Radiology Gamuts
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Radiology Gamuts
@gamuts.net
The Radiology Gamuts Ontology supports medical diagnosis with knowledge of more than 16,000 conditions and imaging findings

https://gamuts.net

#radiology #diagnosis #medsky
#RareDisease: Retinal ischemic syndrome - digestive tract small vessel hyalinosis - diffuse cerebral calcifications https://gamuts.net/x/34654 #radiology #FOAMed #FOAMrad
December 16, 2025 at 2:01 PM
Reposted by Radiology Gamuts
The Checklist for AI in Medical Imaging addresses #AI applications that include classification, segmentation, and reconstruction of medical images

https://rsna.org/claim #ML #DeepLearning #Radiomics
December 14, 2025 at 2:16 PM
Large vascular grooves of skull: #Radiology diagnosis https://gamuts.net/x/6763 #FOAMed #DDx
December 16, 2025 at 8:01 AM
Reposted by Radiology Gamuts
MRI-derived extra-axial cerebrospinal fluid (eaCSF) reference values for children and adolescents: a tool for assessing atypical eaCSF development https://doi.org/10.1148/ryai.250123 #MRI #segmentation #MachineLearning
December 14, 2025 at 11:15 PM
What causes band-like erosion of the midportion of a terminal phalanx? https://gamuts.net/x/11876 #FOAMed #Gamuts
December 15, 2025 at 9:01 PM
#RareDisease: Short stature - craniofacial anomalies - genital hypoplasia https://gamuts.net/x/34642 #radiology #FOAMed #FOAMrad
December 15, 2025 at 2:01 PM
Reposted by Radiology Gamuts
How can we use diffusion models safely for medical imaging? Our new blog post explores the opportunities and pitfalls of these methods. https://radiologyai.substack.com/p/a-radiologists-investigation-diffusion #DeepLearning #superresolution #ML
December 13, 2025 at 3:15 PM
Imaging diagnosis: Cerebral infarction https://gamuts.net/x/7619 #FOAMRad
December 15, 2025 at 8:01 AM
Reposted by Radiology Gamuts
#AI algorithm for CT lung nodule cancer risk assessment reached peak performance before using the full training dataset https://doi.org/10.1148/ryai.240636 #lung #cancer #CT
December 13, 2025 at 11:15 AM
Can you name the causes of solitary pulmonary nodule? https://gamuts.net/x/14616 #radiology #diagnosis
December 14, 2025 at 9:01 PM
Recent articles on #AI in radiology:

* Deep learning to predict extrapancreatic perineural invasion at CT images https://pubmed.gov/41388696

* SGAMARN: A GAN Framework for Metal Artifact Reduction in CT Imaging https://pubmed.gov/41337303
December 14, 2025 at 5:01 PM
Acromicric dysplasia: Imaging findings https://gamuts.net/x/10286 #radiology #RareDisease #FOAMed
December 14, 2025 at 2:01 PM
Reposted by Radiology Gamuts
Using Explainable #AI to Characterize Features in the #Mirai Mammographic #BreastCancer Risk Prediction Model https://doi.org/10.1148/ryai.240417 #MachineLearning #DeepLearning #XAI
December 13, 2025 at 3:15 AM
Symmetrical sacroiliac joint disease: Differential diagnosis https://gamuts.net/x/12799 #radiology #FOAMRad
December 14, 2025 at 8:01 AM
Reposted by Radiology Gamuts
December 12, 2025 at 7:15 PM
Ichthyosis: What's the diagnosis? https://gamuts.net/x/25762 #FOAMed #radiology #Gamuts
December 13, 2025 at 9:01 PM
Balint syndrome: Imaging findings https://gamuts.net/x/27754 #radiology #RareDisease #FOAMed
December 13, 2025 at 2:01 PM
Reposted by Radiology Gamuts
#ThrowbackThursday – @merelhuisman discusses the AI generalization gap and the subgroup problem (Aug 2023) https://doi.org/10.1148/ryai.230246 #AI #ML #DeepLearning
December 11, 2025 at 2:16 PM
Imaging diagnosis: Bone duplication https://gamuts.net/x/25638 #FOAMRad
December 13, 2025 at 8:01 AM
Reposted by Radiology Gamuts
The Research Experience for Peruvian Undergraduates (REPU) opens doors for young researchers and promotes advancements in medical imaging AI https://radiologyai.substack.com/p/opening-doors-to-ai-in-medical-imaging #blog #radiology #ML
December 11, 2025 at 7:15 PM
Imaging diagnosis: Hypodense brainstem lesion https://gamuts.net/x/23954 #FOAMRad
December 12, 2025 at 9:01 PM
Recent articles on #AI in radiology:

* AI and Tomosynthesis for Breast Cancer Molecular Subtyping: A step toward precision medicine https://pubmed.gov/41337459

* CM-UNet: A Self-Supervised Learning-Based Model for Coronary Artery Segmentation in X-Ray Angiography https://pubmed.gov/41336991
December 12, 2025 at 5:01 PM
Aortic arch anomaly - peculiar facies - intellectual deficit: #Radiology findings https://gamuts.net/x/34087 #RareDisease #FOAMrad #Gamuts
December 12, 2025 at 2:01 PM
Reposted by Radiology Gamuts
Opening Doors to AI in Medical Imaging: Lessons from REPU https://radiologyai.substack.com/p/opening-doors-to-ai-in-medical-imaging #blog #radiology #ML
December 10, 2025 at 7:15 PM
Hyperechoic renal mass: Differential diagnosis https://gamuts.net/x/16964 #radiology #FOAMRad
December 12, 2025 at 8:01 AM