ReviewRadiology2025
The Growing Nationwide Radiologist Shortage: Current Opportunities and Ongoing Challenges for International Medical Graduate Radiologists.
Review in Radiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07117266 (A DeepSeek-Powered AI System for Automated Chest Radiograph Interpretation in Clinical Practice), which is not on this map. Cited by 26 papers, 1 of them a synthesis that pooled it.
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.
A DeepSeek-Powered AI System for Automated Chest Radiograph Interpretation in Clinical Practice
Who cites it
26 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Learning Anatomy With Radiology: A Systematic Review.Clinical anatomy (New York, N.Y.) · 2026Pooled it
- Letter to the Editor: AI, regulation, and the radiologist workforce: reorganization without replacement.European radiology · 2026Article
- Comparative evaluation of generative AI models for chest radiograph report generation in the emergency department.European radiology · 2026Article
- Educational effectiveness of short-term e-learning intervention on chest radiograph assessment skills among radiological technology students: a pre- and post-comparative study.Radiological physics and technology · 2026Article
- Autonomous AI in prostate cancer: the road ahead towards clinical implementation.Abdominal radiology (New York) · 2026Review
- Application of artificial intelligence in paediatric oncology imaging.Pediatric radiology · 2026Review
- Patch-Wise Approach with Vision Transformer for Detecting Implant Failure in Spinal Radiography.Journal of imaging informatics in medicine · 2026Article
- Examining explainable artificial intelligence in TNM staging with PET-CT: a user-centred observation study.La Radiologia medica · 2026Article
- Evolution of practice and radiologist shortage in an Irish medical imaging department at a tertiary referral centre.Irish journal of medical science · 2026Article
- A large-scale vision foundation model for musculoskeletal radiographs.NPJ digital medicine · 2026Article
- A DeepSeek-powered AI system for automated chest radiograph interpretation in clinical practice.Nature communications · 2026Article
- Strategies for radiology faculty recruitment and retention in a competitive market: implications for pediatric radiology.Pediatric radiology · 2026Review
- An Adaptive Deep Learning Framework for Multi-Label Chest X-Ray Diagnosis Using a Hybrid CNN-Transformer Architecture and Class-Wise Ensemble Fusion.Diagnostics (Basel, Switzerland) · 2026Article
- League of Radiologists-an End-to-End AI Framework for Scalable and Gamified Radiology Education: A Pilot Implementation in Chest Radiography.Journal of imaging informatics in medicine · 2026Article
- Report-Level Impact of DL Assistance on Teleradiology Quality Support for Brain Metastases: Real-World Clinical Practice at a Single Tertiary Center.Diagnostics (Basel, Switzerland) · 2026Article
- Vision-language framework for multi-sequence brain magnetic resonance imaging.medRxiv : the preprint server for health sciences · 2026Article
- From Artificial Intelligence to Robotics: How to Navigate Technological Innovation in Radiology With the Gartner Hype Cycle.Academic radiology · 2026Review
- Article
- Is Radiography Ready for More Assistant Practitioners? A Qualitative Case Study Approach to Examine the Contemporary Role in Diagnostic Imaging Services.Journal of multidisciplinary healthcare · 2026Article
- Night-shift neuroradiology under pressure: what trends from a Dutch academic center tell us about future necessities.European radiology · 2026Article
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Authors and funding
4 authors.
Funding
Abstract
The United States is facing shortages in a myriad of medical fields, including diagnostic radiology (DR). The increasing number of imaging studies, owing to advancing technology and an aging population, is outgrowing the capacity of radiologists. However, there have not been effective long-term solutions to manage this issue, which could have a looming effect on patient care and radiology residents' education. The alternate pathway introduced by the American Board of Radiology (ABR) allows international medical graduates (IMGs) who have completed DR residency outside the U.S. and Canada to be eligible for board certification after 4 additional years of training in the U.S. This eligibility requirement can be met by a combination of fellowships, up to 3 years of residency, and/or faculty appointments at the same time. The criteria were updated in 2022, facilitating the certification process for applicants. The changes included completing the 4 years of training within 8 years instead of the preapproved 4 consecutive years, omitting the obligatory 4 months of nuclear radiology training, and the ability to retrospectively include 2 years of training before the date of application. Considering the lack of reliable, up-to-date data in the literature and to highlight the importance of this pathway for the radiology community, this special report discusses the contribution of IMGs to the different aspects of the health care system in the U.S., with a focus on DR, as well as the newly updated alternate pathway criteria. Potential critical logistic challenges the IMG applicants may face are reviewed. Finally, the report proposes actions that could facilitate the ABR certification process and help integrate these highly qualified IMG radiologists into the American health care system.
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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.