MACHINE LEARNING-BASED ESTIMATION OF KNEE LOADING CONDITIONS FROM MOTION CAPTURE DATA

Y. N. Derungs¹, M. Bertsch¹, A. Maas^2,3, T. M. Grupp^2,3, W. R. Taylor¹, S. H. Hosseini Nasab¹

¹Laboratory for Movement Biomechanics, ETH Zürich, Switzerland; ²Research & Development, Aesculap AG, Tuttlingen, Germany; ³Ludwig Maximilians University Munich, Department of Orthopaedic and Trauma Surgery, Musculoskeletal University Center Munich (MUM), Campus Grosshadern, Munich, Germany

SENSITIVITY OF INVERSE DYNAMICS TO AN AI-DRIVEN MARKERLESS-BASED MUSCULOSKELETAL MODELLING APPROACH

G. Rigoni¹, O. Zazpe², F. Spolaor¹, Z. Sawacha¹

¹Department of Information Engineering, University of Padova, Italy; ²Faculty of Engineering, Mondragon Unibertsitatea, Spain

MACHINE LEARNING-BASED PREDICTION OF CARTILAGE DEGENERATION: A FAST AND ACCURATE ALTERNATIVE TO FEM

H. Amini¹, S. M. Yousefi¹, M. A. Nazari¹, I. Jonkers², S. A. Elahi²

¹School of Mechanical Engineering, College of Engineering, University of Tehran, Iran; ²Department of Movement Science, KU Leuven, Belgium

SEX, AGE, AND BONE STRAIN EFFECT ON CLINICAL REVISION AFTER REVERSED TOTAL SHOULDER ARTHROPLASTY

P. Eghbali¹, O. B. Satir², F. Becce³, P. Goetti³, P. Büchler², D. Pioletti¹, A. Terrier^1,3

¹EPFL, Switzerland; ²ARTORG Center for Biomedical Engineering Research, Switzerland; ³Lausanne University Hospital (CHUV), Switzerland

AI BASED 3D ANALYSIS OF GLENOID BONE LOSS

S. Kamradt¹, A. R. Oswald¹, H. Hess¹, A. C. Ruckli¹, J. T. Rojas², M. Jacxsens³, A. Lädermann^4,5,6,7, M. A. Zumstein^8,9,10, M. Schär¹, K. Gerber¹

¹Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland; ²Department of Orthopaedics and Trauma Surgery, Hospital San José – Clinica Santa María, Santiago, Chile; ³Department of Orthopedic Surgery and Traumatology, St. Gallen, Switzerland; ⁴Division of Orthopedics and Trauma Surgery, Hôpital de La Tour, Meyrin, Switzerland; ⁵Department of Surgery, Division of Orthopedics and Trauma Surgery, Geneva University Hospitals, Geneva, Switzerland; ⁶Faculty of Medicine, University of Geneva, Geneva, Switzerland; ⁷FORE (Foundation for Research and Teaching in Orthopedics, Sports Medicine, Trauma, and Imaging in the Musculoskeletal System), Meyrin, Switzerland; ⁸Shoulder, Elbow and Orthopaedic Sports Medicine, Orthopaedics Sonnenhof, Bern, Switzerland; ⁹Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, Australia; ¹⁰Faculty of Medicine, University of Bern, Bern, Switzerland

AUTOMATED CLASSIFICATION OF KNEE OSTEOARTHRITIS SEVERITY USING MARKERLESS MOTION CAPTURE AND DEEP LEARNING

E. Kaya¹, H. Şirzai², M. G. Yavuzer², H. Argunsah¹

¹Acibadem Mehmet Ali Aydinlar University, Turkiye; ²Romatem Physical Therapy and Rehabilitation Hospital, Türkiye

DEEP LEARNING CLASSIFICATION OF LAMINOPATHY MUTATIONS USING NUCLEAR DEFORMATIONS ON MICROGROOVES

X. Zhang^1,2, C. Leclech¹, B. Roellinger¹, C. Badens^4,5, C. Desgrouas⁴, C. Coirault³, E. D. Angelini², A. I. Barakat¹

¹LadHyX, CNRS, Ecole Polytechnique, Institut Polytechnique de Paris, France; ²LTCI, Télécom Paris, Institut Polytechnique de Paris, France; ³Sorbonne Université, INSERM UMRS-974 and Institut de Myologie, France; ⁴Aix Marseille Univ, INSERM, C2VN, Marseille, France; ⁵AP-HM, Laboratoire de Biochimie, Marseille, France

ASSESSING UNCERTAINTY IN CNN-BASED PREDICTIONS OF METASTATIC FEMUR STRENGTH FROM 2D PROJECTIONS

A. Synek¹, E. Benca², D. H. Pahr¹

¹TU Wien, Austria; ²Medical University of Vienna, Austria