Discovering individual-specific gait signatures from data-driven models of neuromechanical dynamics

Kinematic and Kinetic Gait Parameters Can Distinguish between Idiopathic and Neurologic Toe-Walking

(2022) Andreas Habersack et al.   International Journal of Environmental Research and Public Health

Predicting continuous ground reaction forces from accelerometers during uphill and downhill running: a recurrent neural network solution

(2022) Ryan S. Alcantara et al.   PeerJ

Pathological gait clustering in post-stroke patients using motion capture data

(2022) Hyungtai Kim et al.   GAIT & POSTURE

Predicting biological joint moment during multiple ambulation tasks

(2022) Jonathan Camargo et al.   JOURNAL OF BIOMECHANICS

Evidence for shared neural information between muscle synergies and corticospinal efficacy

(2022) David R. Young et al.   Scientific Reports

The kinectome: A comprehensive kinematic map of human motion in health and disease

(2022) Emahnuel Troisi Lopez et al.   ANNALS OF THE NEW YORK ACADEMY OF SCIENCES

Does visual cueing improve gait initiation in people with Parkinson's disease?

(2022) Yuri Russo et al.   HUMAN MOVEMENT SCIENCE

Is simultaneous bilateral total hip arthroplasty deleterious in a biomechanical point of view? A comparative gait analysis study

(2022) Martin Caudron et al.   BMC MUSCULOSKELETAL DISORDERS

Walking speed influences spatiotemporal but not symmetry measures of gait in children and adolescents with hemiplegia

(2022) Laura A. Prosser et al.   GAIT & POSTURE

Motor alterations in depression and anxiety disorders: A systematic review and meta-analysis

(2022) Emma Elkjær et al.   JOURNAL OF AFFECTIVE DISORDERS

Adaptive locomotion: Foot strike pattern and limb mechanical stiffness while running over an obstacle

(2022) Roxanne J. Larsen et al.   JOURNAL OF BIOMECHANICS

Ankle joint contact force profiles differ between those with and without chronic ankle instability during walking

(2022) Jaeho Jang et al.   GAIT & POSTURE

Dynamic knee stiffness during walking is increased in individuals with anterior cruciate ligament reconstruction

(2022) Steven A. Garcia et al.   JOURNAL OF BIOMECHANICS

An impairment-specific hip exoskeleton assistance for gait training in subjects with acquired brain injury: a feasibility study

(2022) Chiara Livolsi et al.   Scientific Reports

Neuromuscular mechanisms of motor adaptation to repeated gait-slip perturbations in older adults

(2022) Shuaijie Wang et al.   Scientific Reports

Biomarkers for rhythmic and discrete dynamic primitives in locomotion

(2022) Rui Moura Coelho et al.   Scientific Reports

Perspective on musculoskeletal modelling and predictive simulations of human movement to assess the neuromechanics of gait

(2021) Friedl De Groote et al.   PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Relationship between gait quality measures and modular neuromuscular control parameters in chronic post-stroke individuals

(2021) Sung Yul Shin et al.   Journal of NeuroEngineering and Rehabilitation

Effects of repetitive transcranial magnetic stimulation on recovery in lower limb muscle strength and gait function following spinal cord injury: a randomized controlled trial

(2021) Søren Krogh et al.   SPINAL CORD

Applications of Pose Estimation in Human Health and Performance across the Lifespan

(2021) Jan Stenum et al.   SENSORS

Individual Differences in Sequential Movement Coordination in Hip-Hop Dance: Capturing Joint Articulation in Practicing the Wave

(2021) Derrick D. Brown et al.   Frontiers in Psychology

Physics-Based Simulations to Predict the Differential Effects of Motor Control and Musculoskeletal Deficits on Gait Dysfunction in Cerebral Palsy: A Retrospective Case Study

(2020) Antoine Falisse et al.   Frontiers in Human Neuroscience

Computation Through Neural Population Dynamics

(2020) Saurabh Vyas et al.   Annual Review of Neuroscience

Reorganization of motor modules for standing reactive balance recovery following pyridoxine-induced large-fiber peripheral sensory neuropathy in cats

(2020) Aiden M. Payne et al.   JOURNAL OF NEUROPHYSIOLOGY

Lower socioeconomic status and the acceleration of aging: An outcome-wide analysis

(2020) Andrew Steptoe et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A generic musculoskeletal model of the juvenile lower limb for biomechanical analyses of gait

(2020) Reinhard Hainisch et al.   COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

Does the Environment Cause Changes in Hemiparetic Lower Limb Muscle Activity and Gait Velocity During Walking in Stroke Survivors?

