ArticleFrontiers in digital health2021
Beauty Is in the AI of the Beholder: Are We Ready for the Clinical Integration of Artificial Intelligence in Radiography? An Exploratory Analysis of Perceived AI Knowledge, Skills, Confidence, and Education Perspectives of UK Radiographers.
Article in Frontiers in digital health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 2 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
26 citing papers in PubMed, 2 syntheses or guidelines pooled it, 77 citations in OpenAlex.
- Use of artificial intelligence in education and training of radiology.Frontiers in radiology · 2026Pooled it
- Artificial intelligence for medical imaging education: bibliometric and visual analysis.Frontiers in medicine · 2026Pooled it
- Effectiveness of ChatGPT and DeepSeek in Urology Medical Education: Randomized Controlled Trial.Journal of medical Internet research · 2026Trial
- A framework to support dental radiography as part of diagnostic radiography practice.Health SA = SA Gesondheid · 2026Article
- Radiology artificial intelligence for prioritized imaging and diagnosis of lung cancer: qualitative interview analysis of stakeholder perspectives in Northern Ireland.Frontiers in medicine · 2026Article
- An evaluation of a checklist in musculoskeletal radiographic image interpretation when using artificial intelligence.Journal of medical radiation sciences · 2025Article
- Artificial intelligence for diagnostics in radiology practice: a rapid systematic scoping review.EClinicalMedicine · 2025Article
- R-AI-diographers: a European survey on perceived impact of AI on professional identity, careers, and radiographers' roles.Insights into imaging · 2025Article
- RADHawk-an AI-based knowledge recommender to support precision education, improve reporting productivity, and reduce cognitive load.Pediatric radiology · 2025Article
- R-AI-diographers: investigating the perceived impact of artificial intelligence on radiographers' careers, roles, and professional identity in the UK.Frontiers in digital health · 2025Article
- The impact of AI feedback on the accuracy of diagnosis, decision switching and trust in radiography.PloS one · 2025Article
- Artificial Intelligence Readiness, Perceptions, and Educational Needs Among Dental Students: A Cross-Sectional Study.Clinical and experimental dental research · 2024Article
- Navigating the ethical landscape of artificial intelligence in radiography: a cross-sectional study of radiographers' perspectives.BMC medical ethics · 2024Article
- Exploring clinical specialists' perspectives on the future role of AI: evaluating replacement perceptions, benefits, and drawbacks.BMC health services research · 2024Article
- Barriers and facilitators of artificial intelligence conception and implementation for breast imaging diagnosis in clinical practice: a scoping review.European radiology · 2024Article
- Radiologic Technology Students' Perceptions on Adoption of Artificial Intelligence Technology in Radiology.International journal of general medicine · 2024Article
- Is the Cardiovascular Specialist Ready For the Fifth Revolution? The Role of Artificial Intelligence, Machine Learning, Big Data Analysis, Intelligent Swarming, and Knowledge-Centered Service on the Future of Global Cardiovascular Healthcare Delivery.Journal of endovascular therapy : an official journal of the International Society of Endovascular Specialists · 2023Article
- Usability and Efficacy of Artificial Intelligence Chatbots (ChatGPT) for Health Sciences Students: Protocol for a Crossover Randomized Controlled Trial.JMIR research protocols · 2023Article
- An experimental machine learning study investigating the decision-making process of students and qualified radiographers when interpreting radiographic images.PLOS digital health · 2023Article
- Perspectives of radiologists in Ghana about the emerging role of artificial intelligence in radiology.Heliyon · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors at 7 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
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.