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. 2025 Oct 8;15(10):677. doi: 10.3390/bios15100677
THz-TDS Terahertz frequency-domain spectroscopy
ATR Attenuated total reflection
2,4-D 2,4-dichlorophenoxyacetic acid
DFT Density functional theory
LOD Limit of detection
USM Umbrella-shaped metamaterial
RMSE Root mean square error
COF Covalent organic frameworks
PI Polyimide
PCA Principal component analysis
FQs Fluoroquinolones
FMFs Fish meal feeds
SPA Successive projections algorithm
NF Norfloxacin
ENR Enrofloxacin
BPNN Backpropagation neural network
PEF Pefloxacin
FLE Fleroxacin
CARS Competitive adaptive reweighted sampling
TC4 Three-concentric C4-symmetrical split-ring
MRR-CSF Multiple resonance response competition and selection fusion
KNN K-Nearest Neighbor
CAP Chloramphenicol
AuF-MM Gold film metamaterial
CAP-BSA CAP–bovine serum albumin
AuNPs-mAb Colloidal gold-labeled CAP monoclonal antibodies
CSs Citrate salts
ADA Azodicarbonamide
SG Savitzky–Golay
LSTM Long short-term memory
LS-SVM Least squares support vector machine
S. aureus Staphylococcus aureus
E. coli Escherichia coli
STDN Single-bacterium terahertz dielectric nanoimaging
S. epidermidis Staphylococcus epidermidis
AgNCs Ag nanocubes
AFB2 Aflatoxin B2
MC Moisture content
PFBD Pulsed fluidized bed dryer
CNNs Convolutional neural networks
PLSR Partial least squares regression
SVR Support vector regression
HSI Hyperspectral imaging
NIR-HSI Near-infrared hyperspectral imaging
GPR Gaussian process regression
SVM Support vector machine
FSS Frequency-selective surface
FT-THz Fourier-transform terahertz
HMT Heat-moisture treatment
XRD X-ray diffraction
SSA-SVM Sparrow algorithm optimised support vector machines
UVE Uninformative variable elimination
Meta-Sticker Metamaterial sticker
SCARS Stability competitive adaptive reweighted sampling
RF Random forest
MCUVE Monte Carlo uninformative variable elimination
PLS Partial least squares
FCNN Fully connected neural network