Evidence mapPaperPMID 41970372Full record

ArticleFrontiers in medicine2026

Association of transitions in frailty with dementia risk: findings from two longitudinal cohort studies.

Mingrui Liu, Zelin Ye, Haiyu Liu, Pengzhen Ma, Yaning Li, Qihao Wang, Yikang Shen, Huaxin Pang, Xiaoxia Xie, Yufeng Zhao

Abstract read
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Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Mingrui Liu *Data Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Zelin Ye *Department of Infection, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
Haiyu LiuData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Pengzhen MaData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Yaning LiData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Qihao WangData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Yikang ShenData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Huaxin PangData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Xiaoxia XieData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.
Yufeng ZhaoData Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Previous studies have suggested that frailty is an important risk factor for dementia. Frailty is a dynamic condition that may progress or improve. However, the impact of frailty transitions on dementia risk has not been sufficiently examined. Methods: We analyzed data from two prospective cohorts. Frailty status was assessed using the Frailty Index (FI) and categorized into three groups: robust, pre-frail, and frail. Transitions in frailty status were evaluated based on FI at baseline and at a second assessment. The outcome was dementia, which was ascertained by self-reported physician diagnosis. To adjust for potential confounders, a directed acyclic graph was drawn, and Cox proportional hazards models were used to calculate hazard ratio (HR) and 95% confidence interval (95% CI). Results: Based on the inclusion and exclusion criteria, a total of 8,353 participants were included in the analysis of transitions in frailty status. Compared with stable robust participants, robust participants who progressed to pre-frail or frail had an increased risk of dementia (HR = 1.78, 95% CI: 1.18-2.68, Conclusion: Progression in frailty status was associated with an increased risk of dementia compared with stable robust or stable pre-frail status, whereas recovery from pre-frail or frail status was not associated with a significant reduction in dementia risk.

Indexed as

aging populationchronic disease burdendementiafrailtyincidence

Identifiers

PMID41970372
PMCPMC13062179

What Socratic holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.