Max Näder Center for Rehabilitation Technologies and Outcomes Research: Publications

A Stroke Specific Neural Network to Estimate Continuous Gait Speed

Lanotte F, Okita S, O'Brien MK, Jayaraman A

IEEE Xplore

Spinal motor evoked responses elicited by transcutaneous spinal cord stimulation in chronic stroke

Veit NC, Yang C, Aalla S, Kishta A, McKenzie K, Roth EJ, Jayaraman A
PloS one

Feasibility of snapshot testing using wearable sensors to detect cardiorespiratory illness

Botonis OK, Mendley J, Aalla S, Veit NC, Fanton M, Lee J, Tripathi V, Pandi V, Khobragade A, Chaudhary S, Chaudhuri A, Narayanan V, Xu S, Jeong H, Rogers JA, Jayaraman A
NPJ digital medicine

Autocorrelation of daily resting heart rate

Carter M, Hua R, O'Brien MK, Benjamin Pitt J, Kwon S, Jayaraman A, Mk Ghomrawi H, Abdullah F
International journal of medical informatics

Automate, Illuminate, Predict: A Universal Framework for Integrating Wearable Sensors in Healthcare

O’Brien MK, Hohl K, Lieber R, Jayaraman A
Digital Biomarkers

Assessing Actigraphy Performance for Daytime Sleep Detection Following Stroke

Wang J, Sindorf J, Chen P, Wu J, Gonzales A, O’Brien MK, Sunderrajan A, Knutson K, Zee P, Wolfe L, Arora V, Jayaraman A
Sleep Advances

Safety & efficacy of a robotic hip exoskeleton on outpatient stroke rehabilitation

Macaluso R, Giffhorn M, Prokup S, Cleland B, Lee J, Lim B, Lee M, Lee HJ, Madhavan S, Jayaraman A
Journal of neuroengineering and rehabilitation

Single-belt vs. split-belt treadmill symmetry training: is there a perfect choice for gait rehabilitation post-stroke?

Yang C, Veit N, McKenzie K, Aalla S, Embry K, Kishta A, Roth E, Jayaraman A
Frontiers in Physiology

Implementation of a unilateral hip flexion exosuit to aid paretic limb advancement during inpatient gait retraining for individuals post-stroke

Chang CK, Lee C, Nuckols RW, Eckert-Erdheim A, Orzel D, Herman M, Traines J, Prokup S, Jayaraman A, Walsh CJ
Journal of neuroengineering and rehabilitation

Combining neuromodulation strategies in spinal cord injury gait rehabilitation

McKenzie K, Veit N, Aalla S, Yang C, Giffhorn M, Lynott A, Buchler K, Kishta A, Barry A, Sandhu M, Moon Y, Rymer WZ, Jayaraman A
Archives of physical medicine and rehabilitation

Combining Neuromodulation Strategies in Spinal Cord Injury Gait Rehabilitation

McKenzie K, Veit N, Aalla S, Yang C, Giffhorn M, Lynott A, Buchler K, Kishta A, Barry A, Sandhu M, Moon Y, Rymer WZ, Jayaraman A
Archives of physical medicine and rehabilitation

Developing a mobile exercise program for individuals with Spinal Cord Injury

Nataletti S, Banerjee A, Macaluso R, Prokup S, Jayaraman A, Wong AWK
Disability and health journal

Wireless wearable sensors can facilitate rapid detection of sleep apnea in hospitalized stroke patients.

Sindorf J, Szabo AL, O'Brien MK, Sunderrajan A, Knutson KL, Zee PC, Wolfe L, Arora VM, Jayaraman A
Sleep

Detecting the symptoms of Parkinson's disease with non-standard video.

Mifsud J, Embry KR, Macaluso R, Lonini L, Cotton RJ, Simuni T, Jayaraman A
Journal of neuroengineering and rehabilitation

1095 Adaptation of SIESTA Protocol for Acute Stroke Rehabilitation

Siddiqui S, Ramos B, Ram K, Billeh L, Sunderrajan A, Sindorf J, Barnes A, Masangkay A, Martinez M, Morris L, Prabhakaran S, O’Brien MK, Prokup S, Jayaraman A, Arora V
Sleep

1015 Evaluation of Actigraphy Sensors: Detecting Daytime Sleep After Stroke in an Inpatient Rehabilitation Hospital

Wang J, Sindorf J, Chen P, Wu J, Gonzales A, Mattison M, Nguyen A, O’Brien MK, Sunderrajan A, Knutson K, Zee P, Wolfe L, Fiala L, Arora V, Jayaraman A
Sleep

Validity and reliability study of a novel surface electromyography sensor using a well-consolidated electromyography system in individuals with cervical spinal cord injury

Jayaraman C, Mummidisetty CK, Jayaraman A, Pfleeger K, Jacobson M, Ceruolo M, Sen-Gupta E, Caccese J, Chen D
Spinal cord

Noninvasive spinal stimulation improves walking in chronic stroke survivors: a proof-of-concept case series

Moon Y, Yang C, Veit NC, McKenzie KA, Kim J, Aalla S, Yingling L, Buchler K, Hunt J, Jenz S, Shin SY, Kishta A, Edgerton VR, Gerasimenko YP, Roth EJ, Lieber RL, Jayaraman A
Biomedical engineering online

Efficacy and safety of using auditory-motor entrainment to improve walking after stroke: a multi-site randomized controlled trial of InTandemTM

Awad LN, Jayaraman A, Nolan KJ, Lewek MD, Bonato P, Newman M, Putrino D, Raghavan P, Pohlig RT, Harris BA, Parker DA, Taylor SR
Nature Communications

Early Prediction of Poststroke Rehabilitation Outcomes Using Wearable Sensors.

