Weekly AI digest
Radiology & medical imaging AI · week of 25 April to 2 May 2026
8 peer-reviewed papers · 5 industry and regulatory items · conference and KOL highlights. Adapted from my weekly intelligence report. Full report (PDF, FR).
Three things that mattered
AI detects pancreatic cancer on routine CT, 475 days before diagnosis
REDMOD, an algorithm developed at the Mayo Clinic and published in Gut, identified 73% of pancreatic cancers up to 475 days before formal clinical diagnosis on routine abdominal CT, versus 39% for radiologists on the same exams, at 90% specificity. A significant step toward sub-clinical detection of a tumor whose survival depends on early diagnosis.The ACR builds national infrastructure for AI surveillance
The ACR published its Assess-AI registry in JACR, a national framework for real-world, post-market monitoring of radiology AI performance. It integrates an LLM-based surrogate labeling module to enable large-scale annotation without systematic manual review, positioning the ACR as de facto steward of AI quality in US radiology.Abbott wins simultaneous FDA and CE clearance for AI cardiac imaging
Abbott obtained FDA 510(k) clearance and the CE mark on the same day for Ultreon 3.0, its AI-augmented intracoronary OCT platform, which adds automated plaque quantification, minimum lumen area estimation, and real-time stent guidance. The dual approval illustrates the converging FDA and CE regulatory paths for cardiovascular imaging devices.
Peer-reviewed
AI-assisted versus fully automated volumetry of intracranial hematomas: a clinical validation study
European Journal of Radiology Open · university hospital center, Europe, 25 April 2026REDMOD: early AI imaging detection of pancreatic cancer on routine exams, 475 days before clinical diagnosis
Gut · Mayo Clinic, Rochester, 28 April 2026PECertainty: a large language model to quantify diagnostic certainty in pulmonary CT angiography reports
JMIR Medical Informatics · University of California San Francisco, 28 April 2026ACR Assess-AI: a national registry for real-world surveillance of AI algorithm performance
Journal of the American College of Radiology · American College of Radiology, 29 April 2026Meta-analysis of AI for cervical spine fracture detection on CT: sensitivity 0.93, specificity 0.97, AUC 0.99
Emergency Radiology · hospital institution, 2 May 2026CRF-GAN: high-fidelity 3D CT synthesis with optimized memory using conditional adversarial networks
Journal of Imaging Informatics in Medicine · technical university, Asia, 1 May 2026No-code detection of bone metastases on bone scintigraphy with Google Teachable Machine
Journal of Imaging Informatics in Medicine · university hospital, South Korea, 1 May 2026AI enhancement for 70 kVp reduced-iodine cerebral CT angiography: evaluation of DL-ACE and DL-DN
Korean Journal of Radiology · Asan Medical Center, Seoul, May 2026
Industry & regulation
Abbott receives simultaneous FDA 510(k) and CE mark for Ultreon 3.0
28 April 2026. Next-generation AI intracoronary OCT imaging platform with automated plaque quantification, minimum lumen area estimation, and real-time stent guidance; successor to Ultreon 2.0 with improved resolution.Perimeter Medical presents Claire, first OCT plus AI system for intraoperative margin assessment, at ASBrS 2026
FDA PMA cleared in March 2026; clinical results presented 29 April to 3 May 2026 in Orlando. Real-time tissue mapping of the surgical specimen to identify positive margins before closure in breast oncology.Viz.ai and the NRHA launch a national initiative for equitable access to diagnostic AI in rural settings
30 April 2026. Deploying AI imaging analysis (stroke, pulmonary embolism, cardiac) in under-resourced US rural hospitals to reduce disparities in access to time-critical care and enable earlier transfers.Hyperfine completes first clinical deployment of Swoop Portable MRI in India, at AIIMS New Delhi
29 April 2026. The 0.064 T portable MRI integrates AI image-enhancement algorithms for bedside imaging in neuro-critical care; AIIMS is the first Indian institution to deploy it.HOPPR launches a narrative AI model for chest radiography with automated structured report generation
27 April 2026. The MC CXR Narrative Model combines anomaly detection and natural-language clinical text generation; positioned as complementary to existing PACS and RIS systems with API integration. HOPPR was co-founded by Woojin Kim.
Conferences & voices
The week underscored a shift toward governance and real-world accountability. Benoit Rizk, CMIO of the Swiss imaging network 3R, was selected to present a five-year, 400,000-exam AI deployment experience at SIIM 2026, reporting 91% radiologist adoption and a 33% reduction in trauma reporting turnaround. The RSNA held its annual Capitol advocacy day in Washington to defend federal funding for medical imaging research. In opinion writing, Rishi Seth (CEO, Rad AI) argued that replacing radiologists does not remove risk but transfers it to patients, while Woojin Kim framed real-world performance monitoring as the missing layer in AI radiology.
Source articles are indexed in PubMed with verified DOIs. Manuscript-stage work is excluded. The full weekly report is produced in French.
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