Evidence map›Paper›PMID 42321617›Full record

ArticleBMC geriatrics2026

Uncovering the role of preventive health services utilization in protecting older adults from heat-related depressive risks.

Shaowei Liu, Junyao Zheng, Fan Yang, Wenjie Li, Yiyan Zhou, Shihan Lu, Yifan Zhang

Abstract read
In one paragraph

Article in BMC geriatrics, 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

7 authors.

Shaowei Liu *School of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China.
Junyao Zheng *School of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China.
Fan YangSchool of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China. fan_yang86@sjtu.edu.cn.ORCID 0000-0003-4127-6962
Wenjie LiSchool of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China.
Yiyan ZhouSchool of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China.
Shihan LuSchool of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China.
Yifan ZhangSchool of International and Public Affairs, Shanghai Jiao Tong University, Room 130, Xinjian Building, 1954 Huashan Road, Shanghai, 200030, China.

Funding

Hong Kong University Grants Committee General Research Fund 17603923National Natural Science Foundation of China under Grant 72174118
6 · The paper itself

Abstract

backgroundResearch on extreme heat has predominantly focused on acute heatwaves, obscuring the mental health risks of cumulative heat exposure for aging populations. As a proactive public health intervention, preventive health services represent a critical but underexamined dimension of community resilience to climate-related health risks. This study examines the relationships between cumulative heat exposure and depressive symptoms among older adults and explores whether preventive health services utilization attenuates this risk.

methodsWe analyzed longitudinal data from 7,464 older adults (yielding 21,383 observations) in the China Longitudinal Aging Social Survey (2016-2018-2020), linked with city-level meteorological data. Cumulative heat exposure was measured by the annual count of extreme heat days. Depressive symptoms were assessed using the CES-D-9 scale. Two-way fixed-effects regression models were employed. To mitigate confounding by indication and multiple-testing inflation, Inverse Probability of Treatment Weighting (IPTW) and Benjamini-Hochberg False-Discovery-Rate (FDR) adjustments were applied.

resultsCumulative heat exposure significantly exacerbated depressive symptoms among older adults (β = 0.013, p < 0.001). Preventive health services utilization provided substantial protection. Specifically, health education (β = -0.036, p < 0.001) and health records management (β = -0.015, p = 0.034) demonstrated robust attenuating associations, whereas the moderating role of health screening was marginally significant. Heterogeneity analyses indicated that the buffering effects of preventive services were concentrated in older men, rural residents, and the middle region.

conclusionCumulative heat exposure poses a significant risk to older adults' mental health, but community-based preventive health services can serve as vital institutional adaptation capital to buffer this risk. Prioritizing targeted health education to bridge the knowledge-action gap, alongside continuous health records monitoring in resource-constrained rural and middle regions, offers an equitable strategy for enhancing climate resilience in aging societies.

Indexed as

DepressionExtreme HeatHot TemperaturePatient Acceptance of Health CarePreventive Health ServicesAgedAged, 80 and overChinaFemaleHumansLongitudinal StudiesMaleRisk FactorsCumulative heat exposureDepressive symptomsPreventive health services

Identifiers

PMID42321617
PMCPMC13531811

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.