Medicine and Health Sciences Commons^™

Short-Term Benefits From Manual Therapy As An Adjunct Treatment For Persistent Postural-Perceptual Dizziness Symptoms: A Preliminary Prospective Case Series, Brent A. Harper, Larry Steinbeck

Physical Therapy Faculty Articles and Research

Persistent dizziness and balance deficits are common, often with unknown etiology. Persistent Postural-Perceptual Dizziness (3PD) is a relatively new diagnosis with symptoms that may include dizziness, unsteadiness, or non-vertiginous dizziness and be persistent the majority of time over a minimum of 90 days. The purpose of this case series was to investigate short-term outcomes of reducing dizziness symptoms using a manual therapy intervention focused on restoring mobility in the fascia using a pragmatically applied biomechanical approach, the Fascial Manipulation^® method (FM^®), in patients with 3PD. The preliminary prospective case series consisted of twelve (n = 12) patients …

Assessing Brain Processing Deficits Using Neuropsychological And Vision-Specific Tests For Concussion, Brent A. Harper, Rahul Soangra

Physical Therapy Faculty Articles and Research

Introduction: Since verbal memory and visual processing transpire within analogous cerebral regions, this study assessed (i) if a visual function can predict verbal memory performance. It also hypothesized whether neurocognitive (e.g., ImPACT) tests focusing on the Visual Memory and Cognitive Efficacy Index will predict Verbal Memory scores and (ii) if vision metrics and age can identify individuals with a history of concussion. Finally, it also hypothesized that King–Devick and near point of convergence scores alongside age considerations will identify candidates with a prior reported history of concussion. Materials and methods: This observational cohort assessed 25 collegiate ice hockey players prior …

The Feigned Annoyance And Frustration Test To Activate The Sympathoadrenal Medullary System, Ted W. Gehrig Iii, Lee S. Berk, Robert I. Dudley, Jo A. Smith, Lida Gharibvand, Everett B. Lohman Iii

Physical Therapy Faculty Articles and Research

When perceived as threatening, social interactions have been shown to trigger the sympathoadrenal medullary system as well as the hypothalamic-pituitary-adrenal axis resulting in a physiologic stress response. The allostatic load placed on human health and physiology in the context of acute and chronic stress can have profound health consequences. The purpose of this study was to develop a protocol for a lab-based stress stimulus using social-evaluative threat. While several valid, stress-stimulating protocols exist, we sought to develop one that triggered a physiologic response, did not require significant lab resources, and could be completed in around 10 min. We included 53 …

Correlation Enhanced Distribution Adaptation For Prediction Of Fall Risk, Ziqi Guo, Teresa Wu, Thurmon Lockhart, Rahul Soangra, Hyunsoo Yoon

Physical Therapy Faculty Articles and Research

With technological advancements in diagnostic imaging, smart sensing, and wearables, a multitude of heterogeneous sources or modalities are available to proactively monitor the health of the elderly. Due to the increasing risks of falls among older adults, an early diagnosis tool is crucial to prevent future falls. However, during the early stage of diagnosis, there is often limited or no labeled data (expert-confirmed diagnostic information) available in the target domain (new cohort) to determine the proper treatment for older adults. Instead, there are multiple related but non-identical domain data with labels from the existing cohort or different institutions. Integrating different …

Running Biomechanics Differ During And After Pregnancy Compared To Females Who Have Never Been Pregnant, Jennifer J. Bagwell, Elizabeth Avila, Nicholas Reynolds, Jo Armour Smith, Kevin Valenzuela, Dimitrios Katsavelis

Physical Therapy Faculty Articles and Research

Background

Perinatal running participation has increased recently; however, pregnancy related symptoms can limit activity. Perinatal running biomechanics could inform interventions to help perinatal individuals maintain an active lifestyle.

Research question

Are perinatal running biomaechanics and muscle activation different compared to nulligravida females?

