Table 6 Comparison between existing models and our proposed methodology
No | Paper | Design of Study | Method Used | Explainable AI Approach |
|---|---|---|---|---|
1. | [7] | Community-based cross-sectional study | Multivariable logistic regression model No ML Approach | No |
2. | [26] | Institutional-based cross-sectional study | Multivariate logistic regression No ML Approach | No |
3. | [28] | Community-based cross-sectional study | Multivariable logistic regression model No ML Approach | No |
4. | [29] | Experimental study | ML approach | No |
5. | [30] | A community-based cross-sectional study | A binary logistic regression was fitted to identify significant factors associated with MDD No ML Approach | No |
6. | [31] | Experimental design | Multilevel logistic regression analysis No ML Approach | No |
7. | Our proposed model | Experimental design | Ensemble ML approach | LIME, ELI5 |