JAGES10-13 cohort 0 Probabilistic inference on the health status of older people focusing on the conditional probability of the built environment and social capital-a prospective cohort study using the data of JAGES10- 13 cohort on the primordial prevention of community development

Abstract

The purpose of this study was to examine the effects of the built environment and social capital on health status over three years using dimensional compression and structural modeling of information on the living behavior of older people using machine learning. The study design included conducting a prospective cohort study using a probabilistic latent semantic structure model. As a result, we estimated that if the built environment and social capital were improved from the highest health risk conditions to the lowest health risk conditions, health risks such as the mortality would be suppressed to about 0.9 times compared to average health risks.