Methods

Sixteen pregnant participants completed self-selected velocity running during second trimester (2 T), third trimester (3 T), and postpartum (PP) and 16 matched controls completed these procedures once in this case control study. Kinematic, kinetic, and electromyography (EMG) data were collected using a motion capture system, force plates, and EMG electrodes. Peak trunk, pelvis, hip, knee, and ankle …

Multi-Site Identification And Generalization Of Clusters Of Walking Behaviors In Individuals With Chronic Stroke And Neurotypical Controls, Natalia Sanchez, Nicolas Schweighofer, Sara J. Mulroy, Ryan T. Roemmich, Tricia M. Kesar, Gelsy Torres-Oviedo, Beth E. Fisher, James M. Finley, Carolee J. Winstein

Physical Therapy Faculty Articles and Research

Background

Objectives

Methods

Multi-Site Identification And Generalization Of Clusters Of Walking Behaviors In Individuals With Chronic Stroke And Neurotypical Controls, Natalia Sánchez, Nicolas Schweighofer, Sara J. Mulroy, Ryan T. Roemmich, Trisha M. Keshar, Gelsy Torres-Oviedo, Beth E. Fisher, James M. Finley, Carolee J. Winstein

Physical Therapy Faculty Articles and Research

Background

Objectives

Methods

Integrating Glenohumeral Range Of Motion With Dynamic Postural Control For Early Detection Of Elbow Injury Risk In Collegiate Baseball Pitchers: A Preliminary Prospective Case Series, Brent A. Harper, Luke J. Bailey, Mikayla N. Jones, Joseph Bradley

Physical Therapy Faculty Articles and Research

Introduction: Medial elbow ulnar collateral ligament (UCL) injuries are common in baseball with increased surgical incidence in pitchers. There is no consensus on which modifiable injury risk metrics or performance screening tools to use to identify at risk collegiate baseball pitchers. Current literature on UCL injury risk has focused on local passive glenohumeral rotational motion with limited forays into more global movement patterns. The aim of this study was to assess possible relationships involving UCL injuries and modifiable local and global motor control performance risk factors. Material and Methods: An observational single cohort case series involving 15 collegiate …

Lifelong Fitness In Ambulatory Children And Adolescents With Cerebral Palsy I: Key Ingredients For Bone And Muscle Health, Noelle G. Moreau, Kathleen M. Friel, Robyn K. Fuchs, Sudarshan Dayanidhi, Theresa Sukal-Moulton, Marybeth Grant-Beuttler, Mark D. Peterson, Richard D. Stevenson, Susan V. Duff

Physical Therapy Faculty Articles and Research

Physical activity of a sufficient amount and intensity is essential to health and the prevention of a sedentary lifestyle in all children as they transition into adolescence and adulthood. While fostering a fit lifestyle in all children can be challenging, it may be even more so for those with cerebral palsy (CP). Evidence suggests that bone and muscle health can improve with targeted exercise programs for children with CP. Yet, it is not clear how musculoskeletal improvements are sustained into adulthood. In this perspective, we introduce key ingredients and guidelines to promote bone and muscle health in ambulatory children with …

Lifelong Fitness In Ambulatory Children And Adolescents With Cerebral Palsy Ii: Influencing The Trajectory, Susan V. Duff, Justine D. Kimbel, Marybeth Grant-Beuttler, Theresa Sukal-Moulton, Noelle G. Moreau, Kathleen M. Friel

Physical Therapy Faculty Articles and Research

Physical activity of at least moderate intensity in all children contributes to higher levels of physical and psychological health. While essential, children with cerebral palsy (CP) often lack the physical capacity, resources, and knowledge to engage in physical activity at a sufficient intensity to optimize health and well-being. Low levels of physical activity place them at risk for declining fitness and health, contributing to a sedentary lifestyle. From this perspective, we describe a framework to foster a lifelong trajectory of fitness in ambulatory children with CP (GMFCS I–III) as they progress into adolescence and adulthood, implemented in conjunction with a …

Implementation Of Post-Covid Conditions Management Utilizing Interprofessional Collaboration In A Multi-Facility Healthcare Organization, Jocelin Friedman, Christina Dhesi-Bawa, Kathleen Kennedy, Stephen Lee, Leona Hidalgo

