpin Luo et al.· Analytical Chemistry· 0 citations
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