ArticleSensors (Basel, Switzerland)2025
Psychological Barriers and Perceptual Drivers of Sensor-Based Smart Health Technology Adoption.
Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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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.
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.
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Who cites it
1 citing paper in PubMed.
- Research on the implementation path of digital-intelligent healthcare based on the TAM model from the perspective of high-quality development.BMC health services research · 2026Article
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Authors and funding
4 authors.
Funding
Abstract
Smart health technologies integrating radar sensors enable non-invasive, real-time health monitoring and are central to future-oriented healthcare systems. However, psychological and perceptual barriers may hinder their adoption. This study extends the Technology Acceptance Model (TAM) by incorporating Perceived Credibility (PC) and Technology Anxiety (TA) to examine user acceptance of radar-based health monitoring systems. A quantitative survey was conducted with 222 participants in Binh Duong Smart City, Vietnam. Structural Equation Modeling (SEM) was used to analyze the relationships among variables. Results reveal that PC is significantly associated with Perceived Usefulness (PU) and Perceived Ease of Use (PEOU), which subsequently affect Attitude Toward Use (ATU) and Intention to Use (ITU). Technology Anxiety acts as a psychological barrier, moderating the impact of PC and PEOU on PU, and negatively influencing ATU and ITU. Furthermore, students reported lower PEOU and ITU compared to non-students, suggesting subgroup-specific challenges in adopting sensor-based health systems. These findings enhance understanding of psychological dynamics in the adoption of sensor-integrated health technologies and provide practical implications for designing user-centered smart health solutions that build trust and reduce anxiety.
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What Socratic holds
Registered trials
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.