Robert Judd, PhD

IS
Investing in IT interoperability can extinguish radiologist burnout
Burnout is a pervasive problem in the medical field. But can better interoperability of imaging IT address this growing problem? Robert Judd, PhD, of Intelerad Medical Systems offers a perspective.
November 11, 2021
2021 09 24 22 14 2812 Doctor Burnout Outdoors 400
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David Jones, MD, AIUM president
Ultrasound
AIUM president talks annual meeting, ultrasound's evolving role
AIUM president David Jones, MD, previews the institute's annual meeting in Philadelphia.
A graphical abstract of the study.
Molecular Imaging
FDG-PET/CT predicts outcomes in patients with HCC
Brain Abstract
MRI
Multimodal brain health composites outperform standard AD biomarkers
Breast Mammo 400 (1)
Womens Imaging
CEM shows strong performance in diagnosing DCIS
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Elevated FDG uptake was consistently associated with poorer overall survival.
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A graphical abstract of the study.
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"Reproducible, multimodal composites can capture distinct yet complementary dimensions of brain health," researchers noted.
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CEM showed higher sensitivity than low-energy imaging in diagnosing DCIS by pathological nuclear grading.
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Katja Pinker, MD, PhD, discusses the current state of breast MRI and her time at ISMRM 2026.
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Radiomics model grades hand osteoarthritis on x-rays
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Hand osteoarthritis affects approximately 8% of men and 16% of women over the age of 50.
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Overlap between manual (radiologist) and semiautomatic (algorithm) segmentations of hand joints on a standard posteroanterior radiograph. Orange overlay indicates manual radiologist segmentations, blue overlay shows algorithm segmentations, and green overlay indicates consistent regions between both methods.
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The algorithm beat existing general-purpose AI models by up to 35%, researchers reported.
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TAE reduces pain in patients with chronic wrist pain
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The finding suggests that the emerging interventional radiology procedure could be a new option for patients who have exhausted conservative management.
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A 44-year-old woman with TFCC injury treated by transcatheter arterial embolization (TAE). a) Right brachial arteriography via common femoral artery access with a 5-Fr catheter demonstrates hyperstaining on the ulnar side of the wrist joint (white circle). b) An ulnar artery branch is superselected with a 1.9-Fr microcatheter, showing hypervascular staining corresponding to the pain site (white arrow). c) Delayed-phase angiography reveals early venous drainage (white arrow) adjacent to the hyperstaining, a finding often observed in TAE and considered an additional marker for embolization. d) Final angiography after injection of 0.5 mL quick-soluble gelatin sponge particles (QS-GSPs) demonstrates resolution of the hyperstaining (white circle). The VAS pain score improved from 7 at baseline to 1 at six months.
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Case example of a false-negative AI result. An 85-year-old female presented to the emergency department with dyspnea. Axial 0.625-mm from CT pulmonary angiography examination with contrast (CTPA) images demonstrate a thin, linear right-sided filling defect extending from the right interlobar pulmonary artery (A and B, red arrows) into the right middle lobar artery (B, yellow arrow), consistent with acute pulmonary embolism (PE). The finding was described in the radiology report; however, the AI result was negative for PE. Adjudication was consistent with acute PE.
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A mammography-based AI model showed strong performance in predicting 10-year breast cancer risk over clinical and other AI models.
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