Evidence map›Paper›PMID 41764306›Full record

ArticleScientific reports2026

The intention of Chinese college students to use sports smart wearable devices based on the technology acceptance model and technology readiness index.

Jinhui Wu, Changqing Xiang, Jie Zhao, Huajiang Zhang, Yuliang Ji, Shengli Li

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Jinhui WuSchool of Physical Education, Hubei University of Arts and Science, Xiangyang, 441,053, China.
Changqing XiangSchool of Physical Education, Hubei University of Arts and Science, Xiangyang, 441,053, China. xiangchangqing865@gmail.com.ORCID http://orcid.org/0000-0002-7361-6493
Jie ZhaoSchool of Physical Education, Wuhan Sports University, Wuhan, 430,079, China.
Huajiang ZhangSchool of Physical Education, Hubei University of Arts and Science, Xiangyang, 441,053, China.
Yuliang JiSchool of Physical Education, Hubei University of Arts and Science, Xiangyang, 441,053, China.
Shengli LiSchool of Physical Education, Hubei University of Arts and Science, Xiangyang, 441,053, China.

Funding

The Key Research Projects of the 2025 Higher Education Scientific Research Plan of the China Association of Higher Education 25TY0214The Research Initiation Fund of Hubei University of Arts and Science qdf2024045
6 · The paper itself

Abstract

With the rapid advancement of technology, sports-related technological products such as wearable smart devices have expanded from professional athletic settings into daily life. This study aims to explore the theoretical foundations of the Technology Acceptance Model (TAM) and the Technology Readiness Index (TRI), to understand the factors influencing college students' acceptance and use of sports smart wearable devices. A total sample of 428 college students (48.3% male and 51.7% female) participated in this investigation. Data was collected using the Likert five-level scale of the TAM, which was then analyzed using SPSS and AMOS software. The results indicate that perceived usefulness, perceived ease of use, privacy concerns, innovation, curiosity, health needs, and social motivation all positively influence college students' use of sports smart wearable devices. In addition, the level of technology readiness significantly moderated this process. The results showed that all research hypotheses were supported, and the model exhibited a good fit. This study expands the application boundaries of TAM and TRI in the field of sports health, provides a theoretical basis and practical implications for the product design of smart wearable devices, the reform of physical education in colleges and universities, and market promotion, and contributes to the improvement of college students' physical health under the goal of Healthy China 2030.

Indexed as

IntentionSportsStudentsWearable Electronic DevicesAdolescentAdultChinaDigital HealthFemaleHumansMaleMotivationSurveys and QuestionnairesUniversitiesYoung AdultFactorsPhysical activitySmart wearable devicesTechnology acceptance model

Identifiers

PMID41764306
PMCPMC13057166

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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 OpenQuestion graph.