Calum Cunningham

AI
How AI integrated workflow can free radiologists to focus on patients
An integrated workflow network enabled by artificial intelligence (AI) can help radiologists easily access critical patient data to inform a more accurate report that facilitates better care. Calum Cunningham of Nuance Communications explains how.
August 24, 2022
2020 03 04 21 21 6197 Artificial Intelligence Ai Hand 400 20200304215813
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A 3D visualization shows the flow speed of fluid across the brain.
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AI-powered MRI technique maps brain fluid flow tied to Alzheimer's
A physics-informed AI framework reveals 3D fluid velocity pathways across the entire living brain using standard MRI data.
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Urbain
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A visual abstract of the study.
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AI-powered MRI technique maps brain fluid flow tied to Alzheimer's
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A physics-informed AI framework reveals 3D fluid velocity pathways across the entire living brain using standard MRI data.
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A 3D visualization shows the flow speed of fluid across the brain.
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Fat Tissue
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The prospective study is the first to describe CEUS findings for hepatic nodules arising in Fontan-associated liver disease.
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A visual abstract of the study.
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Bar graphs show mean success (blue) and confidence (orange) according to diagnostic response (lesion present or absent, shown as “present” and “absent,” respectively) and next-step decision (submit, additional tests, and consult a senior) for each group (radiologists and nonradiologists). Error bars indicate standard errors of the mean. Lesion-absent diagnoses were more prone to error and overconfidence than were lesion-present diagnoses.
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Exemplary cases from the ESCAPE-MeVO trial illustrating good, moderate, and poor collateral status at baseline multiphase CT angiography (CTA). (A) Sagittal image shows a left anterior middle cerebral artery medium-vessel occlusion (MeVO) with a calcified thrombus (arrow). (B–D) Axial images show the (B) arterial, (C) peak venous, and (D) delayed venous phases of the baseline multiphase CTA examination. The affected brain parenchyma is highlighted by the dashed outline. The collateral status is good, with early filling of more than 50% of the leptomeningeal collaterals compared with the contralateral side in the arterial phase (B), and there is no delayed washout in the peak venous (C) or delayed venous phase (D). (E) Sagittal image shows a left anterior middle cerebral artery MeVO (arrow). (F–H) Axial images show the (F) arterial, (G) peak venous, and (H) delayed venous phases of the baseline multiphase CTA examination. The affected brain parenchyma is highlighted by the dashed outline. The collateral status is moderate (more than 25% but less than 50% filling of the leptomeningeal collaterals in the affected territory compared with the contralateral side) on the arterial (F) and peak venous (G) phase, and there is delayed washout in the late venous phase (H). (I) Sagittal image shows a posterior dominant middle cerebral artery MeVO (arrow). (J–L) Axial images show the (J) arterial, (K) peak venous, and (L) delayed venous phases of the baseline multiphase CTA examination. The affected brain parenchyma is highlighted by the dashed outline. The collateral status is poor, with almost no collateral filling.
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David Jones, MD, AIUM president
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A graphical abstract of the study.
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