O'Brien MK, Lanotte F, Khazanchi R, Shin SY, Lieber RL, Ghaffari R, Rogers JA, Jayaraman A
Physical therapy

Early Prediction of Poststroke Rehabilitation Outcomes Using Wearable Sensors

O'Brien MK, Lanotte F, Khazanchi R, Shin SY, Lieber RL, Ghaffari R, Rogers JA, Jayaraman A
Physical therapy

AI in Rehabilitation Medicine: Opportunities and Challenges

Lanotte F, O'Brien MK, Jayaraman A
Annals of rehabilitation medicine

A Research Protocol to Study the Priming Effects of Breathing Low Oxygen on Enhancing Training-Related Gains in Walking Function for Persons With Spinal Cord Injury: The BO2ST Trial

Muter WM, Mansson L, Tuthill C, Aalla S, Barth S, Evans E, McKenzie K, Prokup S, Yang C, Sandhu M, Rymer WZ, Edgerton VR, Gad R, Mitchell GS, Wu SS, Shan G, Jayaraman A, Trumbower RD
Neurotrama Reports

Validation of proprietary and novel step-counting algorithms for individuals ambulating with a lower limb prosthesis

Rigot SK, Maronati R, Letternberger A, O'Brien MK, Alamdari K, Hoppe-Ludwig S, McGuire M, Looft JM, Wacek A, Cave II J, Sauerbrey M, Jayaraman A
Archives of physical medicine and rehabilitation

Understanding corticomotor mechanisms for activation of non-target muscles during unilateral isometric contractions of leg muscles after stroke

Cleland BT, Giffhorn M, Jayaraman A, Madhavan S
The International journal of neuroscience

Protocol for a randomized controlled trial to evaluate a year-long (NICU-to-home) evidence-based, high dose physical therapy intervention in infants at risk of neuromotor delay

Deng W, Anastasopoulos S, deRegnier RA, Pouppirt N, Barlow AK, Patrick C, O'Brien MK, Babula S, Sukal-Moulton T, Peyton C, Morgan C, Rogers JA, Lieber RL, Jayaraman A
PloS one

Applying machine learning to consumer wearable data for the early detection of complications after pediatric appendectomy

Ghomrawi HMK, O'Brien MK, Carter M, Macaluso R, Khazanchi R, Fanton M, DeBoer C, Linton SC, Zeineddin S, Pitt JB, Bouchard M, Figueroa A, Kwon S, Holl JL, Jayaraman A, Abdullah F
NPJ digital medicine

Validity and reliability of a commercial wearable sensor system for measuring spatiotemporal gait parameters in a post-stroke population: the effects of walking speed and asymmetry

Lanotte F, Shin SY, O'Brien MK, Jayaraman A
Physiological measurement

Evaluating the Usability and Equivalence of Electronic Patient-Reported Outcome Measures for Individuals with a Lower-Limb Amputation

Maronati R, Rigot SK, Mummidisetty CK, Jayaraman C, Hoppe-Ludwig S, Jayaraman A
Journal of Prosthetics and Orthotics

Effect of using of a lower-extremity exoskeleton on disability of people with multiple sclerosis

McGibbon C, Sexton A, Gryfe P, Dutta T, Jayaraman A, Deems-Dluhy S, Novak A, Fabara E, Adans-Dester C, Bonato P
Disability and rehabilitation. Assistive technology

Developing better digital health measures of Parkinson's disease using free living data and a crowdsourced data analysis challenge

Sieberts SK, Borzymowski H, Guan Y, Huang Y, Matzner A, Page A, Bar-Gad I, Beaulieu-Jones B, El-Hanani Y, Goschenhofer J, Javidnia M, Keller MS, Li YC, Saqib M, Smith G, Stanescu A, Venuto CS, Zielinski R, BEAT-PD DREAM Challenge Consortium, Jayaraman A, Evers LJW, Foschini L, Mariakakis A, Pandey G, Shawen N, Synder P, Omberg L
PLOS digital health

Rehabilitation Therapy Doses Are Low After Stroke and Predicted by Clinical Factors

Young BM, Holman EA, Cramer SC, STRONG Study Investigators
Stroke

Effect of Transcranial Direct Current Stimulation versus Virtual Reality on Gait for Children with Bilateral Spastic Cerebral Palsy: A Randomized Clinical Trial

Radwan A, Eltalawy HA, Abdelziem FH, Macaluso R, O'Brien MK, Jayaraman A
Children

Cost-effectiveness analysis of overground robotic training versus conventional locomotor training in people with spinal cord injury

