- Home
- Publications
- Publication Search
- Publication Details
Title
Machine Learning Approaches Applied in Spinal Pain Research
Authors
Keywords
Low back pain, Neck pain, Machine learning, Classification, Prediction, Modelling
Journal
JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
Volume -, Issue -, Pages 102599
Publisher
Elsevier BV
Online
2021-09-17
DOI
10.1016/j.jelekin.2021.102599
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Kinematic biomarkers of chronic neck pain measured during gait: A data-driven classification approach
- (2021) David Jiménez-Grande et al. JOURNAL OF BIOMECHANICS
- Deep-FDA: Using Functional Data Analysis and Neural Networks to Characterize Network Services Time Series
- (2021) Daniel Perdices et al. IEEE Transactions on Network and Service Management
- The effect of experimental and clinical musculoskeletal pain on spinal and supraspinal projections to motoneurons and motor unit properties in humans: a systematic review
- (2021) A Sanderson et al. EUROPEAN JOURNAL OF PAIN
- Trunk control during repetitive sagittal movements following a real-time tracking task in people with chronic low back pain
- (2021) A.M. Alsubaie et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- Are neuromuscular adaptations present in people with recurrent spinal pain during a period of remission? a systematic review
- (2021) Valter Devecchi et al. PLoS One
- Interpretable machine learning models for classifying low back pain status using functional physiological variables
- (2020) Bernard X. W. Liew et al. EUROPEAN SPINE JOURNAL
- Visual trajectory pattern as prognostic factors for neck pain
- (2020) Birgitte Lawaetz Myhrvold et al. EUROPEAN JOURNAL OF PAIN
- Enhanced deep learning algorithm development to detect pain intensity from facial expression images
- (2020) Ghazal Bargshady et al. EXPERT SYSTEMS WITH APPLICATIONS
- New insights into pain-related changes in muscle activation revealed by high-density surface electromyography
- (2020) Deborah Falla et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- Fear of movement is not associated with trunk movement variability during gait in patients with low back pain
- (2020) Thom T.J. Veeger et al. Spine Journal
- Neck pain patterns and subgrouping based on weekly SMS-derived trajectories
- (2020) P. Irgens et al. BMC MUSCULOSKELETAL DISORDERS
- Global burden of 369 diseases and injuries in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019
- (2020) Theo Vos et al. LANCET
- Clinical predictive modelling of post-surgical recovery in individuals with cervical radiculopathy: a machine learning approach
- (2020) Bernard X. W. Liew et al. Scientific Reports
- Influence of low back pain and its remission on motor abundance in a low-load lifting task
- (2020) Bernard X. W. Liew et al. Scientific Reports
- Does Movement Change When Low Back Pain Changes? A Systematic Review
- (2020) Kevin Wernli et al. JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY
- Artificial intelligence prediction of the effect of rehabilitation in whiplash associated disorder
- (2020) Alberto Javier Fidalgo-Herrera et al. PLoS One
- Variation in the spatial distribution of erector spinae activity during a lumbar endurance task in people with low back pain
- (2019) Andy Sanderson et al. JOURNAL OF ANATOMY
- Development and validation of a pain monitoring app for patients with musculoskeletal conditions (The Keele pain recorder feasibility study)
- (2019) John Bedson et al. BMC Medical Informatics and Decision Making
- High-Density Electromyography Provides New Insights into the Flexion Relaxation Phenomenon in Individuals with Low Back Pain
- (2019) Carlos Murillo et al. Scientific Reports
- Variability of neck and trunk movement during single- and dual-task gait in people with chronic neck pain
- (2019) Feras Alsultan et al. CLINICAL BIOMECHANICS
- Classifying neck pain status using scalar and functional biomechanical variables – development of a method using functional data boosting
- (2019) Bernard X.W. Liew et al. GAIT & POSTURE
- Using Deep Learning and Resting-State fMRI to Classify Chronic Pain Conditions
- (2019) Alex Novaes Santana et al. Frontiers in Neuroscience
- Development Of A Multivariate Prognostic Model For Pain And Activity Limitation In People With Low Back Disorders Receiving Physiotherapy
- (2018) Jon J. Ford et al. ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION
- Deep learning for healthcare applications based on physiological signals: A review
