Skip to main content
. 2022 Nov 18;12:19899. doi: 10.1038/s41598-022-24356-6

Table 4.

Explanation Consistency (C) and JSD Explanation Consistency (CJSD) for the baseline models and explanation ensembles across all tasks tested.

Dataset (Task) Base mModel C Explanation ensemble C Base model CJSD Explanation ensemble CJSD
BCW 0.12282 0.4450 (262%) 0.24682 0.273065 (11%)
Diabetes (Classification) 0.58550 0.93697 (60%) 0.51667 0.543646 (5%)
Diabetes (Regression) 0.52691 0.600067 (13%) 0.35389 0.65568 (85%)
Codon Usage (DNA) 0.34279 0.5564 (62%) 0.28114 0.340558 (21%)
Codon usage (Kingdom) 0.22220 0.29387 (32%) 0.34702 0.39391 (14%)
MIMIC-IV 0.02433 0.10111 (315%) 0.15518 0.17912 (15%)

The percentage increase from baseline C (CJSD) to explanation ensemble C is shown in brackets.

Significant values are in [bold].