Pinto D, Heinemann AW, Chang SH, Charlifue S, Field-Fote EC, Furbish CL, Jayaraman A, Tefertiller C, Taylor HB, French DD
Journal of neuroengineering and rehabilitation

Modular hip exoskeleton improves walking function and reduces sedentary time in community-dwelling older adults

Jayaraman C, Embry KR, Mummidisetty CK, Moon Y, Giffhorn M, Prokup S, Lim B, Lee J, Lee Y, Lee M, Jayaraman A
Journal of Neuroengineering and Rehabilitation

A framework for clinical utilization of robotic exoskeletons in rehabilitation

Hohl K, Giffhorn M, Jackson S, Jayaraman A
Journal of Neuroengineering and Rehabilitation

Autoencoder Composite Scoring to Evaluate Prosthetic Performance in Individuals with Lower Limb Amputation

Tabashum T, Xiao T, Jayaraman C, Mummidisetty CK, Jayaraman A, Albert MV
Bioengineering

Muscle adaptations in acute SCI following overground exoskeleton + FES training: A pilot study

Hohl K, Smith AC, Macaluso R, Giffhorn M, Prokup S, O'Dell DR, Kleinschmidt L, Elliott JM, Jayaraman A
Frontiers in Rehabilitation Sciences

Wearable Sensors Improve Prediction of Post-Stroke Walking Function Following Inpatient Rehabilitation.

O'Brien MK, Shin SY, Khazanchi R, Fanton M, Lieber RL, Ghaffari R, Rogers JA, Jayaraman A
IEEE journal of translational engineering in health and medicine

Validation of Amazon Halo Movement: a smartphone camera-based assessment of movement health

Fanton M, Harari Y, Giffhorn M, Lynott A, Alshan E, Mendley J, Czerwiec M, Macaluso R, Ideses I, Oks E, Jayaraman A
npj Digital Medicine

Sleep Monitoring during Acute Stroke Rehabilitation: Toward Automated Measurement Using Multimodal Wireless Sensors

Chen P-W, O’Brien MK, Horin AP, McGee Koch LL, Lee JY, Xu S, Zee PC, Arora VM, Jayaraman A
Sensors

Functional Performance Outcomes of a Powered Knee-Ankle Prosthesis in Service Members With Unilateral Transfemoral Limb Loss

Knight AD, Jayaraman C, Elrod JM, Schnall BL, McGuire MS, Sleeman TJ, Hoppe-Ludwig S, Dearth CL, Hendershot BD, Jayaraman A
Military medicine

Wearable airbag technology and machine learned models to mitigate falls after stroke

Botonis OK, Harari Y, Embry KR, Mummidisetty CK, Riopelle D, Giffhorn M, Albert MV, Heike V, Jayaraman A
Journal of Neuroengineering and Rehabilitation

Soft Robotic Exosuit Augmented High Intensity Gait Training on Stroke Survivors: a Pilot Study

Shin SY, Hohl K, Giffhorn M, Awad LN, Walsh CJ, Jayaraman A
Journal of Neuroengineering and Rehabilitation

Predicting Duration of Outpatient Physical Therapy Episodes for Individuals with Spinal Cord Injury Based on Locomotor Training Strategy

Garnier-Villarreal M, Pinto D, Mummidisetty CK, Jayaraman A, Tefertiller C, Charlifue S, Taylor HB, Chang SH, McCombs N, Furbish CL, Field-Fote EC, Heinemann AW
Archives of physical medicine and rehabilitation

Combining Neuromodulation Strategies to Improve Locomotor Function in SCI: A Proof of Concept Case Study

K McKenzie, J Kim, N Veit, A Lynott, J Hunt, Y Moon, A Barry, M Sandhu, W Rymer, A Jayaraman
Archives of Physical Medicine and Rehabilitation

Walking Improvement in Chronic Incomplete Spinal Cord Injury with Exoskeleton Robotic Training (WISE): a Randomized Controlled Trial

Edwards DJ, Forrest G, Cortes M, Weightman MM, Sadowsky C, Chang SH, Furman K, Bialek A, Prokup S, Carlow J, VanHiel L, Kemp L, Musick D, Campo M, Jayaraman A
Spinal Cord

Starting at Birth: An Integrative, State-of-the-Science Framework for Optimizing Infant Neuromotor Health

Peyton C, Moulton TS, Carroll AJ, Anderson E, Brozek A, Davis MM, Horowitz J, Jayaraman A, O'Brien M, Patrick C, Pouppirt N, Villamar J, Xu S, Lieber RL, Wakschlag LS, Krogh-Jespersen S
Frontiers in Pediatrics

Video-Based Pose Estimation for Gait Analysis in Stroke Survivors during Clinical Assessments: A Proof-of-Concept Study

Lonini L, Moon Y, Embry K, Cotton RJ, McKenzie K, Jenz S, Jayaraman A
Digital Biomarkers

Miniaturized Wireless, Skin-Integrated Sensor Networks for Quantifying Full-Body Movement Behaviors and Vital Signs in Infants

Jeong H, Kwak SS, Sohn S, Lee JY, Lee YJ, O'Brien MK, Park Y, Avila R, Kim JT, Yoo JY, Irie M, Jang H, Ouyang W, Shawen N, Kang YJ, Kim SS, Tzavelis A, Lee KH, Andersen RA, Huang Y, Jayaraman A, Davis MM, Shanley R, Wakschlag LS, Krogh-Jespersen S, Xu S, Ryan SW, Lieber RL, Rogers JA

