HeyJaredHyeri Shin
- Indexed articles, last 90 days
- 1
- Latest publication
- Jul 31, 2026
- Outlet visibility, for JMIR Aging
- Top 5M sites
- Earliest in this view
- Jul 31, 2026
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Predicting Care Needs in Community-Dwelling Older Adults Using Explainable Machine Learning and a Multidimensional Approach Integrating Health, Social, and Environmental Factors: Cross-Sectional Study (opens the original)
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Background: Rapid population aging and a worsening shortage of care workers necessitate the identification of older adults who require proactive interventions. Although machine learning (ML) has been increasingly applied in gerontology, existing studies have predominantly focused on social isolation, loneliness, depression, falls, and frailty in isolation rather than on the integrated construct of care needs. Objective: This study aimed to develop and interpret an explainable ML model that ident
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For JMIR Aging, the outlet · Measured Aug 1, 2026
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