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Table 5.

Common techniques for enhancing model interpretation

Model interpretation techniques
 YesNo
Feature importance 47.2% 52.8% 
Permutation testing 34.0% 66.0% 
Ablation analysis 27.7% 72.3% 
Consensus features 20.0% 80.0% 
Model interpretation techniques
 YesNo
Feature importance 47.2% 52.8% 
Permutation testing 34.0% 66.0% 
Ablation analysis 27.7% 72.3% 
Consensus features 20.0% 80.0% 

Note: >100% due to multiple approaches used in some studies.

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