Physical Therapy Faculty Articles and Research

Background: The prevalence of Post-Covid Conditions (PCC) is estimated to affect 10-35% of infected individuals, with upwards of 85% of previously hospitalized individuals reporting prolonged effects. Literature indicates deficiencies in communication between healthcare providers which can negatively affect patients. Due to limited interprofessional communication, there was a scarcity of individuals with PCC receiving comprehensive therapy treatment on an outpatient basis. The multi-system nature of PCC was an indication for interprofessional collaboration and the development of workflows facilitating access to care.

Purpose: This qualitative study investigates the Post-COVID-19 Rehabilitation Program (PCRP) at a California, USA multi-facility healthcare system. The …

Soccer Heading Drills And Concussion-Related Deficits In High School Female Athletes, Brent Harper, Adrian Aron, Rahul Soangra

Physical Therapy Faculty Articles and Research

Repetitive head impacts from soccer heading may result in concussions in female athletes. Problem Statement: Concussion assessments exist with efforts to limit headers. Heading drills performed in different environments have conflicting results regarding influences on assessments. Approach: To evaluate, within an ecological realsetting environment with unpredictable conditions reflective of game situations, a heading drill’s effect on the King-Devick (K-D) and Biodex Biosway Balance Assessment (CTSIB-M). Preseason and post-heading metrics were taken for eleven female high school varsity soccer players (16 ± 1.4 years old) using K-D and CTSIB-M. K-D and CTSIB-M tests were repeated following a heading drill …

Identifying The Neural Correlates Of Anticipatory Postural Control: A Novel Fmri Paradigm, Jo Armour Smith, Rongwen Tain, Kelli G. Sharp, Laura M. Glynn, Linda R. Van Dillen, Korinne Henslee, Jesse V. Jacobs, Steven C. Cramer

Physical Therapy Faculty Articles and Research

Altered postural control in the trunk/hip musculature is a characteristic of multiple neurological and musculoskeletal conditions. Previously it was not possible to determine if altered cortical and subcortical sensorimotor brain activation underlies impairments in postural control. This study used a novel fMRI-compatible paradigm to identify the brain activation associated with postural control in the trunk and hip musculature. BOLD fMRI imaging was conducted as participants performed two versions of a lower limb task involving lifting the left leg to touch the foot to a target. For the supported leg raise (SLR) the leg is raised from the knee while the …

The Effect Of Spinal Muscle Fatigue And Psychosocial Factors On Pressure-Pain Threshold In Healthy Adults, Susan Mais, Jo Armour Smith

Physical Therapy Faculty Articles and Research

Objective. Pain sensitivity decreases following isometric exercise. It is not clear whether this exercise-induced hypoalgesia (EIH) occurs to the same extent in men and women. It is also unclear if the effect is systemic or local to the exercised musculature. The aim of our study was to investigate whether fatiguing isometric exercise of the spinal and hip extensors would result in increased pressure pain threshold (PPT) at sites local to and remote from the exercised muscles in healthy men and women and whether there is a relationship between central sensitization, psychosocial factors, and PPT. Subjects. 35 healthy adults …

Incog 2.0 Guidelines For Cognitive Rehabilitation Following Traumatic Brain Injury, Part Iii: Executive Functions, Eliyas Jeffay, Jennie Ponsford, Amber Harnett, Shannon Janzen, Eleni Patsakos, Jacinta Douglas, Mary Kennedy, Ailene Kua, Robert Teasell, Penny Welch-West, Mark Theodore Bayley, Robin Green

Communication Sciences and Disorders Faculty Articles and Research

Introduction:

Moderate-to-severe traumatic brain injury (MS-TBI) causes debilitating and enduring impairments of executive functioning and self-awareness, which clinicians often find challenging to address. Here, we provide an update to the INCOG 2014 guidelines for the clinical management of these impairments.

