Developing a predictive model for deterioration in long‐term care level among Japanese older adults with mild cognitive impairment and dementia: NCGG‐STORIES
Kazuaki Uchida, Taiki Sugimoto, Xueying Jin, Takeshi Nakagawa, Soshiro Ogata, Eri Kiyoshige, Kosuke Fujita, Yujiro Kuroda, Takashi Sakurai, Tami Saito · 2025
Read Developing a predictive model for deterioration in long‐term care level among Japanese older adults with mild cognitive impairment and dementia: NCGG‐STORIES by Kazuaki Uchida, Taiki Sugimoto, Xueying Jin, Takeshi Nakagawa, Soshiro Ogata, Eri Kiyoshige, Kosuke Fujita, Yujiro Kuroda, Takashi Sakurai, Tami Saito (2025) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-11714012.txt.
Description
Kazuaki Uchida and nine co-authors build a model to foretell which Japanese older adults with thinking loss will need more care, in a 2025 conference paper. Japan grades long term care need in seven levels. A rise in level means a loss of free daily life, so spotting it early helps families plan.
The team used a memory clinic cohort joined to town care insurance records. All held mild loss or dementia with a low care grade at the first visit. The outcome was the days until the grade rose past a set line. The model weighs age, habits, daily skills, mood, and conduct signs from the first visit. Scores from the model aim to flag who needs close watch and early help.
Catalog record
| CREATOR | Kazuaki Uchida, Taiki Sugimoto, Xueying Jin, Takeshi Nakagawa, Soshiro Ogata, Eri Kiyoshige, Kosuke Fujita, Yujiro Kuroda, Takashi Sakurai, Tami Saito |
|---|---|
| YEAR | 2025 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 3 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |