SynthesisApplied clinical informatics2018
A Systematic Review of the Technology Acceptance Model in Health Informatics.
Synthesis in Applied clinical informatics, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05318651 (Determinants of Use of Mobile Apps for Smoking Cessation), which is not on this map. Cited by 266 papers, 13 of them syntheses that pooled 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.
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.
Determinants of Use of Mobile Apps for Smoking Cessation
Who cites it
266 citing papers in PubMed, 13 syntheses or guidelines pooled it.
- Acceptance of telemedicine among care personnel in inpatient and outpatient elderly care: a systematic review.BMC geriatrics · 2025Pooled it
- Usability evaluation methods for hospital information systems: a systematic review.BMC health services research · 2025Pooled it
- The User Experience of Ambulatory Assessment and Mood Monitoring in Bipolar Disorder: Systematic Review and Meta-Synthesis of Qualitative Studies.Journal of medical Internet research · 2025Pooled it
- Technology Acceptance Model in Medical Education: Systematic Review.JMIR medical education · 2025Pooled it
- Improving Acceptability of mHealth Apps-The Use of the Technology Acceptance Model to Assess the Acceptability of mHealth Apps: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Telemedicine applications in pediatric emergency surgery and trauma: a systematic review of diagnostic accuracy and clinical effectiveness.Pediatric surgery international · 2025Pooled it
- Evaluating the Adoption of mHealth Technologies by Community Health Workers to Improve the Use of Maternal Health Services in Sub-Saharan Africa: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Motion Tracking of Daily Living and Physical Activities in Health Care: Systematic Review From Designers' Perspective.JMIR mHealth and uHealth · 2024Pooled it
- The development of evaluation scale of the patient satisfaction with telemedicine: a systematic review.BMC medical informatics and decision making · 2024Pooled it
- Facilitators and barriers of mHealth interventions during the Covid-19 pandemic: systematic review.BMC health services research · 2023Pooled it
- Health Providers' Perceptions and Experiences of Using mHealth for Chronic Noncommunicable Diseases: Qualitative Systematic Review and Meta-Synthesis.Journal of medical Internet research · 2023Pooled it
- Exploring facilitators and barriers of the sustainable acceptance of e-health system solutions in Ethiopia: A systematic review.PloS one · 2023Pooled it
- Sociotechnical Factors Affecting Patients' Adoption of Mobile Health Tools: Systematic Literature Review and Narrative Synthesis.JMIR mHealth and uHealth · 2022Pooled it
- The Impact of Chatbot Type and Normative Messaging on Chatbot Usage Intention Based on the Health Technology Acceptance Model: Randomized Controlled Trial.Journal of medical Internet research · 2026Trial
- Patient Interaction Phenotypes With an Automated SMS Text Message-Based Program and Use of Acute Health Care Resources After Hospital Discharge: Observational Study.Journal of medical Internet research · 2025Trial
- Evaluating the Effects of a Self-Help Mobile Phone App on Worry and Rumination Experienced by Young Adults: Randomized Controlled Trial.JMIR mHealth and uHealth · 2024Trial
- Digital transformation in community pharmacy management: Pharmacists' readiness for cloud computing systems, implementation concerns, and adoption support.Exploratory research in clinical and social pharmacy · 2026Article
- Implementing a User-Centered Design to Develop a Web-Based Sperm Banking Decision Tool for Adolescent Males with Cancer.Journal of adolescent and young adult oncology · 2026Article
- Nurses' Engagement in Digital Health Clinical Trials Using Unobtrusive Monitoring Technologies: Constructivist Grounded Theory Study.Journal of medical Internet research · 2026Article
- The impact of a national transition of treatment platform on the acceptance of internet-delivered cognitive behavioral therapy: A longitudinal study among Norwegian therapists.Internet interventions · 2026Article
206 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundOne common model utilized to understand clinical staff and patients' technology adoption is the technology acceptance model (TAM).
objectiveThis article reviews published research on TAM use in health information systems development and implementation with regard to application areas and model extensions after its initial introduction.
methodAn electronic literature search supplemented by citation searching was conducted on February 2017 of the Web of Science, PubMed, and Scopus databases, yielding a total of 492 references. Upon eliminating duplicates and applying inclusion and exclusion criteria, 134 articles were retained. These articles were appraised and divided into three categories according to research topic: studies using the original TAM, studies using an extended TAM, and acceptance model comparisons including the TAM.
resultsThe review identified three main information and communication technology (ICT) application areas for the TAM in health services: telemedicine, electronic health records, and mobile applications. The original TAM was found to have been extended to fit dynamic health service environments by integration of components from theoretical frameworks such as the theory of planned behavior and unified theory of acceptance and use of technology, as well as by adding variables in specific contextual settings. These variables frequently reflected the concepts subjective norm and self-efficacy, but also compatibility, experience, training, anxiety, habit, and facilitators were considered.
conclusionTelemedicine applications were between 1999 and 2017, the ICT application area most frequently studied using the TAM, implying that acceptance of this technology was a major challenge when exploiting ICT to develop health service organizations during this period. A majority of the reviewed articles reported extensions of the original TAM, suggesting that no optimal TAM version for use in health services has been established. Although the review results indicate a continuous progress, there are still areas that can be expanded and improved to increase the predictive performance of the TAM.
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What OpenQuestion 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 OpenQuestion graph.