Evidence map›Paper›PMID 40903726›Full record

ArticleBMC geriatrics2025

Investigating effective factors on musculoskeletal pain prevention behaviors in the elderly population living in nursing homes, based on the health belief model: structural equation modeling approach.

Sogand Habibi, Sedigheh Sadat Tavafian, Reza Maghbouli, Ali Montazeri

Abstract read
In one paragraph

Article in BMC geriatrics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Observational
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

4 authors.

Sogand HabibiDepartment of Health Education and Health Promotion, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran.
Sedigheh Sadat TavafianDepartment of Health Education and Health Promotion, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran. tavafian@modares.ac.ir.
Reza MaghbouliSchool of Medicine, Iran University of Medical Sciences, Tehran, Iran.
Ali MontazeriPopulation Health Research Group, Health Metrics Research Center, Iranian Institute for Health Sciences Research, ACECR, Tehran, Iran. montazeri@acecr.ac.ir.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe world's elderly population is increasing. Due to the increase in musculoskeletal disorders in this group and the multifactorial nature of this disease, this study investigated the effective factors in preventing musculoskeletal pain in the elderly living in nursing homes, based on the Health Belief Model.

methodsA cross-sectional design was conducted with a random sample of 311 older adult nursing home residents in the Kahrizak nursing home, whose aims were to identify the determinants influencing musculoskeletal pain prevention practices (intake of vitamin D, stress management, and correct body posture). Health Belief Model (HBM) questionnaires were employed to gather data, Visual Analog Scale (VAS) for pain severity, and the Depression, Anxiety, and Stress Scale (DASS). Data analysis was done using SPSS version 22 software and statistical indicators (frequency, percentage, and correlation). This study applied the Partial Least Squares technique of Structural Equation Modeling (PLS-SEM) using Smart PLS software to test the proposed relationships among the study variables. AMOS was employed to verify the hypothesized relationships between the constructs of the HBM using covariance-based structural equation modeling, whereas Smart PLS was utilized to evaluate the predictive performance of the model, especially for formative constructs like cues to action.

resultsThe average age of the elderly was 75.3. The correlation between age, weight, and depression was significant. The highest R² value for cues to action was 0.426. Results showed that knowledge had a strong impact on perceived benefits and self-efficacy, perceived sensitivity and severity had moderate impacts, and perceived barriers had a negative correlation with preventive behaviors. R² value of 0.426 indicated that measures like knowledge, self-efficacy, and stress management captured some variance on the construct cues to action and are an important element in HBM's core model, driving seniors to perform musculoskeletal pain prevention activities.

conclusionGiven that cues to action were a significant predictor of doing MSD preventive behaviours, frequent reminder mechanisms, such as daily reminders or educational programming, are recommended to convince older adults to take preventive measures, including vitamin D intake and correct posturing.

trial registrationIRCT20220904055881N1. Registered on 11 February 2023.

Indexed as

Health BehaviorHealth Belief ModelHomes for the AgedMusculoskeletal PainNursing HomesAgedAged, 80 and overCross-Sectional StudiesFemaleHumansLatent Class AnalysisMalePain MeasurementSurveys and QuestionnairesElderlyHealth belief modelMusculoskeletal disorderPainStructural equation modeling

Identifiers

PMID40903726
PMCPMC12406486

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.