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. 2025 Aug 7;25(15):4864. doi: 10.3390/s25154864
AI Artificial Intelligence
ARIMA AutoRegressive Integrated Moving Average
ARPA Regional Environmental Protection Agency
CRDs Cardiorespiratory Diseases
CWSM Complex Wireless Sensors Model
CO Carmon monoxide
CVD Cardiovascular Disease
DEW Dew Point Temperature
DCTs Dates corresponding to Critical Thresholds
DNN Deep Neural Network
DT Decision Tree
ED Emergency Department
EBM Explainable Boosting Machine
ER Emergency Room
GAMs Generalized Additive Models
GBDT Gradient Boosting Decision Trees
KNN K-Nearest Neighbors
LASSO Least Absolute Shrinkage and Selection Operator
LightGBM Light Gradient Boosting Machine
LIME Local Interpretable Model-Agnostic Explanations
LR Linear Regression
LSTM Long Short-Term Memory
MAE Mean Absolute Error
MAPE Mean Absolute Percentage Error
ML Machine Learning
MLP Multi-Layer Perceptron
MLR Multivariable Linear Regression
MSE Mean Squared Error
NO2 Nitrogen Dioxide
NSTEMI Non-ST-Elevation Myocardial Infarction
O3 Ozone
P_atm Atmospheric Pressure
PM10 Particulate Matter ≤ 10 μm
PM2.5 Particulate Matter ≤ 2.5 μm
R2 Coefficient of determination
RF Random Forest
RH Relative Humidity
RMSE Root Mean Squared Error
RRQA Regional Air Quality Network
SHAP SHapley Additive exPlanations
SVR Support Vector Regression
Tavg Average Temperature
TPEs Tree-structured Parzen Estimators
UA Unstable Angina
UAV Unmanned Aerial Vehicle
UV Ultraviolet Radiation
XAI Explainable Artificial Intelligence
XGBoost Extreme Gradient Boosting