| Abs | Antibodies |
| AgNPs | Silver nanoparticles |
| AI | Artificial intelligence |
| AIDS | Acquired immunodeficiency syndrome |
| ANN | Artificial neural network |
| AUC | Area under the curve |
| CNN | Convolutional neural network |
| CTCs | Circulating tumor cells |
| DGFET | Dual-gate field-effect transistor |
| DL | Deep learning |
| DNN | Deep neural network |
| ECM1 | Extracellular matrix protein-1 |
| ELISA | Enzyme-linked immunosorbent assay |
| FDT | Fuzzy-based decision tree |
| FET | Field-effect transistor |
| FFNN | Feedforward neural networks |
| FNDs | Fluorescent nanodiamonds |
| GANs | Generative adversarial networks |
| GDCFN | Generalized deep convolutional fuzzy network |
| GNPs | Gold nanoparticles |
| GO | Graphene oxide |
| GPLMs | General protein language models |
| GPR | Gaussian process regression |
| IoT | Internet of Things |
| KNN | k-Nearest Neighbors |
| LMs | Language models |
| LOD | Limit of detection |
| LSTM | Long short-term memory |
| MERS-CoV | Middle East respiratory syndrome coronavirus |
| MIPs | Molecularly imprinted polymers |
| ML | Machine learning |
| MLP | Multilayer perceptron |
| MLR | Multiple linear regression |
| MS | Mass spectrometry |
| MWCNTs | Multi-walled carbon nanotubes |
| NMs | Nanomaterials |
| PCR | Polymerase chain reaction |
| PI-RADS | Prostate imaging reporting and data system |
| POCT | Point-of-care testing |
| PSO | Particle swarm optimization |
| RBD | Receptor binding domain |
| RBMs | Restricted Boltzmann machines |
| RF | Random forest |
| RNN | Recurrent neural network |
| SARS-CoV | Severe acute respiratory coronavirus |
| SELEX | Systematic evolution of ligands by exponential enrichment |
| SERS | Surface-enhanced Raman scattering |
| SPR | Surface plasmon resonance |
| SSO | Shuffle shepherd optimization |
| SVC/RBF | Support vector classifier with a radial basis function |
| SVM | Support vector machine |
| SVR | Support vector regression |
| VAEs | Variational autoencoders |
| VOC | Volatile organic compound |
| XAI | Explainable artificial intelligence |