Interface-engineered ratiometric and dual-emission carbon quantum dot sensors for tetracycline detection in complex matrices
Litsenziya: cc-by
Annotatsiya
Ratiometric and dual-emission carbon quantum dot (CQD)-based fluorescent sensors have emerged as promising analytical platforms for tetracycline detection in complex food, environmental, and pharmaceutical matrices. This review discusses recent advances in the interfacial and electronic-state engineering of CQDs that enable stable dual-emission behavior and self-calibrated ratiometric sensing. Particular attention is given to the effects of heteroatom doping, surface functionalization, defect-state modulation, and hybrid nanostructures on fluorescence regulation and analytical performance. Key sensing mechanisms, including inner filter effect, Förster resonance energy transfer, coordination-induced emission modulation, and aggregation-associated signal switching, are systematically evaluated in relation to spectral stability, signal decoupling, and quantitative reliability. The review further examines the practical applicability of CQD-based fluorescent systems in real matrices such as milk, wastewater, river water, and pharmaceutical samples, where matrix-dependent interference and calibration instability remain significant challenges. Current limitations involving reproducibility, structural heterogeneity, environmental sensitivity, and lack of standardized analytical protocols are also discussed. In addition, emerging developments in portable sensing devices, visual fluorescence platforms, and machine-assisted signal interpretation are highlighted as future directions for intelligent and field-deployable tetracycline monitoring technologies.
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