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. 2025 Jun 23;27:e69379. doi: 10.2196/69379

Table 5.

The feature importance for exploring factors related to high levels of loneliness, as analyzed by 4 groups.

Variables Feature importance
Sleep quality 3.206
Physical movement 2.173
Sedentary behavior 1.723
Sleep quantity 0.812
Sum of SGDS-Ka 0.143
Sum of SCD-Qb 0.128
Sum of K-GAIc 0.099
Sum of MBI-Cd 0.069
Impulse dyscontrol domain in MBI-C 0.062
Subjective economic status 0.058

aSGDS-K: Korean version of the Short Form-Geriatric Depression Scale.

bSCD-Q: Subjective cognitive decline questionnaire.

cK-GAI: Korean Geriatric Anxiety Inventory.

dMBI-C: Mild behavioral impairment checklist.