Table 2.
SHAP value of a single sample.
| Feature ID | Feature | Feature value | SHAP |
|---|---|---|---|
| 0 | Age | 56 | 0.04823 |
| 1 | Gender | 1 | 0.0019 |
| 2 | Religion | 3 | −0.03007 |
| 3 | Race | 1 | −0.15723 |
| 4 | Nature of occupation | 5 | −0.04402 |
| 5 | Civil status | 3 | −0.05929 |
| 6 | Education level | 0 | −0.00184 |
| 7 | Lifetime psychiatric hospitalisations | 0 | −0.01955 |
| 8 | Past suicide attempts | 0 | −0.00517 |
| 9 | Any suicidal thoughts mentioned | 0 | −0.00878 |
| 10 | Self-injurious behaviour | 1 | 0.16583 |
| 11 | Psychiatric disorders | 3 | −0.00353 |
| 12 | Past illnesses | 4 | 0.00875 |
| 13 | Alcohol/ drug consumption | 2 | −0.00894 |
| 14 | Anger | 0 | −0.11058 |
| 15 | Sleep problem | 1 | 0.01062 |
| 16 | Social isolation | 1 | 0.2493 |
| 17 | Depression | 0 | −0.09246 |
| 18 | Humiliated | 0 | −0.02779 |