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

Showing 21 to 30 of 234 articles

Deep Learning Model for Grading and Localization of Lumbar Disc Herniation on Magnetic Resonance Imaging.

Journal of magnetic resonance imaging : JMRI Apr 27, 2024
BACKGROUND: Methods for grading and localization of lumbar disc herniation (LDH) on MRI are complex, time-consuming, and subjective. Utilizing deep learning (DL) models as assistance would mitigate such complexities.
Magnetic Resonance Imaging Lumbar Vertebrae Observer Variation Intervertebral Disc Displacement Male Middle Aged Deep Learning Humans Retrospective Studies Female Reproducibility of Results Aged Adult Sensitivity and Specificity
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AI Applications to Breast MRI: Today and Tomorrow.

Journal of magnetic resonance imaging : JMRI Apr 5, 2024
In breast imaging, there is an unrelenting increase in the demand for breast imaging services, partly explained by continuous expanding imaging indications in breast diagnosis and treatment. As the human workforce providing these services is not grow...
Magnetic Resonance Imaging Mammography Breast Image Interpretation, Computer-Assisted Humans Artificial Intelligence Female Breast Neoplasms
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Machine Learning Approaches to Identify Affected Brain Regions in Movement Disorders Using MRI Data: A Systematic Review and Diagnostic Meta-analysis.

Journal of magnetic resonance imaging : JMRI Mar 27, 2024
BACKGROUND: Movement disorders such as Parkinson's disease are associated with structural and functional changes in specific brain regions. Advanced magnetic resonance imaging (MRI) techniques combined with machine learning (ML) are promising tools f...
Magnetic Resonance Imaging Diffusion Tensor Imaging Movement Disorders Humans Machine Learning Brain Sensitivity and Specificity
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Fully Automated Identification of Lymph Node Metastases and Lymphovascular Invasion in Endometrial Cancer From Multi-Parametric MRI by Deep Learning.

Journal of magnetic resonance imaging : JMRI Mar 12, 2024
BACKGROUND: Early and accurate identification of lymphatic node metastasis (LNM) and lymphatic vascular space invasion (LVSI) for endometrial cancer (EC) patients is important for treatment design, but difficult on multi-parametric MRI (mpMRI) images...
Endometrial Neoplasms Diffusion Magnetic Resonance Imaging Multiparametric Magnetic Resonance Imaging Magnetic Resonance Imaging Neoplasm Invasiveness Image Interpretation, Computer-Assisted Adult Middle Aged Deep Learning ROC Curve Image Processing, Computer-Assisted Lymph Nodes Lymphatic Metastasis Humans Retrospective Studies Female Aged
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MRI-Based Machine Learning Radiomics for Preoperative Assessment of Human Epidermal Growth Factor Receptor 2 Status in Urothelial Bladder Carcinoma.

Journal of magnetic resonance imaging : JMRI Mar 8, 2024
BACKGROUND: The human epidermal growth factor receptor 2 (HER2) has recently emerged as hotspot in targeted therapy for urothelial bladder cancer (UBC). The HER2 status is mainly identified by immunohistochemistry (IHC), preoperative and noninvasive ...
Humans Female Aged Aged, 80 and over Radiomics Machine Learning Algorithms Retrospective Studies Image Processing, Computer-Assisted Magnetic Resonance Imaging Urinary Bladder Neoplasms Receptor, ErbB-2 Male Middle Aged ROC Curve
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Editorial for "Development and Validation of Interpretable Machine Learning Models for Clinically Significant Prostate Cancer Diagnosis in Patients With Lesions of PI-RADS v2.1 Score ≥3".

Journal of magnetic resonance imaging : JMRI Feb 29, 2024
Reproducibility of Results Prostatic Neoplasms Humans Sensitivity and Specificity Image Interpretation, Computer-Assisted Male Machine Learning Magnetic Resonance Imaging Algorithms
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Deep Learning Radiomic Analysis of MRI Combined with Clinical Characteristics Diagnoses Placenta Accreta Spectrum and its Subtypes.

Journal of magnetic resonance imaging : JMRI Feb 23, 2024
BACKGROUND: Different placenta accreta spectrum (PAS) subtypes pose varying surgical risks to the parturient. Machine learning model has the potential to diagnose PAS disorder.
Magnetic Resonance Imaging Humans Placenta Accreta Retrospective Studies Radiomics Placenta Previa Pregnancy Deep Learning Female ROC Curve Adult
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Comments on "A Channel-Dimensional Feature-Reconstructed Deep Learning Model for Predicting Breast Cancer Molecular Subtypes on Overall b-Value Diffusion-Weighted MRI".

Journal of magnetic resonance imaging : JMRI Feb 17, 2024
Humans Female Image Processing, Computer-Assisted Breast Neoplasms Breast Deep Learning Image Interpretation, Computer-Assisted Diffusion Magnetic Resonance Imaging
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Responds to the Comments on "A Channel-Dimensional Feature-Reconstructed Deep Learning Model for Predicting Breast Cancer Molecular Subtypes on Overall b-Value Diffusion-Weighted MRI".

Journal of magnetic resonance imaging : JMRI Feb 16, 2024
Diffusion Magnetic Resonance Imaging Deep Learning Image Processing, Computer-Assisted Breast Image Interpretation, Computer-Assisted Humans Female Breast Neoplasms
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Development and Validation of Interpretable Machine Learning Models for Clinically Significant Prostate Cancer Diagnosis in Patients With Lesions of PI-RADS v2.1 Score ≥3.

Journal of magnetic resonance imaging : JMRI Feb 16, 2024
BACKGROUND: For patients with PI-RADS v2.1 ≥ 3, prostate biopsy is strongly recommended. Due to the unsatisfactory positive rate of biopsy, improvements in clinically significant prostate cancer (csPCa) risk assessments are required.
Humans Machine Learning Retrospective Studies Reproducibility of Results Aged Male Biopsy Magnetic Resonance Imaging Middle Aged Image Interpretation, Computer-Assisted Prostatic Neoplasms Risk Assessment Diffusion Magnetic Resonance Imaging ROC Curve Prostate-Specific Antigen Echo-Planar Imaging Prostate
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