AI Medical Compendium Journal:
Journal of magnetic resonance imaging : JMRI

Showing 51 to 60 of 234 articles

Development of an MRI-Based Comprehensive Model Fusing Clinical, Radiomics and Deep Learning Models for Preoperative Histological Stratification in Intracranial Solitary Fibrous Tumor.

Journal of magnetic resonance imaging : JMRI Oct 28, 2023
BACKGROUND: Accurate preoperative histological stratification (HS) of intracranial solitary fibrous tumors (ISFTs) can help predict patient outcomes and develop personalized treatment plans. However, the role of a comprehensive model based on clinica...
Aged Young Adult Adult Radiomics Humans Retrospective Studies Female ROC Curve Magnetic Resonance Imaging Feasibility Studies Preoperative Period Brain Neoplasms Male Middle Aged Deep Learning Solitary Fibrous Tumors
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Magnetic Resonance Deep Learning Radiomic Model Based on Distinct Metastatic Vascular Patterns for Evaluating Recurrence-Free Survival in Hepatocellular Carcinoma.

Journal of magnetic resonance imaging : JMRI Oct 27, 2023
BACKGROUND: The metastatic vascular patterns of hepatocellular carcinoma (HCC) are mainly microvascular invasion (MVI) and vessels encapsulating tumor clusters (VETC). However, most existing VETC-related radiological studies still focus on the predic...
Neoplasm Recurrence, Local Disease-Free Survival Radiomics China Aged Humans Liver Neoplasms Male Aged, 80 and over Retrospective Studies Carcinoma, Hepatocellular Middle Aged Young Adult Female Magnetic Resonance Imaging Deep Learning Adult
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Editorial for "A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research".

Journal of magnetic resonance imaging : JMRI Oct 27, 2023
Surveys and Questionnaires Humans Artificial Intelligence
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A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research.

Journal of magnetic resonance imaging : JMRI Oct 27, 2023
Artificial intelligence (AI) has the potential to bring transformative improvements to the field of radiology; yet, there are barriers to widespread clinical adoption. One of the most important barriers has been access to large, well-annotated, widel...
Artificial Intelligence Brain Magnetic Resonance Imaging Radiology Humans
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Deep Learning-Driven Transformation: A Novel Approach for Mitigating Batch Effects in Diffusion MRI Beyond Traditional Harmonization.

Journal of magnetic resonance imaging : JMRI Oct 25, 2023
BACKGROUND: "Batch effect" in MR images, due to vendor-specific features, MR machine generations, and imaging parameters, challenges image quality and hinders deep learning (DL) model generalizability.
Diffusion Magnetic Resonance Imaging Female Reproducibility of Results Aged Adult Male Humans Middle Aged Brain Deep Learning Retrospective Studies Image Processing, Computer-Assisted
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Accelerated Cine Cardiac MRI Using Deep Learning-Based Reconstruction: A Systematic Evaluation.

Journal of magnetic resonance imaging : JMRI Oct 19, 2023
BACKGROUND: Breath-holding (BH) for cine balanced steady state free precession (bSSFP) imaging is challenging for patients with impaired BH capacity. Deep learning-based reconstruction (DLR) of undersampled k-space promises to shorten BHs while prese...
Reproducibility of Results Young Adult Adult Male Humans Retrospective Studies Female Heart Image Interpretation, Computer-Assisted Breath Holding Magnetic Resonance Imaging, Cine Deep Learning Adolescent Child Image Processing, Computer-Assisted
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Editorial for "Assessment of Lymphovascular Invasion in Breast Cancer Using a Combined MRI Morphological Features, Radiomics, and Deep Learning Approach Based on Dynamic Contrast-Enhanced MRI".

Journal of magnetic resonance imaging : JMRI Oct 19, 2023
Neoplasm Invasiveness Breast Deep Learning Lymphatic Metastasis Humans Contrast Media Female Magnetic Resonance Imaging Breast Neoplasms Radiomics
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Assessment of Lymphovascular Invasion in Breast Cancer Using a Combined MRI Morphological Features, Radiomics, and Deep Learning Approach Based on Dynamic Contrast-Enhanced MRI.

Journal of magnetic resonance imaging : JMRI Oct 19, 2023
BACKGROUND: Assessment of lymphovascular invasion (LVI) in breast cancer (BC) primarily relies on preoperative needle biopsy. There is an urgent need to develop a non-invasive assessment method.
Breast Neoplasms Radiomics Cross-Sectional Studies Middle Aged Deep Learning Cohort Studies ROC Curve Lymphatic Metastasis Retrospective Studies Female Aged Adult Humans Contrast Media Magnetic Resonance Imaging Neoplasm Invasiveness Breast
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Deep Learning Model Based on Multisequence MRI Images for Assessing Adverse Pregnancy Outcome in Placenta Accreta.

Journal of magnetic resonance imaging : JMRI Oct 18, 2023
BACKGROUND: Preoperative assessment of adverse outcomes risk in placenta accreta spectrum (PAS) disorders is of high clinical relevance for perioperative management and prognosis.
Deep Learning Pregnancy Outcome Magnetic Resonance Imaging Placenta Placenta Accreta Humans Retrospective Studies Pregnancy Female
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Automated Breast Density Assessment in MRI Using Deep Learning and Radiomics: Strategies for Reducing Inter-Observer Variability.

Journal of magnetic resonance imaging : JMRI Oct 17, 2023
BACKGROUND: Accurate breast density evaluation allows for more precise risk estimation but suffers from high inter-observer variability.
ROC Curve Image Processing, Computer-Assisted Magnetic Resonance Imaging Breast Feasibility Studies Image Interpretation, Computer-Assisted Observer Variation Breast Density Breast Neoplasms Radiomics Middle Aged Deep Learning Humans Reproducibility of Results Retrospective Studies Aged Female Adult
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