Developing better digital health measures of Parkinson’s disease using free living data and a crowdsourced data analysis challenge

Sieberts SK, Borzymowski H, Guan Y, Huang Y, Matzner A, Page A, Bar-Gad I, Beaulieu-Jones B, El-Hanani Y, Goschenhofer J, Javidnia M, Keller MS, Li Y, Venuto CS, Saqib M, Smith G, Stanescu A, Zielinski R, BEAT-PD DREAM Challence Consortium, Jayaraman A, Evers LJW, Foschini L, Mariakakis A, Pandey G, Shawen N, Synder P, Omberg L

Predicting Duration of Outpatient Physical Therapy Episodes for Individuals with Spinal Cord Injury Based on Locomotor Training Strategy

Garnier-Villarreal M, Pinto D, Mummidisetty CK, Jayaraman A, Tefertiller C, Susan C, Taylor HB, Chang SH, McCombs N, Furbish CL, Field-Fote EC, Heinemann AW

Usability, Functionality, and Efficacy of a Custom Myoelectric Elbow-Wrist-Hand Orthosis to Assist Elbow Function in Individuals with Stroke

Hoppe-Ludwig S, Armitage J, Turner KL, O'Brien MK, Mummidisetty CK, Koch LM, Kocherginsky M, Jayaraman A
Journal of rehabilitation and assistive technologies engineering

A Smartphone-Based Online System for Fall Detection with Alert Notifications and Contextual Information of Real-Life Falls

Harari Y, Shawen N, Mummidisetty CK, Albert MV, Kording KP, Jayaraman A
Journal of neuroengineering and rehabilitation

Telerehabilitation in Neurorehabilitation: Has it Passed the COVID Test?

Brennan K, Curran J, Barlow A, Jayaraman A
Expert Review of Neurotherapeutics

Combining Accelerometer and GPS Features to Evaluate Community Mobility in Knee Ankle Foot Orthoses (KAFO) Users

Lonini L, Shawen N, Hoppe-Ludwig S, Deems-Dluhy S, Mummidisetty CK, Eisenberg Y, Jayaraman A
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society

Utilization of Robotic Exoskeleton for Overground Walking in Acute and Chronic Stroke

Nolan KJ, Karunakaran KK, Roberts P, Tefertiller C, Walter AM, Zhang J, Leslie D, Jayaraman A, Francisco GE

A Novel Technique to Reject Artifact Components for Surface EMG Signals Recorded During Walking With Transcutaneous Spinal Cord Stimulation: A Pilot Study

Kim M, Moon Y, Junt J, McKenzie KA, Horin A, McGuire M, Kim K, Hargrove LJ, Jayaraman A

Using a Microprocessor Knee (C-Leg) with Appropriate Foot Transitioned Individuals with Dysvascular Transfemoral Amputations to Higher Performance Levels: A Longitudinal Randomized Clinical Trial

Jayaraman C, Mummidisetty CK, Albert MV, Lipschutz R, Hoppe-Ludwig S, Mathur G, Jayaraman A
Journal of neuroengineering and rehabilitation

Differential Cardiopulmonary Monitoring System for Artifact-Canceled Physiological Tracking of Athletes, Workers, and COVID-19 Patients

Jeong H, Lee JY, Lee KH, Kang YJ, Kim JT, Avila R, Tzavelis A, Kim J, Ryu H, Kwak SS, Kim JU, Banks A, Jang H, Chang JK, Li S, Mummidisetty CK, Park Y, Nappi S, Chun KS, Lee YJ, Kwon K, Ni X, Chung HU, Luan H, Kim JH, Wu C, Xu S, Banks A, Jayaraman A, Huang Y, Rogers JA

Automated, Multiparametric Monitoring of Respiratory Biomarkers and Vital Signs in Clinical and Home Settings for COVID-19 Patients

Ni X, Ouyang W, Jeong H, Kim JT, Tzaveils A, Mirzazadeh A, Wu C, Lee JY, Keller M, Mummidisetty CK, Patel M, Shawen N, Huang J, Chen H, Ravi S, Chang JK, Lee K, Wu Y, Lie F, Kang YJ, Kim JU, Chamorro LP, Banks AR, Bharat A, Jayaraman A, Xu S, Rogers JA
Proceedings of the National Academy of Sciences of the United States of America

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

Shin SY, Kim Y, Jayaraman A, Park HS
Journal of neuroengineering and rehabilitation

Characterization of Motor-Evoked Responses Obtained with Transcutaneous Electrical Spinal Stimulation from the Lower-Limb Muscles after Stroke

Moon Y, Zuleger T, Lamberti M, Bansal A, Mummidisetty CK, McKenzie KA, Yingling L, Madhavan S, Roth EJ, Lieber RL, Jayaraman A.

Rapid Screening of Physiological Changes Associated with COVID-19 Using Soft-Wearables and Structured Activities: A Pilot Study

Lonini L, Shawen N, Botonis O, Fanton M, Jayaraman C, Mummidisetty C.K, Shin S.Y, Rushin C, Jenz S, Xu S, Rogers J.A, Jayaraman A.

