Machine learning methods to support personalized neuromusculoskeletal modelling

DJ Saxby, BA Killen, C Pizzolato, CP Carty… - … and Modeling in …, 2020 - Springer
Many biomedical, orthopaedic, and industrial applications are emerging that will benefit from
personalized neuromusculoskeletal models. Applications include refined diagnostics …

Are subject-specific musculoskeletal models robust to the uncertainties in parameter identification?

G Valente, L Pitto, D Testi, A Seth, SL Delp, R Stagni… - PloS one, 2014 - journals.plos.org
Subject-specific musculoskeletal modeling can be applied to study musculoskeletal
disorders, allowing inclusion of personalized anatomy and properties. Independent of the …

[HTML][HTML] Generic scaled versus subject-specific models for the calculation of musculoskeletal loading in cerebral palsy gait: Effect of personalized musculoskeletal …

H Kainz, M Wesseling, I Jonkers - Clinical Biomechanics, 2021 - Elsevier
Background Musculoskeletal modelling is used to assess musculoskeletal loading during
gait. Linear scaling methods are used to personalize generic models to each participant's …

Accuracy of generic musculoskeletal models in predicting the functional roles of muscles in human gait

TA Correa, R Baker, HK Graham, MG Pandy - Journal of biomechanics, 2011 - Elsevier
Biomechanical assessments of muscle function are often performed using a generic
musculoskeletal model created from anatomical measurements obtained from cadavers …

A framework based on subject-specific musculoskeletal models and Monte Carlo simulations to personalize muscle coordination retraining

H Kainz, W Koller, E Wallnöfer, TR Bader… - Scientific Reports, 2024 - nature.com
Excessive loads at lower limb joints can lead to pain and degenerative diseases. Altering
joint loads with muscle coordination retraining might help to treat or prevent clinical …

Personalized MR-based musculoskeletal models compared to rescaled generic models in the presence of increased femoral anteversion: effect on hip moment arm …

L Scheys, A Van Campenhout, A Spaepen, P Suetens… - Gait & posture, 2008 - Elsevier
Advanced biomechanical analysis of muscle function during gait relies on the use of a
musculoskeletal model. In clinical practice, personalization of the model is usually limited to …

Calculated moment-arm and muscle-tendon lengths during gait differ substantially using MR based versus rescaled generic lower-limb musculoskeletal models

L Scheys, A Spaepen, P Suetens, I Jonkers - Gait & posture, 2008 - Elsevier
Biomechanical analysis of gait relies on the use of lower-limb musculoskeletal models. Most
models are based on a generic model which takes into account the subject's skeletal …

An efficient modelling-simulation-analysis workflow to investigate stump-socket interaction using patient-specific, three-dimensional, continuum-mechanical, finite …

E Ramasamy, O Avci, B Dorow, SY Chong… - … in bioengineering and …, 2018 - frontiersin.org
The lack of an efficient modelling-simulation-analysis workflow for creating and utilising
detailed subject-specific computational models is one of the key reasons why simulation …

Accuracy and kinematics consistency of marker-based scaling approaches on a lower limb model: a comparative study with imagery data

P Puchaud, C Sauret, A Muller, N Bideau… - Computer Methods in …, 2020 - Taylor & Francis
Medical images are not typically included in protocol of motion laboratories. Thus, accurate
scaling of musculoskeletal models from optoelectronic data are important for any …

Calculating gait kinematics using MR-based kinematic models

L Scheys, K Desloovere, A Spaepen, P Suetens… - Gait & posture, 2011 - Elsevier
Rescaling generic models is the most frequently applied approach in generating
biomechanical models for inverse kinematics. Nevertheless it is well known that this …