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. 2026 Aug 20;26(16):5278. doi: 10.3390/s26165278
CMC Carboxymethyl cellulose
DMA Dimethylamine
EFSA European Food Safety Authority
FET Field-effect transistor
FTIR Fourier-transform infrared spectroscopy
GDH Glycerol dehydrogenase
GERS Graphene-enhanced Raman spectroscopy
GFET Graphene field-effect transistor
GNPs Graphene nanoplatelets
GO Graphene oxide
GQDs Graphene quantum dots
KPI Key performance indicators
LDA Linear discriminant analysis
LIG Laser-induced graphene
LIPS Laser-induced paper sensor
LOD Limit of detection
LSTM Long Short-Term Memory
ML Machine learning
MOFs Metal–organic frameworks
NADH Nicotinamide adenine dinucleotide, reduced form
NFC Near-field communication
N-GQDs Nitrogen-doped graphene quantum dots
PCA Principal component analysis
PEC Photoelectrochemical
PEG Polyethylene glycol
PLA Polylactic acid
PVA Polyvinyl alcohol
QCM Quartz crystal microbalance
QSVM Quadratic support vector machine
rGO Reduced graphene oxide
RH Relative humidity
RSD Relative standard deviation
SAW Surface acoustic wave
SVM Support vector machine
TMA Trimethylamine
TVB-N Total volatile basic nitrogen
UHRMS Ultra-high-resolution mass spectrometry
UV Ultraviolet
VOC/VOCs Volatile organic compound(s)
XGBoost Extreme Gradient Boosting