Ergonomic Assessment of Low Back Loading Pattern During Occupational Lifting Task in a Lower Limb Amputee: Minimizing Injury Risk

Jayaraman C, Mummidisetty CK, Hoppe-Ludwig S, McGuire M, Jayaraman A
Proceedings of the Human Factors and Ergonomics Society Annual Meeting

Did Major Research in the Last Decade Change Practice? Locomotor Training, Gadgets, Intensity, or Everything Works!

Hohl K, Jayaraman A, Eckels-Lang C, Harkema SJ

Clinician Perceptions of Robotic Exoskeletons for Locomotor Training

Ehrlich-Jones L, Crown DS, Kinnett-Hopkins D, Field-Fote E, Furbish C, Mummidisetty CK, Bond RA, Forrest G, Jayaraman AJ,
Heinemann AW
Archives of Physical Medicine and Rehabilitation

Evaluation of a Lower-Extremity Robotic Exoskeleton for People with Knee Osteoarthritis

McGibbon C, Sexton A, Jayaraman A, Deems-Dulhy S, Fabara E, Adans-Dester, Bonato P.

Effect of Using of a Lower-Extremity Exoskeleton on Disability of People with Multiple Sclerosis

McGibbon C, Sexton A, Gryfe P, Dutta T, Jayaraman A, Deems-Dluhy S, Novak A, Fabara E, Adans-Dester C, Bonato P
Disability and Rehabilitation: Assistive Technology

Users with spinal cord injury experience of robotic Locomotor exoskeletons: a qualitative study of the benefits, limitations, and recommendations.

Kinnett-Hopkins D, Mummidisetty CK, Ehrlich-Jones L, Crown D, Bond RA, Applebaum MH, Jayaraman A, Furbish C, Forrest G, Field-Fote E, Heinemann AW
Journal of neuroengineering and rehabilitation

Microprocessor Controlled Knee Ankle Foot Orthosis (KAFO) vs. Stance Control vs. Locked KAFO: A Randomized Control Trial

Deems-Dulhy S, Hoppe-Ludwig S, Mummidisetty CK, Semik P, Heinemann A, Jayaraman A.

Controller synthesis and clinical exploration of wearable gyroscopic actuators to support human balance.

Lemus D, Berry A, Jabeen S, Jayaraman C, Hohl K, van der Helm FCT, Jayaraman A, Vallery H
Scientific reports

The ReWalk ReStore™ soft robotic exosuit: a multi-site clinical trial of the safety, reliability, and feasibility of exosuit-augmented post-stroke gait rehabilitation

Awad LN, Esquenazi A, Francisco GE, Nolan KJ & Jayaraman A.

The impact of a yoga-based physical therapy group for individuals with traumatic brain injury: results from a pilot study

Krese K, Ingraham B, O'Brien MO, Mummidisetty CK, McNulty M, Srdanovic, Kocherginsky M, Ripley D.

Inpatient Stroke Rehabilitation: Prediction of Clinical Outcomes Using a Machine-Learning Approach

Harari Y, O'Brien MK , Lieber RL, Jayaraman A.

Mild to Moderate Sleep Apnea is Linked to Hypoxia-induced Motor Recovery After Spinal Cord Injury.

Vivodtzev I, Tan AQ, Hermann M, Jayaraman A, Stahl V, Rymer WZ, Mitchell GS, Hayes HB, Trumbower RD
American journal of respiratory and critical care medicine

Role of data measurement characteristics in the accurate detection of Parkinson’s disease symptoms using wearable sensors

Shawen N, O’Brien MK, Venkatesan S, Lonini L , Simuni T, Hamilton JL, Ghaffari R, Rogers JA, Jayaraman A.

Appraisals of robotic locomotor exoskeletons for gait: focus group insights from potential users with spinal cord injuries

Heinemann AW, Kinnet-Hopkins D, Mummidisetty CK, Bond RA, Ehrlich-Jones L, Furbish C, Field-Fote E, Jayaraman A.

Budget Impact Analysis of Robotic Exoskeleton Use for Locomotor Training Following Spinal Cord Injury in Four SCI Model Systems

Pinto D, Garnier M, Barbas J, Chang SH, Charlifue S, Field-Fote E, Furbish C, Tefertiller C, Mummidisetty CK, Taylor H, Jayaraman A, Heinemann AW
Journal of neuroengineering and rehabilitation

Current Evidence for Use of Robotic Exoskeletons in Rehabilitation.

Jayaraman A, Marinov B, Singh Y, Burt S, & Rymer WZ.

Automating Sleep Stage Classification Using Wireless, Wearable Sensors

BOE AJ, MCGEE KOCH LL, O'BRIEN MK, SHAWEN N, ROGERS JA, LIEBER RL, REID KJ, ZEE PC, JAYARAMAN A
NPJ digital medicine

Augmenting Clinical Outcome Measures of Gait and Balance with a Single Inertial Sensor in Age-Ranged Healthy Adults

O'BRIEN MK, HIDALGO-ARAYA MD, MUMMIDISETTY CK, VALLERY H, GHAFFARI R, ROGERS JA, LIEBER RL, JAYARAMAN A
Sensors (Basel, Switzerland)

Prednisolone Pretreatment Enhances Intermittent Hypoxia-Induced Plasticity in Persons With Chronic Incomplete Spinal Cord Injury.

