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. 2025 Oct 31;15(11):722. doi: 10.3390/bios15110722
ML Machine learning
RF Random Forest
SVM Support Vector Machine
NN Neural Network
KNN K-nearest neighbors
LR Logistic Regression
NEFA Non-esterified fatty acids
AST Aspartate aminotransferase
LDH Lactate dehydrogenase
GGT Gamma-glutamyl transferase
nMMC Normalized Matthews correlation coefficient
BHB Beta-hydroxybutyrate
PLF Precision livestock farming
TRIG Triglycerides
ROC Receiver operating characteristic
AUC Area under the curve
MCC Matthews Correlation Coefficient
FP False Positives
TN True Negatives
FN False Negatives
FPR False Positive Rate
PPV Positive predictive value
NPV Negative predictive value
TP Total protein
Fe Iron
LSMU Lithuanian University of Health Sciences
TMR Total mixed ration
DM Dry matter
THI Temperature–humidity index
RMSEP Root mean square error of prediction
RBF Radial Basis Function
TP True Positives
Cl Confidence interval
LSTM Long Short-Term Memory
DTC Decision Tree Classifier
ET Extra Trees
AMS Automated milking system