(2020) Jennifer D'souza et al.   Journal of Stroke & Cerebrovascular Diseases

Predicting walking response to ankle exoskeletons using data-driven models

(2020) Michael C. Rosenberg et al.   Journal of the Royal Society Interface

Capturing the continuous complexity of behaviour in Caenorhabditis elegans

(2020) Tosif Ahamed et al.   Nature Physics

Real-Time Prediction of Joint Forces by Motion Capture and Machine Learning

(2020) Georgios Giarmatzis et al.   SENSORS

Contribution of corticospinal drive to ankle plantar flexor muscle activation during gait in adults with cerebral palsy

(2019) Rasmus Feld Frisk et al.   EXPERIMENTAL BRAIN RESEARCH

Explaining the unique nature of individual gait patterns with deep learning

(2019) Fabian Horst et al.   Scientific Reports

Motor module generalization across balance and walking is impaired after stroke

(2019) Jessica L. Allen et al.   JOURNAL OF NEUROPHYSIOLOGY

SimCP: A Simulation Platform to Predict Gait Performance Following Orthopedic Intervention in Children With Cerebral Palsy

(2019) Lorenzo Pitto et al.   Frontiers in Neurorobotics

Rapid predictive simulations with complex musculoskeletal models suggest that diverse healthy and pathological human gaits can emerge from similar control strategies

(2019) Antoine Falisse et al.   Journal of the Royal Society Interface

Biomechanical Effect of Foot Orthoses on Rearfoot Motions and Joint Moment Parameters in Patients with Flexible Flatfoot

(2019) KiHoon Han et al.   MEDICAL SCIENCE MONITOR

Clinical Practice Guideline to Improve Locomotor Function Following Chronic Stroke, Incomplete Spinal Cord Injury, and Brain Injury

(2019) T. George Hornby et al.   Journal of Neurologic Physical Therapy

Pelvic excursion during walking post-stroke: A novel classification system

(2018) Virginia L. Little et al.   GAIT & POSTURE

Effects of real-time gait biofeedback on paretic propulsion and gait biomechanics in individuals post-stroke

(2018) Katlin Genthe et al.   Topics in Stroke Rehabilitation

Neural Constraints Affect the Ability to Generate Hip Abduction Torques When Combined With Hip Extension or Ankle Plantarflexion in Chronic Hemiparetic Stroke

(2018) Natalia Sánchez et al.   Frontiers in Neurology

Machine learning in human movement biomechanics: Best practices, common pitfalls, and new opportunities

(2018) Eni Halilaj et al.   JOURNAL OF BIOMECHANICS

Inferring single-trial neural population dynamics using sequential auto-encoders

(2018) Chethan Pandarinath et al.   NATURE METHODS

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

(2018) Alexander Mathis et al.   NATURE NEUROSCIENCE

Advanced technology for gait rehabilitation: An overview

(2018) Tadeusz Mikolajczyk et al.   Advances in Mechanical Engineering

Repeatability of electromyography recordings and muscle synergies during gait among children with cerebral palsy

(2018) Katherine M. Steele et al.   GAIT & POSTURE

Gait Rehabilitation Using Functional Electrical Stimulation Induces Changes in Ankle Muscle Coordination in Stroke Survivors: A Preliminary Study

(2018) Jessica L. Allen et al.   Frontiers in Neurology

Our own action kinematics predict the perceived affective states of others.

(2017) Rosanna Edey et al.   JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE

Small forces that differ with prior motor experience can communicate movement goals during human-human physical interaction

(2017) Andrew Sawers et al.   Journal of NeuroEngineering and Rehabilitation

A systematic review of mechanisms of gait speed change post-stroke. Part 2: exercise capacity, muscle activation, kinetics, and kinematics

(2017) Elizabeth C. Wonsetler et al.   Topics in Stroke Rehabilitation

A Machine Learning Framework for Gait Classification Using Inertial Sensors: Application to Elderly, Post-Stroke and Huntington’s Disease Patients

(2016) Andrea Mannini et al.   SENSORS

A Personalized Multi-Channel FES Controller Based on Muscle Synergies to Support Gait Rehabilitation after Stroke

(2016) Simona Ferrante et al.   Frontiers in Neuroscience

Muscle synergies and complexity of neuromuscular control during gait in cerebral palsy

(2015) Katherine M Steele et al.   DEVELOPMENTAL MEDICINE AND CHILD NEUROLOGY

A Novel Adaptive, Real-Time Algorithm to Detect Gait Events From Wearable Sensors

(2015) Noelia Chia Bejarano et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A machine learning approach to estimate Minimum Toe Clearance using Inertial Measurement Units

(2015) Braveena K. Santhiranayagam et al.   JOURNAL OF BIOMECHANICS

A neural network that finds a naturalistic solution for the production of muscle activity

(2015) David Sussillo et al.   NATURE NEUROSCIENCE

Neuromechanical Principles Underlying Movement Modularity and Their Implications for Rehabilitation

(2015) Lena H. Ting et al.   NEURON

Intelligent data analysis of instrumented gait data in stroke patients—A systematic review

(2014) Jakob Wikström et al.   COMPUTERS IN BIOLOGY AND MEDICINE

The contribution of a central pattern generator in a reflex-based neuromuscular model