Sandhu MS, Gray E, Kocherginsky M, Jayaraman A, Mitchell GS, Rymer WZ
Neurorehabilitation and Neural Repair

Immediate Adaptations to Post-Stroke Walking Performance Using a Wearable Robotic Exoskeleton.

Jayaraman A, O'Brien MK, Madhavan S, Oikawa K, Endo Y, Kantak S, Stinear J, Hornby TG, Rymer WZ
Archives of Physical Medicine and Rehabilitation

Skin sensors are the future of health care

Xu S, Jayaraman A, Rogers J.A.

Automatic Scoring of Parkinson’s Disease Motor Symptoms Using a Smartwatch

Shawen N, Knott J, Lee J, Simuni T, Daeschler D, Jayaraman A

Stride management assist exoskeleton vs functional gait training in stroke: A randomized trial.

Jayaraman A, O'Brien MK, Madhavan S, Mummidisetty CK, Roth HR, Hohl K, Tapp A, Brennan K, Kocherginsky M, Williams KJ, Takahashi H, Rymer WZ
Neurology

Evaluation of the Keeogo exoskeleton for assisting ambulatory activities in people with multiple sclerosis: an open-label, randomized, cross-over trial.

McGibbon CA, Sexton A, Jayaraman A, Deems-Dluhy S, Gryfe P, Novak A, Dutta T, Fabara E, Adans-Dester C, Bonato P
Journal of neuroengineering and rehabilitation

Wearable sensors for Parkinson’s disease: which data are worth collecting for training symptom detection models

Lonini L, Dai A, Shawen N, Simuni T, Poon C, Shimanovich L, Daeschler M, Ghaffari R, Rogers JA & Jayaraman A

Postural and metabolic benefits of using a forearm support walker in older adults with impairments

Jayaraman C, Mummidisetty CK, Loesch A, Kaur S ,Hoppe-Ludwig S, Staat M , Jayaraman A.

Association of sleep with neurobehavioral impairments during inpatient rehabilitation after traumatic brain injury.

Maneyapanda MB, Stork R, Ingraham B, Lonini L, Jayaraman A, Shawen N, Ripley D
NeuroRehabilitation

Mobility in persons with lower extremity amputations and influencing factors: Using the International Classification of Functioning, Disability and Health to quantify expert views

Radhakrishnan S, Kohler F, Gutenbrunner C, Jayaraman A, Pieber K, Li J, Schiappacasse C
Prosthetics & Orthotics International

Experience of Robotic Exoskeleton Use at Four Spinal Cord Injury Model Systems Centers

Heinemann AW, Jayaraman A, Mummidisetty CK, Spraggins J, Pinto D, Charlifue S, Tefertiller C, Taylor HB, Chang SH, Stampas A, Furbish CL, Field-Fote EC.

Activity Recognition for Incomplete Spinal Cord Injury Subjects using Hidden Markov Models

Sok P, Xiao T, Azeze Y, Jayaraman A, Alber MV.

Detecting Label Errors in Crowd-Sourced Smartphone Sensor Data

Bo X , Poellabauer C , O’Brien MK, Mummidisetty CK, Jayaraman A.

Intraoperative monitoring of neuromuscular function with soft, skin-mounted wireless devices

Liu Y, Tian L, Raj MS, Cotton M, Ma Y, Ma S, McGrane B, Pendharkar AV, Dahaleh N, Olson L, Luan H, Block O, Suleski B, Zhou Y, Jayaraman C, Koski T, Aranyosi AJ, Wright JA, Jayaraman A, Huang Y, Ghaffari R, Kliot M and Rogers JA

Variables influencing wearable sensor outcome estimates in individuals with stroke and incomplete spinal cord injury: a pilot investigation validating two research grade sensors.

Jayaraman C, Mummidisetty CK, Mannix-Slobig A, McGee Koch L, Jayaraman A
Journal of neuroengineering and rehabilitation

Impact of Powered Knee and -Ankle on Low Back Muscle Mechanics in Transfemoral Amputees: A Case Series

Jayaraman C, Hoppe-Ludwig S, Deems-Dluhy S, Mummidisetty CK, McGuire M, Siegal R, Naef A, Lawson B, Goldfarb M, Gordon KE and Jayaraman A.

Initial Outcomes from a Multicenter Study Utilizing the Indego Powered Exoskeleton in Spinal Cord Injury.

Tefertiller C, Hays K, Jones J, Jayaraman A, Hartigan C, Bushnik T, Forrest GF
Topics in spinal cord injury rehabilitation

Fall Detection in Individuals With Lower Limb Amputations Using Mobile Phones: Machine Learning Enhances Robustness for Real-World Applications

Shawen N, Lonini L, Mummidisetty C.K, Shparii I , Albert M.V, Kording K , Jayaraman A.

Evaluation of Sensing and Processing Parameters for Human Action Recognition

Bo X, Huebner A, Poellabauer C, O'Brien MK, Mummidisetty CK, Jayaraman A.

