Radiology

Latest AI and machine learning research in radiology for healthcare professionals.

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Ultra-Low-Dose CTPA Using Sparse Sampling CT Combined with the U-Net for Deep Learning-Based Artifact Reduction: An Exploratory Study.

This retrospective study evaluates U-Net-based artifact reduction for dose-reduced sparse-sampling C...

Aug 2025 40866760
Bias in deep learning-based image quality assessments of T2-weighted imaging in prostate MRI.

OBJECTIVES: To determine whether deep learning (DL)-based image quality (IQ) assessment of T2-weight...

Aug 2025 40853469
Evaluating the diagnostic accuracy of AI in ischemic and hemorrhagic stroke: A comprehensive meta-analysis.

Stroke poses a significant health challenge, with ischemic and hemorrhagic subtypes requiring timely...

Aug 2025 40854235
AlzhiNet: Traversing from 2D-CNN to 3D-CNN, Towards Early Detection and Diagnosis of Alzheimer's Disease.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder with increasing prevalence amon...

Aug 2025 40846816
Spatial imaging features derived from SUVmax location in resectable NSCLC are associated with tumor aggressiveness.

PURPOSE: Accurate non-invasive prediction of histopathologic invasiveness and recurrence risk remain...

Aug 2025 40839309
Attention-based deep learning network for predicting World Health Organization meningioma grade and Ki-67 expression based on magnetic resonance imaging.

OBJECTIVES: Preoperative assessment of World Health Organization (WHO) meningioma grading and Ki-67 ...

Aug 2025 40836018
Artificial Intelligence in Anterior Cruciate Ligament Tear Diagnosis: A Bibliometric Analysis of the 50 Most Cited Studies.

INTRODUCTION: Since the 2000s, artificial intelligence (AI) publications in medicine have surged, pa...

Aug 2025 41867290
Advanced liver fibrosis detection using a two-stage deep learning approach on standard T2-weighted MRI.

OBJECTIVES: To develop and validate a deep learning model for automated detection of advanced liver ...

Aug 2025 40828398
Automating the Referral of Bone Metastases Patients With and Without the Use of Large Language Models.

BACKGROUND AND OBJECTIVES: Bone metastases, affecting more than 4.8% of patients with cancer annuall...

Aug 2025 40823772
An Adaptive Multi-Stage and Adjacent-Level Feature Integration Network for Brain Tumor Image Segmentation.

The segmentation of brain tumor magnetic resonance imaging (MRI) plays a crucial role in assisting d...

Aug 2025 40813545
Exploring Radiologists' Use of AI Chatbots for Assistance in Image Interpretation: Patterns of Use and Trust Evaluation.

This study investigated radiologists' perceptions of AI-generated, patient-friendly radiology report...

Aug 2025 40804596
Non-invasive prediction of the secondary enucleation risk in uveal melanoma based on pretreatment CT and MRI prior to stereotactic radiotherapy.

PURPOSE: The aim of this study was to develop a radiomic model to non-invasively predict the risk of...

Aug 2025 40781366
A novel network for resolving subjective masking differences and accurate thyroid nodule diagnosis.

BACKGROUND: Over the past three decades, there has been a significant increase in the incidence of t...

Aug 2025 40819526
Integrating Time and Frequency Domain Features of fMRI Time Series for Alzheimer's Disease Classification Using Graph Neural Networks.

Accurate and early diagnosis of Alzheimer's Disease (AD) is crucial for timely interventions and tre...

Aug 2025 40753124
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