Table 2 List of acronym used in the paper.

AI

Artificial Intelligence

ML

Machine Learning

XAI

Explainable Artificial Intelligence

SHAP

Shapley Additive Explanations

LIME

Local Interpretable Model-Agnostic Explanations

ANN

Artificial Neural Network

AUC

Area Under the Curve

AP

Average Precision

JS

Jaccard Score

LL

Log Loss

MCC

Matthews Correlation Coefficient

GTP

Gamma-glutamyl Transferase

Hb / HGB

Hemoglobin

IQR

Interquartile Range

KNN

K-Nearest Neighbors

ALT

Alanine Aminotransferase

AST

Aspartate Aminotransferase

LDL

Low-Density Lipoprotein

HDL

High-Density Lipoprotein

SPSS

Statistical Package for the Social Sciences

SMOTE

Synthetic Minority Over-sampling Technique

PBM

Proposed Blending Model

ROC

Receiver Operating Characteristic

TP/TN/FP/FN

True/False Positives/Negatives