Table 2.

Results of predicting the occurrence of HF using three MLR models based on the most discriminative features, extracted for (i) all patients, (ii) MASLD( +) patients, and (iii) MASLD(−) patients of Dataset A

Method	Sensitivity	Specificity	CC with event [%]	CC without event [%]	CC All [%]
(i) All (5 parameters)	0.81	0.70	80.76	70.17	72.10
(i) MASLD( +) subgroup (5 parameters)	0.68	0.80	67.53	79.55	77.19
(ii) MASLD( +) subgroup (3 parameters)	0.69	0.75	69.07	74.65	73.56
(i) MASLD(−) subgroup (5 parameters)	0.84	0.74	83.74	74.07	75.67
(iii) MASLD(−) subgroup (2 parameters)	0.84	0.70	83.74	70.37	72.58

The best results in the subgroup analysis are boldfaced