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Compositional and Morphological Characterization of Knee Articular Cartilage in Collegiate Basketball Players using Multiparametric MRI

Author:Kenneth Gao  Valentina Pedoia  Radhika Tibrewala  Katherine Young  Feliks Kogan  Matthew Koff  Garry Gold  Hollis Potter  Sharmila Majumdar  

Institution:Hospital for Special Surgery  Stanford University  University of California, San Francisco  

Session Type:Combined Educational & Scientific Session  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Muscle, Cartilage, Knee stabilizers  

Session Name:MRI of Knee Stabilizers  

Program Number:0362  

Room Live Q&A Session:Monday Parallel 4  

Computer Aided Detection AI Reduces Inter-Reader Variability in Grading Hip Abnormalities from MRI

Author:Radhika Tibrewala  Eugene Ozhinsky  Rutwik Shah  Io Flament  Kay Crossley  Ramya Srinivasan  Thomas Link  Valentina Pedoia  Sharmila Majumdar  

Institution:La Trobe Sport and Exercise Medicine Research Centre  University of California San Francisco  

Session Type:Combined Educational & Scientific Session  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in MSK  

Program Number:0251  

Room Live Q&A Session:Monday Parallel 4  

Deep Learning Assisted Full Knee 3D MRI-Based Lesion Severity Staging

Author:Bruno Astuto Arouche Nunes  Io Flament  Nikan Namiri  Rutwik Shah  Matthew Bucknor  Thomas Link  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California San Francisco  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0242  

Room Live Q&A Session:Monday Parallel 4  

Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images

Author:Aniket Tolpadi  Jinhee Lee  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California San Francisco  University of California Berkeley  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0241  

Room Live Q&A Session:Monday Parallel 4  

Discovering MRI Imaging Biomarkers Associated with Progression of Knee Pain Using Deep Learning for Survival Analysis

Author:Jinhee Lee  Chul Chung  Felix Liu  Sharmila Majumdar  Valentina Pedoia  

Institution:Bay Imaging Consultants  University of California San Francisco  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Musculoskeletal Emerging Methods  

Program Number:2692  

Room Live Q&A Session:

Do We Need CT for Producing a Fully-Automatic 3D Scapular Model? MRI meets Deep Learning for Scapular Bone Extraction

Author:Francesco Caliva  Victoria Wong  Roland Krug  Drew Lansdown  Valentina Pedoia  

Institution:University of California, San Francisco  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Bone, Cartilage, and Muscle  

Session Name:Bone 2  

Program Number:2783  

Room Live Q&A Session:

Efficient Measurement of Composite Metric R2-R1? in Knee Cartilage

Author:Misung Han  Radhika Tibrewala  Emma Bahroos  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California, San Francisco  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Hot Topics & Cancer  

Session Name:Musculoskeletal 2  

Program Number:1165  

Room Live Q&A Session:Thursday Parallel 1  

Linking multi-joint biomechanics with cartilage composition from qMRI

Author:Koren Roach  Valentina Pedoia  Jinhee Lee  Tijana Popovic  Sharmila Majumdar  Richard Souza  

Institution:University of California San Francisco  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Hot Topics & Cancer  

Session Name:Musculoskeletal 2  

Program Number:1152  

Room Live Q&A Session:Thursday Parallel 1  

MRI of Osteoarthritis: Technical

Author:Valentina Pedoia  

Institution:University of California San Francisco  

Session Type:Sunrise Session  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Emerging Clinical Applications in Musculoskeletal MRI Q&A  

Session Name:Emerging Clinical Applications in Musculoskeletal MR Imaging: Osteoarthritis  

Program Number:

Room Live Q&A Session:Thursday Parallel 1  

Multimodal qMRI Framework for Knee Imaging Biomarker Fusion and Osteoarthritis Prediction

