selected publications
- Robust Disease Prognosis via Diagnostic Knowledge Preservation: A Sequential Learning Approach. 2025 GET IT
- MR-Transformer: A Vision Transformer-based Deep Learning Model for Total Knee Replacement Prediction Using MRI. Radiology. Artificial intelligence. 2025 Academic Article GET IT
- Visual-language artificial intelligence system for knee radiograph diagnosis and interpretation: a collaborative system with humans. Radiology advances. 2025 Academic Article GET IT
- Estimation of time-to-total knee replacement surgery with multimodal modeling and artificial intelligence. Computers in biology and medicine. 2025 Academic Article GET IT
- A Progressive Risk Formulation for Enhanced Deep Learning based Total Knee Replacement Prediction in Knee Osteoarthritis. 2025 GET IT
-     
    
    
                     Deep Learning Superresolution for Simultaneous Multislice Parallel Imaging-Accelerated Knee MRI Using Arthroscopy Validation. 
 
                    Radiology. 
            
             2025
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 9
- Estimating time-to-total knee replacement on radiographs and MRI: a multimodal approach using self-supervised deep learning. Radiology advances. 2024 Academic Article GET IT
-     
    
    
                     Radiomics features outperform standard radiological measurements in detecting femoroacetabular impingement on three-dimensional magnetic resonance imaging. 
 
                    Journal of orthopaedic research : official publication of the Orthopaedic Research Society. 
            
             2024
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 3
- Relationships between quantitative magnetic resonance imaging measures at the time of return to sport and clinical outcomes following acute hamstring strain injury. Journal of biomechanics. 2024 Academic Article GET IT
-     
    
    
                     Artificial intelligence in musculoskeletal imaging: realistic clinical applications in the next decade. 
 
                    Skeletal radiology.
            
             2024
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 5
- Biomarkers in Musculoskeletal Imaging. Seminars in musculoskeletal radiology. 2024 Academic Article GET IT
-     
    
    
                     Imaging Biomarkers of Osteoarthritis. 
 
                    Seminars in musculoskeletal radiology.
            
             2024
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 7
-     
    
    
                     Diffusion tensor imaging of hamstring muscles after acute strain injury and throughout recovery in collegiate athletes. 
 
                    Skeletal radiology. 
            
             2024
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 1
-     
    
    
                     Association of quantitative diffusion tensor imaging measures with time to return to sport and reinjury incidence following acute hamstring strain injury. 
 
                    Journal of biomechanics. 
            
             2024
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 4
-     
    
    
                     The impact of data augmentation and transfer learning on the performance of deep learning models for the segmentation of the hip on 3D magnetic resonance images. 
 
                    Informatics in medicine unlocked. 
            
             2024
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 8
- Erratum for: How AI May Transform Musculoskeletal Imaging. 2024 GET IT
-     
    
    
                     How AI May Transform Musculoskeletal Imaging. 
 
                    Radiology.
            
             2024
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 26
-     
    
    
                     Repeatability of Quantitative Knee Cartilage T1, T2, and T1ρ Mapping With 3D-MRI Fingerprinting. 
 
                    Journal of magnetic resonance imaging : JMRI. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 3
-     
    
    
                     Age and Gender-Dependence of Single-and Bi-Exponential T1ρ MR Parameters in Knee Ligaments. 
 
                    Journal of magnetic resonance imaging : JMRI. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 4
-     
    
    
                     MRI radiomics for hamstring strain injury identification and return to sport classification: a pilot study. 
 
                    Skeletal radiology. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 2
-     
    
    
                     Genicular Artery Embolization for Treatment of Knee Osteoarthritis: Interim Analysis of a Prospective Pilot Trial Including Effect on Serum Osteoarthritis-Associated Biomarkers. 
 
                    Journal of vascular and interventional radiology : JVIR. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 22
-     
    
    
                     Characterization of Age-Related and Sex-Related Differences of Relaxation Parameters in the Intervertebral Disc Using MR-Fingerprinting. 
 
                    Journal of magnetic resonance imaging : JMRI. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 6
- Age and gender differences in lumbar intervertebral disk strain using mechanical loading magnetic resonance imaging. NMR in biomedicine. 2023 Academic Article GET IT
-     
    
    
                     Prediction of total knee replacement using deep learning analysis of knee MRI. 
 
                    Scientific reports. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 21
-     
    
    
                     Updates on Compositional MRI Mapping of the Cartilage: Emerging Techniques and Applications. 
 
                    Journal of magnetic resonance imaging : JMRI.
            
             2023
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 28
-     
    
    
                     A radiomics approach to the diagnosis of femoroacetabular impingement. 
 
                    Frontiers in radiology. 
            
             2023
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 10
-     
    
    
                     2D versus 3D MRI of osteoarthritis in clinical practice and research. 
 
                    Skeletal radiology.
            
             2023
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 14
-     
    
    
                     Deep learning applications in osteoarthritis imaging. 
 
                    Skeletal radiology.
            
             2023
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 24
-     
    
    
                     Genicular artery embolization for treatment of knee osteoarthritis pain: Systematic review and meta-analysis. 
 
                    Osteoarthritis and cartilage open.
            
             2023
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 34
-     
    
    
                     Emerging Technology in Musculoskeletal MRI and CT. 
 
                    Radiology.
            
             2022
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 59
-     
    
    
                     The KNee OsteoArthritis Prediction (KNOAP2020) challenge: An image analysis challenge to predict incident symptomatic radiographic knee osteoarthritis from MRI and X-ray images. 
 
                    Osteoarthritis and cartilage. 
            
             2022
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 33
-     
    
    
                     Age-Dependent Changes in Knee Cartilage T1 , T2 , and T1p Simultaneously Measured Using MRI Fingerprinting. 
 
                    Journal of magnetic resonance imaging : JMRI. 
            
             2022
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 11
-     
    
    
                     Radiomics and Deep Learning for Disease Detection in Musculoskeletal Radiology: An Overview of Novel MRI- and CT-Based Approaches. 
 
                    Investigative radiology. 
            
             2022
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 82
-     
    
    
                     Imaging in Osteoarthritis. 
 
                    Osteoarthritis and cartilage.
            
             2021
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 64
-     
    
    
                     3D MRI of Articular Cartilage. 
 
                    Seminars in musculoskeletal radiology.
            
             2021
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 18
-     
    
    
                     Standardization of Compositional MRI of Knee Cartilage: Why and How. 
 
                    Radiology. 
            
             2021
             
			
			
			
			
			
			Editorial Article
 			GET IT
 			
 Times cited: 3
-     
    
    
                     Assessing collagen alterations in enzymatic degradation models of osteoarthritis via second harmonic generation microscopy. 
 
                    Osteoarthritis and cartilage. 
            
             2021
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 4
-     
    
    
                     Artificial intelligence in musculoskeletal imaging: a perspective on value propositions, clinical use, and obstacles. 
 
                    Skeletal radiology.
            
             2021
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 35
-     
    
    
                     Deep learning approach to predict pain progression in knee osteoarthritis. 
 
                    Skeletal radiology. 
            
             2021
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 75
-     
    
    
                     Magnetic resonance parameter mapping using model-guided self-supervised deep learning. 
 
                    Magnetic resonance in medicine. 
            
             2021
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 73
-     
    
    
                     Bi-component T2 mapping correlates with articular cartilage material properties. 
 
                    Journal of biomechanics. 
            
             2020
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 5
-     
    
    
                     Anterior Cruciate Ligament Graft Tunnel Placement and Graft Angle Are Primary Determinants of Internal Knee Mechanics After Reconstructive Surgery. 
 
                    The American journal of sports medicine. 
            
             2020
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 29
-     
    
    
                     High-performance rapid MR parameter mapping using model-based deep adversarial learning. 
 
                    Magnetic resonance imaging. 
            
             2020
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 26
-     
    
    
                     Rapid single scan ramped hybrid-encoding for bicomponent T2* mapping in a human knee joint: A feasibility study. 
 
                    NMR in biomedicine. 
            
             2020
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 7
-     
    
    
                     State of the Art: Imaging of Osteoarthritis-Revisited 2020. 
 
                    Radiology.
            
             2020
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 117
-     
    
    
                     SANTIS: Sampling-Augmented Neural neTwork with Incoherent Structure for MR image reconstruction. 
 
                    Magnetic resonance in medicine. 
            
             2020
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 85
-     
    
    
                     Deep learning risk assessment models for predicting progression of radiographic medial joint space loss over a 48-MONTH follow-up period. 
 
                    Osteoarthritis and cartilage. 
            
             2020
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 55
-     
    
    
                     Deep Learning for Lesion Detection, Progression, and Prediction of Musculoskeletal Disease. 
 
                    Journal of magnetic resonance imaging : JMRI.
            
             2019
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 89
-     
    
    
                     Risks and Benefits of Intra-articular Corticosteroid Injection for Treatment of Osteoarthritis: What Radiologists and Patients Need to Know. 
 
                    Radiology. 
            
             2019
             
			
			
			
			
			
			Editorial Article
 			GET IT
 			
 Times cited: 14
-     
    
    
                     Osteochondritis Dissecans of the Elbow in Children: MRI Findings of Instability. 
 
                    AJR. American journal of roentgenology. 
            
             2019
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 25
-     
    
    
                     Fully Automated Diagnosis of Anterior Cruciate Ligament Tears on Knee MR Images by Using Deep Learning. 
 
                    Radiology. Artificial intelligence. 
            
             2019
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 131
-     
    
    
                     Preoperative MRI Shoulder Findings Associated with Clinical Outcome 1 Year after Rotator Cuff Repair. 
 
                    Radiology. 
            
             2019
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 20
-     
    
    
                     Cruciate ligament injuries of the knee: A meta-analysis of the diagnostic performance of 3D MRI. 
 
                    Journal of magnetic resonance imaging : JMRI.
            
             2019
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 26
-     
    
    
                     MANTIS: Model-Augmented Neural neTwork with Incoherent k-space Sampling for efficient MR parameter mapping. 
 
                    Magnetic resonance in medicine. 
            
             2019
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 109
-     
    
    
                     Diagnosis of Knee Meniscal Injuries by Using Three-dimensional MRI: A Systematic Review and Meta-Analysis of Diagnostic Performance. 
 
                    Radiology.
            
             2018
             
			
			
			
			
			
			Review
 			GET IT
 			
 Times cited: 33
-     
    
    
                     A deep learning approach for 18F-FDG PET attenuation correction. 
 
                    EJNMMI physics. 
            
             2018
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 111
