Table 11 Mean absolute SHAP values converted to probabilities for all three classes in the test dataset
From: A novel explainable machine learning-based healthy ageing scale
Feature name | Poor ageing | Moderate ageing | Good ageing |
|---|---|---|---|
a_conscious_healthcare | 0.12 | 0.09 | 0.11 |
mh_basic_well_being | 0.18 | 0.11 | 0.09 |
mh_advanced_life_satisfaction | 0.19 | 0.10 | 0.22 |
mh_advanced_life_experiences | 0.08 | 0.08 | 0.10 |
ph_physical_activity | 0.09 | 0.09 | 0.09 |
ph_organ_system | 0.08 | 0.09 | 0.08 |
personal_conversations | 0.05 | 0.07 | 0.04 |
organization_type | 0.07 | 0.10 | 0.12 |
education | 0.05 | 0.09 | 0.05 |
gender | 0.05 | 0.09 | 0.04 |
age | 0.05 | 0.09 | 0.06 |