Viral outbreaks such as SARS-CoV, MERS-CoV, and COVID-19 underscore the urgent need for rapid, sensitive, and scalable diagnostic technologies. Current standard methods, including nucleic acid amplification tests and immunoassays, offer complementary strengths but face limitations in cost, turnaround time, and early-st...
Yanjun Yang, Yiping Zhao· Chemical Reviews· 0 citations
Label-free surface-enhanced Raman spectroscopy (SERS) combined with machine learning (ML) provides a rapid, reagent-light approach to microbial detection, identification, and phenotyping. Translation remains limited, however, by variability in sample preparation, substrates, acquisition conditions, preprocessing, and v...
S. Mahmud, Md. Sakib Bin Islam, M. Naznine et al.· Talanta: The International J...· 0 citations
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