Radiology

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

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Combining computed tomography radiomics and clinical features to predict lymph node metastasis in patients with lung cancer.

BACKGROUND: Accurate preoperative assessment of lymph node metastasis (LNM) is crucial for treatment...

Mar 2026 41840557
Development and validation of stability prediction models for intracranial aneurysms based on ensemble learning algorithms.

OBJECTIVE: This study aims to develop and validate ensemble learning models based on pre-rupture or ...

(2)
Mar 2026 41843961
Tissue morphology predicts telomere shortening in human tissues.

We present TLPath, a deep learning framework that predicts bulk-tissue telomere length from tissue m...

(1)
Mar 2026 41844165
Machine learning models based on MRI predict the expression levels of Galectin - 9 expression in rectal cancer.

OBJECTIVE: To investigate the utility of a machine learning model based on MRI radiomics in predicti...

Mar 2026 41838073
[Basal ganglia and movement disorders : Part 1: the parkinsonian spectrum-Neuroradiological patterns and diagnostic considerations].

Movement disorders are a frequent yet diagnostically unspecific reason for referral in routine neuro...

Mar 2026 41838078
Cerebrovascular CTA radiomics for objective collateral grading in acute ischemic stroke.

OBJECTIVE: Collateral circulation is a key determinant of functional outcome after large vessel occl...

Mar 2026 41838258
Deep learning-based identification of chronic pulmonary embolism on CTPA: a regional lung analysis using multiplanar MIP images.

OBJECTIVE: Chronic pulmonary embolism (CPE) and chronic thromboembolic pulmonary hypertension (CTEPH...

Mar 2026 41838262
Advances in imaging modalities and tumor classification for vestibular schwannomas.

PURPOSE: Vestibular schwannomas are benign tumors of the cerebellopontine angle that may causesignif...

Mar 2026 41838294
Generating synthetic CEM from low-energy images using deep learning: A future without contrast media? A proof-of-concept study.

OBJECTIVE: We used deep learning to generate synthetic, resembling in appearance, iodine-enhanced, m...

Mar 2026 41838331
Radiomics in fetal brain MRI: a narrative review.

Fetal MRI has emerged as a crucial supplement to prenatal ultrasonography in the evaluation of the d...

Mar 2026 41838340
Zero Echo Time Magnetic Resonance Imaging of the Spine.

Zero echo time magnetic resonance imaging is an ultrashort echo time technique that enables computed...

(1)
Mar 2026 41839202
Artificial Intelligence in Radiology: Unlocking New Dimensions of Value.

Artificial intelligence (AI) is emerging as a transformative force in radiology, offering the potent...

(2)
Mar 2026 41839210
Deep learning synthesis of virtual T2-weighted fat-suppressed MR images: a multi-center study.

OBJECTIVES: To develop a Generative Adversarial Network (GAN) for generating virtual T2 fat-suppress...

Mar 2026 41855768
Should AI results be disclosed in mammography reports? A randomised survey study of patient responses to concordant and discordant interpretations.

OBJECTIVES: To assess how disclosing artificial intelligence (AI) results, particularly discordant f...

(1)
Mar 2026 41832929
Comparison of proprietary and fine-tuned large language models for multi-label classification of billing codes from radiology reports.

OBJECTIVES: While large language models (LLMs) have shown promise in medical text analysis, their ap...

Mar 2026 41831028
Toward personalized iodine-131 therapy: A review of dosimetric strategies.

BACKGROUND: Iodine-131 (131I) therapy is a cornerstone of nuclear medicine for thyroid diseases and ...

(1)
Mar 2026 41905153
Ethmoid sinus CBCT imaging as a biometric instrument: dataset creation for deep learning identification.

BACKGROUND: Internal cranial structures such as the sphenoid and ethmoid bones, along with their ass...

Mar 2026 41864172
Beyond benchmarks of IUGC: Rethinking requirements of deep learning method for intrapartum ultrasound biometry from fetal ultrasound videos.

A significant proportion (45%) of maternal deaths, neonatal deaths, and stillbirths occur during the...

Mar 2026 41865530
HyCoSwin-PD: An explainable hybrid ConvNeXtV2-Swin transformer framework for Parkinson's disease detection from neuroimaging.

Accurate detection of Parkinson's disease (PD) from structural MRI remains a significant challenge d...

(1)
Mar 2026 41884659
Comparative study of different artificial intelligence (AI)-assisted compressed sensing factors in inner ear heavily T2-weighted imaging.

AIM: Artificial intelligence (AI)-assisted compressed sensing (ACS) is a cutting-edge magnetic reson...

Mar 2026 41955645
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