Persistence and irreversibility of care-demanding status: insights from long-term care claims data in Japan
Minamo Mikoshiba, Akira Kawamura, Toshihide Awatani, Haruko Noguchi

TL;DR
This study uses Japanese long-term care data to show that disability and mortality risks in older adults are highly predictable and mostly irreversible, emphasizing the need for early prevention.
Contribution
The study introduces a novel analysis of care-demanding status persistence using longitudinal LTCI claims data and Monte Carlo simulations.
Findings
Transition probabilities to no-disability are nearly zero, showing high persistence in disability status.
Monte Carlo simulations revealed near-perfect predictability of disability and mortality risks in older adults.
Preventing worsening disability, especially cognitive impairment, is critical for reducing long-term care demand.
Abstract
Profiling disability and mortality risks in older adulthood is essential for government planning, resource allocation, and care services provision. This study showed trajectory of disability and mortality risks using objective measures derived from administrative long-term care insurance (LTCI) claims data in Japan. This cohort study used longitudinal data from LTCI claims, linked with death certificates, and supplemented with population data for non-LTCI eligible individuals, from 2006 to 2018. The dataset comprised 30,347,066 older adults’ records aged 65–94 eligible for LTCI within 1912–1951 birth cohorts (7,221,142 unique individuals). The definition of disability was based on LTCI claims data, quantified by standard hours of care. One-year interval transition probabilities of disability and mortality, categorized by age, sex, and care demanded level, were estimated using a…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsFrailty in Older Adults · Intergenerational Family Dynamics and Caregiving · Insurance, Mortality, Demography, Risk Management