- (2018) Oliver Faust et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Using a deep learning network to recognise low back pain in static standing
- (2018) Boyi Hu et al. ERGONOMICS
- The Global Spine Care Initiative: a summary of the global burden of low back and neck pain studies
- (2018) Eric L. Hurwitz et al. EUROPEAN SPINE JOURNAL
- Chronic low back pain and back muscle activity during functional tasks
- (2018) Maicom Lima et al. GAIT & POSTURE
- Classifying running speed conditions using a single wearable sensor: Optimal segmentation and feature extraction methods
- (2018) Lauren C. Benson et al. JOURNAL OF BIOMECHANICS
- Motor Control Changes in Low-Back Pain: Divergence in Presentations and Mechanisms
- (2018) Jaap H. van Dieën et al. JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY
- Anticipatory and compensatory postural adjustments in people with low back pain: a systematic review and meta-analysis ,
- (2018) Michael F. Knox et al. Spine Journal
- Muscle Strength and Neuromuscular Control in Low-Back Pain: Elite Athletes Versus General Population
- (2018) María Moreno Catalá et al. Frontiers in Neuroscience
- People with low back pain show reduced movement complexity during their most active daily tasks
- (2018) L. Gizzi et al. EUROPEAN JOURNAL OF PAIN
- A guide to deep learning in healthcare
- (2018) Andre Esteva et al. NATURE MEDICINE
- Machine learning–based prediction of clinical pain using multimodal neuroimaging and autonomic metrics
- (2018) Jeungchan Lee et al. PAIN
- The influence of musculoskeletal pain disorders on muscle synergies—A systematic review
- (2018) Bernard X. W. Liew et al. PLoS One
- Towards trustable machine learning
- (2018) Nature Biomedical Engineering
- Task-related and person-related variables influence the effect of low back pain on anticipatory postural adjustments
- (2017) Jesse V. Jacobs et al. HUMAN MOVEMENT SCIENCE
- Voluntary activation of the trapezius muscle in cases with neck/shoulder pain compared to healthy controls
- (2017) Katrine Tholstrup Bech et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- The effect of muscle fatigue and low back pain on lumbar movement variability and complexity
- (2017) C.M. Bauer et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- People With Chronic Neck Pain Walk With a Stiffer Spine
- (2017) Deborah Falla et al. JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY
- General Exercise Does Not Improve Long-Term Pain and Disability in Individuals With Whiplash-Associated Disorders: A Systematic Review
- (2017) Alexandra Griffin et al. JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY
- Altered functional connectivity of the periaqueductal gray in chronic neck and shoulder pain
- (2017) Cheng-Xin Yu et al. NEUROREPORT
- What have we learned from ten years of trajectory research in low back pain?
- (2016) Alice Kongsted et al. BMC MUSCULOSKELETAL DISORDERS
- Neural mechanisms and functional correlates of altered postural responses to perturbed standing balance with chronic low back pain
- (2016) Jesse V. Jacobs et al. NEUROSCIENCE
- Characteristics of the Motor Units during Sternocleidomastoid Isometric Flexion among Patients with Mechanical Neck Disorder and Asymptomatic Individuals
- (2016) Chia-Chi Yang et al. PLoS One
- Does objectively measured daily duration of forward bending predict development and aggravation of low-back pain? A prospective study
- (2016) Julie Lagersted-Olsen et al. SCANDINAVIAN JOURNAL OF WORK ENVIRONMENT & HEALTH
- Motor Control Exercise for Nonspecific Low Back Pain
- (2016) Bruno T. Saragiotto et al. SPINE
- Using existing questionnaires in latent class analysis: should we use summary scores or single items as input? A methodological study using a cohort of patients with low back pain
- (2016) Anne Nielsen et al. Clinical Epidemiology
- Measurement of Lumbar Spine Functional Movement in Low Back Pain
- (2015) Morad Vaisy et al. CLINICAL JOURNAL OF PAIN
- Recurrence quantification analysis and support vector machines for golf handicap and low back pain EMG classification
- (2015) Luís Silva et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- Effect of acute noxious stimulation to the leg or back on muscle synergies during walking
- (2015) Wolbert van den Hoorn et al. JOURNAL OF NEUROPHYSIOLOGY
- Predicting Dynamic Foot Function From Static Foot Posture: Comparison Between Visual Assessment, Motion Analysis, and a Commercially Available Depth Camera
