Evidence map›Paper›PMID 41835422›Full record

ArticleFrontiers in public health2026

Exploration of subgroups and predictors of health-promoting lifestyle among older adults in the community: a latent profile analysis.

Jianyi Bao, Shasha Li, Yuwei Lu, Guojing Guo, Yuecong Wang, Shufang Liao, Yue Li, Yingxue Xi, Xiaofang Song, Xinyu Yang

Abstract read
In one paragraph

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

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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.

Jianyi Bao *School of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Shasha Li *School of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Yuwei Lu *Department of Nursing, Huzhou Central Hospital, Huzhou, Zhejiang, China.
Guojing Guo *School of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Yuecong WangSchool of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Shufang LiaoSchool of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Yue LiSchool of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Yingxue XiSchool of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Xiaofang SongSchool of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.
Xinyu YangSchool of Medicine and Nursing, Huzhou University, Huzhou, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: The health-promoting lifestyle has an impact on the quality of life of older people. This study aimed to explore the subgroup characteristics and predictors of health-promoting lifestyles among community-dwelling older adults. Methods: This study involved 503 community-dwelling Chinese older adults. Latent profile analysis was employed to identify subgroups of community-dwelling older adults with health-promoting lifestyles, and predictors affecting each subgroup were analyzed using univariate analysis and multiple logistic regression analysis. Results: Health-promoting lifestyles among community-dwelling older adults were identified in three categories: low health-promoting lifestyle group (32.80%), moderate health-promoting lifestyle-low health responsibility group (44.33%), and high health-promoting lifestyle-low stress management group (22.86%). Gender, the number of chronic diseases, smartphone use, residential status, monthly income, participation in geriatric activities, household registration type, medical insurance, friend networks, and health risk perception were predictors of subgroup membership. Conclusion: This study classified health-promoting lifestyles among community-residing older adults and identified predictors for each, helping to develop tailored health intervention programs.

Indexed as

Health PromotionHealthy LifestyleIndependent LivingLife StyleAgedAged, 80 and overChinaFemaleHumansMaleSocial Groupcommunityhealth promotionhealthy lifestylelatent profile analysisolder adults

Identifiers

PMID41835422
PMCPMC12979150

What Socratic holds

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LicenceCC BY
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Registered trials

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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.