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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Mirai implicitly learned to identify mammographic lesion features, particularly calcifications, for lesion detection and risk prediction https://doi.org/10.1148/ryai.240417 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Liver Imaging Feature Transformer model for classification of focal lesions on multiparametric #MRI https://doi.org/10.1148/ryai.240531 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Generative #AI model predicted functional small airway disease (sensitivity 86.3%; AUC 0.86) https://doi.org/10.1148/ryai.240680 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

AI system generates high-quality #breast ultrasound reports approaching the diagnostic level of radiologists https://doi.org/10.1148/ryai.240625 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Prediction of Early Neoadjuvant Chemotherapy Response of Breast Cancer through Deep Learning-based Pharmacokinetic Quantification of DCE MRI https://doi.org/10.1148/ryai.240769 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

MR-Transformer predicts knee osteoarthritis progression to joint replacement using MRI https://doi.org/10.1148/ryai.240373 @cem.bsky.social @cai2r.net #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

#CoRaX is an #AI system that acts as an expert supervisor https://doi.org/10.1148/ryai.250575 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

#RadioRAG shows potential to improve LLM accuracy in radiology question answering by integrating real-time domain-specific data https://doi.org/10.1148/ryai.240476 @tayebiarasteh.bsky.social #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Mirai implicitly learned to identify mammographic lesion features, particularly calcifications, for lesion detection and risk prediction https://doi.org/10.1148/ryai.240417 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Development of Privacy-preserving #DeepLearning Model with Homomorphic Encryption: A Technical Feasibility Study in Kidney CT Imaging https://doi.org/10.1148/ryai.240798 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

MR-Transformer predicts knee osteoarthritis progression to joint replacement using MRI https://doi.org/10.1148/ryai.240373 @cem.bsky.social @cai2r.net #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

CoRaX is a collaborative intelligence tool that enhances diagnostic accuracy by functioning as a second-look system https://doi.org/10.1148/ryai.250575 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering https://doi.org/10.1148/ryai.240476 @tayebiarasteh.bsky.social #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Model uses a single inspiratory chest CT scan to generate parametric response maps & predict functional small airway disease https://doi.org/10.1148/ryai.240680 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

#Mirai model uses lesion features on #mammograms for lesion detection and #breast cancer risk prediction. https://doi.org/10.1148/ryai.240417 #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

#CoRaX demonstrated potential to aid radiologists in detecting abnormalities on CXRs by identifying & correcting perceptual errors https://doi.org/10.1148/ryai.240277 @uh.edu #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

MR-Transformer predicts knee osteoarthritis progression to joint replacement using MRI https://doi.org/10.1148/ryai.240373 @cem.bsky.social @cai2r.net #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Retrieval-augmented generation (#RAG) integrates task-specific expert knowledge into #LLM queries https://doi.org/10.1148/ryai.240790 @uni-freiburg.de #ACEP25 #EmergMed #EMRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

CoRax analyzes how the radiologist interacts with the image, reviews the report & provides advice https://doi.org/10.1148/ryai.250575 #ACEP25 #EmergMed #EMRad #radiology

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