- (2015) Kade L. Paterson et al. JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY
- How does pain lead to disability? A systematic review and meta-analysis of mediation studies in people with back and neck pain
- (2015) Hopin Lee et al. PAIN
- Experimental Muscle Pain Impairs the Synergistic Modular Control of Neck Muscles
- (2015) Leonardo Gizzi et al. PLoS One
- Lumbar kinematic variability during gait in chronic low back pain and associations with pain, disability and isolated lumbar extension strength
- (2014) James Steele et al. CLINICAL BIOMECHANICS
- Performance based on sEMG activity is related to psychosocial components: Differences between back and abdominal endurance tests
- (2014) Benedicte Van Damme et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- Use of artificial neural networks to predict surgical satisfaction in patients with lumbar spinal canal stenosis
- (2014) Parisa Azimi et al. JOURNAL OF NEUROSURGERY-SPINE
- Reduced task-induced variations in the distribution of activity across back muscle regions in individuals with low back pain
- (2014) Deborah Falla et al. PAIN
- Chronic neck pain alters muscle activation patterns to sudden movements
- (2014) Shellie A. Boudreau et al. EXPERIMENTAL BRAIN RESEARCH
- Stratified models of care
- (2013) Nadine E. Foster et al. BEST PRACTICE & RESEARCH IN CLINICAL RHEUMATOLOGY
- Deterministic accessory spinal movement in functional tasks characterizes individuals with low back pain
- (2013) J.L. Dideriksen et al. CLINICAL NEUROPHYSIOLOGY
- New insight into motor adaptation to pain revealed by a combination of modelling and empirical approaches
- (2013) P.W. Hodges et al. EUROPEAN JOURNAL OF PAIN
- Prognosis Research Strategy (PROGRESS) 3: Prognostic Model Research
- (2013) Ewout W. Steyerberg et al. PLOS MEDICINE
- Current Pain and Fear of Pain Contribute to Reduced Maximum Voluntary Contraction of Neck Muscles in Patients With Chronic Neck Pain
- (2012) René Lindstroem et al. ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION
- The prognosis of acute and persistent low-back pain: a meta-analysis
- (2012) L. d. C. Menezes Costa et al. CANADIAN MEDICAL ASSOCIATION JOURNAL
- Spectral analysis of EMG using intramuscular electrodes reveals non-linear fatigability characteristics in persons with chronic low back pain
- (2012) George J. Beneck et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- Systematic Review of Randomized Controlled Trials of Clinical Prediction Rules for Physical Therapy in Low Back Pain
- (2012) Shilpa Patel et al. SPINE
- Prognosis of Acute Idiopathic Neck Pain is Poor: A Systematic Review and Meta-Analysis
- (2011) Julia M. Hush et al. ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION
- Barriers and progress in the treatment of low back pain
- (2011) Nadine E Foster BMC Medicine
- The relationship between superficial muscle activity during the cranio-cervical flexion test and clinical features in patients with chronic neck pain
- (2011) Shaun O’Leary et al. MANUAL THERAPY
- Research methods for subgrouping low back pain
- (2010) Peter Kent et al. BMC Medical Research Methodology
- Association Between Intensity of Pain and Impairment in Onset and Activation of the Deep Cervical Flexors in Patients With Persistent Neck Pain
- (2010) Deborah Falla et al. CLINICAL JOURNAL OF PAIN
- Low back pain associates with altered activity of the cerebral cortex prior to arm movements that require postural adjustment
- (2010) Jesse V. Jacobs et al. CLINICAL NEUROPHYSIOLOGY
- Effect of pain on the modulation in discharge rate of sternocleidomastoid motor units with force direction
- (2010) Deborah Falla et al. CLINICAL NEUROPHYSIOLOGY
- Reduced force steadiness in women with neck pain and the effect of short term vibration
- (2010) Silvia Muceli et al. JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY
- Corticomotor excitability of back muscles is affected by intervertebral disc lesion in pigs
- (2009) Paul W. Hodges et al. EUROPEAN JOURNAL OF NEUROSCIENCE
- Regional differences in lumbar spinal posture and the influence of low back pain
- (2008) Tim Mitchell et al. BMC MUSCULOSKELETAL DISORDERS
- Reorganization of the motor cortex is associated with postural control deficits in recurrent low back pain
- (2008) H. Tsao et al. BRAIN
- A systematic review of low back pain cost of illness studies in the United States and internationally
- (2008) Simon Dagenais et al. Spine Journal
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now