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Table 2 Short descriptions of categories and accompanying sub-categories that were chosen by gerontology experts

From: A novel explainable machine learning-based healthy ageing scale

Category

Sub-category

Description

Physical health

Basic physical health

Person’s vital human body function.

Physical health

Advanced physical health

Person’s lifestyle.

Social health

Family

Person’s relationship with the family.

Social health

Society

Person’s involvement in society (job, organization).

Mental health

Basic mental health

Person’s well-being, loneliness, and memory.

Mental health

Advanced mental health

Is a person reaching their purpose and happiness with life?

Activities

Physical activities

Is the person physically active?

Independent living

/

Can a person take care of their daily activities like feeding and walking?