Interpretable machine learning models for classifying low back pain status using functional physiological variables

Age- and low back pain-related differences in trunk muscle activation during one-legged stance balance task

(2019) Rubens A. da Silva et al.   GAIT & POSTURE

Open-Source Remote Gait Analysis: A Post-Surgery Patient Monitoring Application

(2019) Reed D. Gurchiek et al.   Scientific Reports

High-Density Electromyography Provides New Insights into the Flexion Relaxation Phenomenon in Individuals with Low Back Pain

(2019) Carlos Murillo et al.   Scientific Reports

Comparison of Natural Language Processing Rules-based and Machine-learning Systems to Identify Lumbar Spine Imaging Findings Related to Low Back Pain

(2018) W. Katherine Tan et al.   ACADEMIC RADIOLOGY

Different ways to balance the spine in sitting: Muscle activity in specific postures differs between individuals with and without a history of back pain in sitting

(2018) Andrew P. Claus et al.   CLINICAL BIOMECHANICS

Use of baseline pelvic acceleration during running for classifying response to muscle strengthening treatment in patellofemoral pain: A preliminary study

(2018) Ricky Watari et al.   CLINICAL BIOMECHANICS

Using a deep learning network to recognise low back pain in static standing

(2018) Boyi Hu et al.   ERGONOMICS

How are Muscle Synergies Affected by Electromyography Pre-Processing?

(2018) Paulina Kieliba et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Trunk and lower limb coordination during lifting in people with and without chronic low back pain

(2018) A. Pranata et al.   JOURNAL OF BIOMECHANICS

Classifying running speed conditions using a single wearable sensor: Optimal segmentation and feature extraction methods

(2018) Lauren C. Benson et al.   JOURNAL OF BIOMECHANICS

Altered trunk muscle recruitment patterns during lifting in individuals in remission from recurrent low back pain

(2018) Tadanobu Suehiro et al.   JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY

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

Age-related changes in trunk muscle activity and spinal and lower limb kinematics during gait

(2018) Rebecca Crawford et al.   PLoS One

Non-specific chronic low back pain: differences in spinal kinematics in subgroups during functional tasks

(2017) Rebecca Hemming et al.   EUROPEAN SPINE JOURNAL

Muscle Coordination and the Development of Musculoskeletal Disorders

(2017) François Hug et al.   EXERCISE AND SPORT SCIENCES REVIEWS

Local dynamic stability of the spine and its coordinated lower joints during repetitive Lifting: Effects of fatigue and chronic low back pain

(2017) Naser Asgari et al.   HUMAN MOVEMENT SCIENCE

Global, regional, and national incidence, prevalence, and years lived with disability for 328 diseases and injuries for 195 countries, 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016

(2017) Theo Vos et al.   LANCET

A Machine Learning-based Surface Electromyography Topography Evaluation for Prognostic Prediction of Functional Restoration Rehabilitation in Chronic Low Back Pain

(2017) Naifu Jiang et al.   SPINE

Effects of volitional spine stabilization on lifting task in recurrent low back pain population

(2016) Ram Haddas et al.   EUROPEAN SPINE JOURNAL

Altered Multifidus Recruitment During Walking in Young Asymptomatic Individuals With a History of Low Back Pain

(2016) Jo Armour Smith et al.   JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY

Voluntary activation of trunk extensors appears normal in young adults who have recovered from low back pain

(2015) S.Y. Chiou et al.   EUROPEAN 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

Experimental Muscle Pain Impairs the Synergistic Modular Control of Neck Muscles

(2015) Leonardo Gizzi et al.   PLoS One

The effect of lifting during work on low back pain: a health impact assessment based on a meta-analysis

(2014) Pieter Coenen et al.   OCCUPATIONAL AND ENVIRONMENTAL MEDICINE

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

Deterministic accessory spinal movement in functional tasks characterizes individuals with low back pain

(2013) J.L. Dideriksen et al.   CLINICAL NEUROPHYSIOLOGY

The assessment of material handling strategies in dealing with sudden loading: influences of foot placement on trunk biomechanics

(2013) Jie Zhou et al.   ERGONOMICS

Predicting sample size required for classification performance

(2012) Rosa L Figueroa et al.   BMC Medical Informatics and Decision Making

Local dynamic stability of trunk movements during the repetitive lifting of loads

(2011) Ryan B. Graham et al.   HUMAN MOVEMENT SCIENCE

Abdominal muscle activation changes if the purpose is to control pelvis motion or thorax motion

(2011) Francisco J. Vera-Garcia et al.   JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY

Effect of initial horizontal object position on peak L5/S1 moments in manual lifting is dependent on task type and familiarity with alternative lifting strategies

(2010) Gert S. Faber et al.   ERGONOMICS

MVC techniques to normalize trunk muscle EMG in healthy women

(2009) Francisco J. Vera-Garcia et al.   JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY

Definitions of Recurrence of an Episode of Low Back Pain

(2009) Tasha R. Stanton et al.   SPINE