Author:Alejandro Morales Martinez  Francesco Caliva  Claudia Iriondo  Sarthak Kamat  Sharmila Majumdar  Valentina Pedoia  

Institution:University of California, San Francisco  University of California San Francisco  University of California Berkeley  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Hot Topics & Cancer  

Session Name:Musculoskeletal 1  

Program Number:1139  

Room Live Q&A Session:Thursday Parallel 1  

Oriented Object Detection Convolutional Neural Network for Automated Prescription of Oblique MRI Acquisitions

Author:Eugene Ozhinsky  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California San Francisco  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Segmentation, Localization & Registration  

Program Number:3567  

Room Live Q&A Session:

Principal Component Analysis of Simultaneous PET/MRI Reveals Patterns of Cartilage-Bone Interactions in Osteoarthritis

Author:Radhika Tibrewala  Valentina Pedoia  Matthew Bucknor  Sharmila Majumdar  

Institution:University of California San Francisco  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Musculoskeletal Emerging Methods  

Program Number:0258  

Room Live Q&A Session:Monday Parallel 4  

Semi-Quantitative Grading of the Anterior Cruciate Ligament using Deep Learning

Author:Nikan Namiri  Io Flament  Bruno Astuto  Rutwik Shah  Radhika Tibrewala  Francesco Caliva  Thomas Link  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California, San Francisco  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0243  

Room Live Q&A Session:Monday Parallel 4  

T2 Analysis of the Entire Osteoarthritis Initiative Dataset (N=25,729)

Author:Alaleh Razmjoo  Francesco Caliva  Jinhee Lee  Felix Liu  Gabby B. Joseph  Thomas M. Link  Sharmila Majumdar  Valentina Pedoia  

Institution:University of California, San Francisco  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Musculoskeletal Emerging Methods  

Program Number:2685  

Room Live Q&A Session:

Task-Based UltraFast MRI: Simultaneous Image Reconstruction and Tissue Segmentation

Author:Francesco Caliva  Adam Noworolski  Andrew Leynes  Claudia Iriondo  Sharmila Majumdar  Peder Larson  Valentina Pedoia  

Institution:University of California Berkeley  University of California, San Francisco  

Session Type:Combined Educational & Scientific Session  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in MSK  

Program Number:0250  

Room Live Q&A Session:Monday Parallel 4  

To the point: deep learning on dense T2 point clouds for improved feature extraction

Author:Claudia Iriondo  Alaleh Razmjoo  Francesco Caliva  Sharmila Majumdar  Valentina Pedoia  

Institution:University of California, San Francisco  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Hot Topics & Cancer  

Session Name:Musculoskeletal 2  

Program Number:1154  

Room Live Q&A Session:Thursday Parallel 1  

Using anatomic and diffusion MRI with deep convolutional neural networks to distinguish treatment-induced injury from recurrent glioblastoma

Author:Julia Cluceru  Paula Alcaide-Leon  Valentina Pedoia  Joanna Phillips  Devika Nair  Yannet Interian  Susan Chang  Javier Villanueva-Meyer  Tracy Luks  Annette Molinaro  Mitchel Berger  Janine Lupo  

Institution:University of California San Francisco  USF  University of California San Francisco/University of California Berkeley  

Session Type:Oral  

Session Live Q&A Date:Tuesday, 11 August 2020  

Topic:Brain tumors  

Session Name:Emerging AI Applications in Neuro-Oncology  

Program Number:0423  

Room Live Q&A Session:Tuesday Parallel 2  

Visualizing intrinsic magnetic resonance imaging (MRI) dataset variations in image-space through Bayesian deep auto-encoding

Author:Andrew Leynes  Abhejit Rajagopal  Valentina Pedoia  Peder Larson  

Institution:University of California San Francisco  University of California Berkeley - University of California San Francisco Joint Graduate Program in Bioengineering  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Super-Resolution, Synthesis & Adversarial Learning  

Program Number:3548  

Room Live Q&A Session: