Evidence map›Paper›PMID 41858641›Full record

ArticlePatient preference and adherence2026

The Impact of Perceived Usefulness of Wearable Devices on Treatment Adherence in Fracture Patients: The Chain Mediating Roles of Self-Efficacy and Meaning in Life.

Xiaoxue Tan, Shanshan Cai, Yanan Kan, Nan Xu, Ying Chen, Min Xu, Donghong Huang

Abstract read
In one paragraph

Article in Patient preference and adherence, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Observational
  2. Article
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.

Xiaoxue Tan *Department of Orthopaedics & Traumatology, The First Affiliated Hospital of Zhejiang Chinese Medical University, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, People's Republic of China.
Shanshan Cai *Division of Biomedical and Life Sciences, Faculty of Health and Medicine, Lancaster University, Lancaster, UK.ORCID 0000-0002-0594-0953
Yanan KanDepartment of Orthopaedics & Traumatology, The First Affiliated Hospital of Zhejiang Chinese Medical University, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, People's Republic of China.
Nan XuDepartment of Orthopaedics & Traumatology, The First Affiliated Hospital of Zhejiang Chinese Medical University, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, People's Republic of China.
Ying ChenDepartment of Orthopaedics & Traumatology, The First Affiliated Hospital of Zhejiang Chinese Medical University, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, People's Republic of China.
Min XuDepartment of Nursing, The First Affiliated Hospital of Zhejiang Chinese Medical University, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, People's Republic of China.ORCID 0000-0002-7699-9792
Donghong HuangDepartment of Orthopaedics & Traumatology, The First Affiliated Hospital of Zhejiang Chinese Medical University, Zhejiang Provincial Hospital of Chinese Medicine, Hangzhou, Zhejiang Province, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Fractures patients often exhibit low treatment adherence, resulting in prolonged recovery and increased complications. Wearable devices provide real-time monitoring and feedback and are expected to improve adherence, but the psychological mechanisms remain underexplored. This study is among the first to extend the Technology Acceptance Model (TAM) to fracture rehabilitation by incorporating self-efficacy and meaning in life as mediators. Objective: The purpose of this study was to analyze the effect of perceived usefulness of wearable devices on treatment adherence of fracture patients and its internal mechanism. Methods: A cross-sectional study was conducted with 473 fracture patients (45.5% male, mean age 44.42 ± 16.24 years) from four tertiary hospitals in Zhejiang, China, between May and June 2025. Participants completed validated scales assessing perceived usefulness, self-efficacy, meaning in life, and treatment adherence. Structural equation modeling and SPSS Macro Process Model 6 with bias-corrected bootstrapping were used to test direct and mediating effects. Results: Perceived usefulness significantly predicted treatment adherence β = 0.167, 95% CI = [0.042, 0.291]. Self-efficacy (indirect effect = 0.089, 95% CI=[0.019, 0.174]) and meaning in life (indirect effect = -0.135, 95% CI=[-0.215, -0.033]) mediated this relationship, with a chain mediation effect through both variables (indirect effect = 0.149, 95% CI = [0.077, 0.229]). The total effect accounted for 62% of adherence variance. Conclusion: The findings reveal a complex psychological mechanism wherein the perceived usefulness of wearable devices influences fracture patients' treatment adherence through multiple pathways, involving both positive and negative mediating effects. This underscores the importance of addressing patients' self-efficacy and meaning in life to maximize the effectiveness of technology-based rehabilitation interventions.

Indexed as

fracture patientsmeaning in lifeperceived usefulnessself-efficacytreatment adherencewearable devices

Identifiers

PMID41858641
PMCPMC12998891

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.