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Recent Publications


The application of transfer learning to T1ρ MRI tibiofemoral cartilage segmentation.

Journal Article J Biomech · January 2026 Proteoglycans are critical to the ability of cartilage to withstand loading, and their concentration can be probed in vivo through measurement of T1ρ MRI relaxation times. Machine learning models have demonstrated the potential to replace manual segmentati ... Full text Link to item Cite

A deep learning-based approach for measuring patellar cartilage deformations from knee MR images.

Journal Article J Biomech · November 2025 While knee osteoarthritis (OA) is a leading cause of disability in the United States, OA within the patellofemoral joint is understudied compared to the tibiofemoral joint. Mechanical alterations to cartilage may be among the first changes indicative of ea ... Full text Link to item Cite
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Recent Grants


In vivo ACL mechanics and risk factors for injury

ResearchResearch Assistant · Awarded by National Institute of Arthritis and Musculoskeletal and Skin Diseases · 2024 - 2029

In Vivo Knee Motion and ACL Biomechanics During Dynamic Activities

ResearchResearch Assistant · Awarded by National Institute of Arthritis and Musculoskeletal and Skin Diseases · 2019 - 2026

Biomechanical and Biological Predictors of Cartilage Health Following Meniscus Injury

ResearchResearch Assistant · Awarded by National Institute of Arthritis and Musculoskeletal and Skin Diseases · 2021 - 2026

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