Automatic detection of spasticity from flexible wearable sensors.

L Lonini, N Shawen, R Ghaffari, J Rogers, A Jayaraman.

Quantifying community mobility after stroke using mobile phone technology

O'Brien MK, Mummidisetty CK, Bo X, Poellabauer C, Jayaraman A.

Quantifying community mobility after stroke using mobile phone technology

Megan K. O'Brien, Chaithanya K. Mummidisetty, Xiao Bo, Arun Jayaraman

Activity Recognition in Individuals Walking With Assistive Devices: The Benefits of Device-Specific Models

Lonini L, Gupta A, Deems-Dluhy, Hoppe-Ludwig S, Kording K, Jayaraman A

Use of Lower-Limb Robotics to Enhance Practice and Participation in Individuals With Neurological Conditions.

Jayaraman A, Burt S, Rymer WZ.

Mobile Phones to track activities of Stroke Patients

O'Brien MK, Shawen N, Mummidisetty CK, Kaur S, Bo X, Poellabauer C, Kording K, Jayaraman A.

Using and understanding cross-validation strategies. Perspectives on Saeb et al.

Little MA, Varoquaux G, Saeb S, Lonini L, Jayaraman A, Mohr DC, Kording KP
GigaScience

Sensor Fusion to Infer Locations of Standing and Reaching Within the Home in Incomplete Spinal Cord Injury.

Lonini L, Reissman T, Ochoa JM, Mummidisetty CK, Kording K, Jayaraman A
American journal of physical medicine & rehabilitation

The need to approximate the use-case in clinical machine learning.

Saeb S, Lonini L, Jayaraman A, Mohr DC, Kording KP
GigaScience

In-lab versus at-home activity recognition in ambulatory subjects with incomplete spinal cord injury

Albert MV, Azeze Y, Courtois M, Jayaraman A
Journal of neuroengineering and rehabilitation

Physical Activity Estimation using Wearable sensors

Chandrasekaran Jayaraman, Chaithanya K. Mummidisetty, Arun Jayaraman

Activity recognition in individuals with lower limb impairments

Luca Lonini, Aakash Gupta, Konrad Kording, Arun Jayaraman

Functionality and Usability of New Generation Wheelchair Anti-Rollback Devices.

Deems-Dluhy SL, Jayaraman C, Green S, Albert MV, Jayaraman A
PM&R

Powered Exoskeletons for walking assistance

Alberto Esquenazi, Mukul Talaty, Arun Jayaraman

The use of the International Classification of Functioning, Disability and Health to classify the factors influencing mobility reported by persons with an amputation: An international study

Radhakrishnan S, Kohler F, Gutenbrunner C, Jayaraman A, Li J, Pieber K, Schiappacasse C

Voodoo Machine Learning for Clinical Predictions

Sohrab Saeb, Luca Lonini, Arun Jayaraman,David C. Mohr and Konrad P. Kording

Accelerometry-enabled measurement of walking performance with a robotic exoskeleton: a pilot study.

Lonini L, Shawen N, Scanlan K, Rymer WZ, Kording KP, Jayaraman A
Journal of neuroengineering and rehabilitation

Long-Term Follow-up to a Randomized Controlled Trial Comparing Peroneal Nerve Functional Electrical Stimulation to an Ankle Foot Orthosis for Patients With Chronic Stroke

Bethoux F, Rogers HL, Nolan KJ, Abrams GM, Annaswamy T, Brandstater M, Browne B, Burnfield JM, Feng W, Freed MJ, Geis C, Greenberg J, Gudesblatt M, Ikramuddin F, Jayaraman A, Kautz SA, Lutsep HL, Madhavan S, Meilahn J, Pease WS, Rao N, Seetharama S, Sethi P, Turk MA, Wallis RA, Kufta C
Neurorehabilitation and Neural Repair

Effects of a Wearable Exoskeleton Stride Management Assist System (SMA®) on Spatiotemporal Gait Characteristics in Individuals after Stroke: A Randomized Controlled Trial

Buesing C, Fisch G, O'Donnell M, Shahidi I, Thomas L, Mummidisetty CK, Williams KJ, Takahashi H, Rymer WZ, Jayaraman A
Journal of neuroengineering and rehabilitation

Monitoring daily function in persons with transfemoral amputations using a commercial activity monitor: a feasibility study

Albert MV, Deeny S, McCarthy C, Valentin J, Jayaraman A
PM&R

A simple ERP method for quantitative analysis of cognitive workload in myoelectric prosthesis control and human-machine interaction

Deeny S, Chicoine C, Hargrove L, Parrish T, Jayaraman A
PloS one

The effects of peroneal nerve functional electrical stimulation versus ankle-foot orthosis in patients with chronic stroke: a randomized controlled trial

Bethoux F, Rogers HL, Nolan KJ, Abrams GM, Annaswamy TM, Brandstater M, Browne B, Burnfield JM, Feng W, Freed MJ, Geis C, Greenberg J, Gudesblatt M, Ikramuddin F, Jayaraman A, Kautz SA, Lutsep HL, Madhavan S, Meilahn J, Pease WS, Rao N, Seetharama S, Sethi P, Turk MA, Wallis RA, Kufta C
Neurorehabilitation and Neural Repair