(2014) Florin Dzeladini et al.   Frontiers in Human Neuroscience

A data driven model for optimal orthosis selection in children with cerebral palsy

(2014) Andrew J. Ries et al.   GAIT & POSTURE

Muscle Synergies May Improve Optimization Prediction of Knee Contact Forces During Walking

(2014) Jonathan P. Walter et al.   JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME

Constructing predictive models of human running

(2014) H.-M. Maus et al.   Journal of the Royal Society Interface

Mapping the stereotyped behaviour of freely moving fruit flies

(2014) G. J. Berman et al.   Journal of the Royal Society Interface

Task constraints and minimization of muscle effort result in a small number of muscle synergies during gait

(2014) Friedl De Groote et al.   Frontiers in Computational Neuroscience

Classifying Lower Extremity Muscle Fatigue During Walking Using Machine Learning and Inertial Sensors

(2013) Jian Zhang et al.   ANNALS OF BIOMEDICAL ENGINEERING

Automated Detection of Instantaneous Gait Events Using Time Frequency Analysis and Manifold Embedding

(2013) Min S. H. Aung et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Spatio-temporal parameters and intralimb coordination patterns describing hemiparetic locomotion at controlled speed

(2013) Lucio A Rinaldi et al.   Journal of NeuroEngineering and Rehabilitation

Relationship Between Wealth and Age Trajectories of Walking Speed Among Older Adults: Evidence From the English Longitudinal Study of Ageing

(2013) Paola Zaninotto et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Common muscle synergies for balance and walking

(2013) Stacie A. Chvatal et al.   Frontiers in Computational Neuroscience

Grasping intentions: from thought experiments to empirical evidence

(2012) Cristina Becchio et al.   Frontiers in Human Neuroscience

Gait and cognition: The relationship between gait stability and variability with executive function in persons with and without dementia

(2011) Trienke IJmker et al.   GAIT & POSTURE

Effort-Shape and kinematic assessment of bodily expression of emotion during gait

(2011) M. Melissa Gross et al.   HUMAN MOVEMENT SCIENCE

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

(2011) Tomas A. Correa et al.   JOURNAL OF BIOMECHANICS

Male dance moves that catch a woman's eye

(2010) N. Neave et al.   Biology Letters

Combined effects of fast treadmill walking and functional electrical stimulation on post-stroke gait

(2010) Trisha M. Kesar et al.   GAIT & POSTURE

Minimal detectable change for gait variables collected during treadmill walking in individuals post-stroke

(2010) Trisha M. Kesar et al.   GAIT & POSTURE

Movement Deviation Profile: A measure of distance from normality using a self-organizing neural network

(2010) Gabor J. Barton et al.   HUMAN MOVEMENT SCIENCE

A Muscle-Reflex Model That Encodes Principles of Legged Mechanics Produces Human Walking Dynamics and Muscle Activities

(2010) Hartmut Geyer et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Subject-Specific Muscle Synergies in Human Balance Control Are Consistent Across Different Biomechanical Contexts

(2010) Gelsy Torres-Oviedo et al.   JOURNAL OF NEUROPHYSIOLOGY

Gait classification in post-stroke patients using artificial neural networks

(2009) Katarzyna Kaczmarczyk et al.   GAIT & POSTURE

Computerized kinematic analysis of the clock drawing task in elderly people with mild Major Depressive Disorder: an exploratory study

(2009) Jeremia Heinik et al.   INTERNATIONAL PSYCHOGERIATRICS

Merging of Healthy Motor Modules Predicts Reduced Locomotor Performance and Muscle Coordination Complexity Post-Stroke

(2009) David J. Clark et al.   JOURNAL OF NEUROPHYSIOLOGY

Neurophysiologic and Rehabilitation Insights From the Split-Belt and Other Locomotor Adaptation Paradigms

(2009) D. S. Reisman et al.   PHYSICAL THERAPY

Dynamic Principles of Gait and Their Clinical Implications

(2009) A. D. Kuo et al.   PHYSICAL THERAPY

Novel Patterns of Functional Electrical Stimulation Have an Immediate Effect on Dorsiflexor Muscle Function During Gait for People Poststroke

(2009) Trisha M. Kesar et al.   PHYSICAL THERAPY

Functional Electrical Stimulation of Ankle Plantarflexor and Dorsiflexor Muscles

(2009) Trisha M. Kesar et al.   STROKE

Gait Asymmetry in Community-Ambulating Stroke Survivors

(2008) Kara K. Patterson et al.   ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION

Capacity to increase walking speed is limited by impaired hip and ankle power generation in lower functioning persons post-stroke

(2008) I. Jonkers et al.   GAIT & POSTURE

Estimating the phase of synchronized oscillators

(2008) Shai Revzen et al.   PHYSICAL REVIEW E

Organization of mammalian locomotor rhythm and pattern generation

(2007) David A. McCrea et al.   BRAIN RESEARCH REVIEWS