In vivo (31)P NMR spectroscopy assessment of skeletal muscle bioenergetics after spinal cord contusion in rats

Shah PK, Ye F, Liu M, Jayaraman A, Baligand C, Walter G, Vandenborne K
European journal of applied physiology

Global position sensing and step activity as outcome measures of community mobility and social interaction for an individual with a transfemoral amputation due to dysvascular disease

Jayaraman A, Deeny S, Eisenberg Y, Mathur G, Kuiken T
Physical Therapy

Daily intermittent hypoxia enhances walking after chronic spinal cord injury: a randomized trial

Hayes HB, Jayaraman A, Herrmann M, Mitchell GS, Rymer WZ, Trumbower RD
Neurology

Short-term maximal-intensity resistance training increases volitional function and strength in chronic incomplete spinal cord injury: a pilot study

Jayaraman A, Thompson CK, Rymer WZ, Hornby TG
Journal of Neurologic Physical Therapy

Monitoring functional capability of individuals with lower limb amputations using mobile phones

Albert MV, McCarthy C, Valentin J, Herrmann M, Kording K, Jayaraman A
PloS one

Regenerative responses in slow- and fast-twitch muscles following moderate contusion spinal cord injury and locomotor training

Jayaraman A, Liu M, Ye F, Walter GA, Vandenborne K
European Journal of Applied Physiology

Exposure to acute intermittent hypoxia augments somatic motor function in humans with incomplete spinal cord injury

Trumbower RD, Jayaraman A, Mitchell GS, Rymer WZ
Neurorehabilitation and Neural Repair

Fall classification by machine learning using mobile phones

Albert MV, Kording K, Herrmann M, Jayaraman A
PloS one

Corticospinal tract integrity correlates with knee extensor weakness in chronic stroke survivors

Madhavan S, Krishnan C, Jayaraman A, Rymer WZ, Stinear JW
Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology

Central excitability contributes to supramaximal volitional contractions in human incomplete spinal cord injury

Thompson CK, Lewek MD, Jayaraman A, Hornby TG
The Journal of physiology

Methods to quantify pharmacologically induced alterations in motor function in human incomplete SCI

Thompson CK, Jayaraman A, Kinnaird C, Hornby TG
Journal of visualized experiments : JoVE

Impact of treadmill locomotor training on skeletal muscle IGF1 and myogenic regulatory factors in spinal cord injured rats

Liu M, Stevens-Lapsley JE, Jayaraman A, Ye F, Conover C, Walter GA, Bose P, Thompson FJ, Borst SE, Vandenborne K
European Journal of Applied Physiology

Impact of treadmill locomotor training on skeletal muscle IGF1 and myogenic regulatory factors in spinal cord injured rats

Liu M, Stevens-Lapsley JE, Jayaraman A, Ye F, Conover C, Walter GA, Bose P, Thompson FJ, Borst SE, Vandenborne K
European Journal of Applied Physiology

Non-invasive assessment of lower extremity muscle composition after incomplete spinal cord injury

Shah PK, Gregory CM, Stevens JE, Pathare NC, Jayaraman A, Behrman AL, Walter GA, Vandenborne K
Spinal Cord

Locomotor training and muscle function after incomplete spinal cord injury: case series

Jayaraman A, Shah P, Gregory C, Bowden M, Stevens J, Bishop M, Walter G, Behrman A, Vandenborne K

Resistance training and locomotor recovery after incomplete spinal cord injury: a case series

Gregory CM, Bowden MG, Jayaraman A, Shah P, Behrman A, Kautz SA, Vandenborne K

Skeletal muscle adaptations following incomplete spinal cord injury and locomotor training

Jayaraman, A; Greogry, C.; Liu, M.; Shah, P.; Stevens, J.; Behrman, A.; Walter, G.; Vandenborne, K.

Deficit in human muscle strength with cast immobilization: contribution of inorganic phosphate

Pathare NC, Stevens JE, Walter GA, Shah P, Jayaraman A, Tillman SM, Scarborough MT, Parker Gibbs C, Vandenborne K

Relative contributions of muscle activation and muscle size to plantarflexor torque during rehabilitation after immobilization

Stevens JE, Pathare NC, Tillman SM, Scarborough MT, Gibbs CP, Shah P, Jayaraman A, Walter GA, Vandenborne K

Lower-extremity muscle cross-sectional area after incomplete spinal cord injury

Shah PK, Stevens JE, Gregory CM, Pathare NC, Jayaraman A, Bickel SC, Bowden M, Behrman AL, Walter GA, Dudley GA, Vandenborne K

Lower extremity skeletal muscle function in persons with incomplete spinal cord injury

A Jayaraman, CM Gregory, M Bowden, JE Stevens, P Shah, AL Behrman, K Vandenborne

Relationship Between Changes In Muscle Size Following 12 Weeks Of Nmes Induced Resistance Training Using Mri and Fiber Specific Analyses In Persons With Complete Spinal Cord Injury

A Jayaraman, K Vandenborne, EM Mahoney, GA Dudley, CM Gregory, SC Bickel

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