Methods:

An expert panel of clinicians/researchers (known as INCOG) reviewed evidence published from 2014 and developed updated recommendations for the management of executive functioning and self-awareness post-MS-TBI, as well as a decision-making algorithm, and an audit tool for review of clinical practice.

Results:

A total of 8 recommendations are provided regarding executive functioning and self-awareness. Since INCOG 2014, 4 …

Incog 2.0 Guidelines For Cognitive Rehabilitation Following Traumatic Brain Injury: What’S Changed From 2014 To Now?, Mark Theodore Bayley, Shannon Janzen, Amber Harnett, Peter Bragge, Leanne Togher, Ailene Kua, Eleni Patsakos, Lyn S. Turkstra, Robert Teasell, Mary Kennedy, Shawn Marshall, Jennie Ponsford

Communication Sciences and Disorders Faculty Articles and Research

IT IS CRITICAL TO KEEP clinical practice guidelines (CPGs) up to date through integration of the latest evidence. Therefore, it is with great excitement that the INCOG team presents the INCOG 2.0 Guidelines for Cognitive Rehabilitation Following Traumatic Brain Injury (TBI). In this brief introduction, we provide an overview of changes in the evidence from 2014; share insights into the current state and challenges implementing cognitive rehabilitation; and provide an overview of INCOG 2022.

Incog 2.0 Guidelines For Cognitive Rehabilitation Following Traumatic Brain Injury, Part Iv: Cognitive-Communication And Social Cognition Disorders, Leanne Togher, Jacinta Douglas, Lyn S. Turkstra, Penny Welch-West, Shannon Janzen, Amber Harnett, Mary Kennedy, Ailene Kua, Eleni Patsakos, Jennie Ponsford, Robert Teasell, Mark Theodore Bayley, Catherine Wiseman-Hakes

Communication Sciences and Disorders Faculty Articles and Research

Introduction:

Moderate to severe traumatic brain injury causes significant cognitive impairments, including impairments in social cognition, the ability to recognize others' emotions, and infer others' thoughts. These cognitive impairments can have profound negative effects on communication functions, resulting in a cognitive-communication disorder. Cognitive-communication disorders can significantly limit a person's ability to socialize, work, and study, and thus are critical targets for intervention. This article presents the updated INCOG 2.0 recommendations for management of cognitive-communication disorders. As social cognition is central to cognitive-communication disorders, this update includes interventions for social cognition.

Methods:

An expert panel of clinicians/researchers reviewed evidence published since …

The Future Of Incog (Is Now), Peter Bragge, Mark Theodore Bayley, Diana Velikonja, Leanne Togher, Jennie Ponsford, Shannon Janzen, Amber Harnett, Ailene Kua, Eleni Patsakos, Amanda Mcintyre, Robert Teasell, Mary Kennedy, Shawn Marshall

Communication Sciences and Disorders Faculty Articles and Research

IT HAS BEEN 8 years since the first iteration of the INCOG clinical practice guidelines (CPGs) were published. Much has happened since 2014, and a considerable body of evidence has been published in the various domains of cognitive rehabilitation research represented in this special issue. Over this time, significant developments in the science of identifying, appraising, and distilling research evidence into practically applicable CPGs have emerged, as well as implementation efforts to ensure meaningful change in care delivery.

Incog 2.0 Guidelines For Cognitive Rehabilitation Following Traumatic Brain Injury, Part V: Memory, Diana Velikonja, Jennie Ponsford, Shannon Janzen, Amber Harnett, Eleni Patsakos, Mary Kennedy, Leanne Togher, Robert Teasell, Amanda Mcintyre, Penny Welch-West, Ailene Kua, Mark Theodore Bayley

Communication Sciences and Disorders Faculty Articles and Research

Introduction:

Memory impairments affecting encoding, acquisition, and retrieval of information after moderate-to-severe traumatic brain injury (TBI) have debilitating and enduring functional consequences. The interventional research reviewed primarily focused on mild to severe memory impairments in episodic and prospective memory. As memory is a common focus of cognitive rehabilitation, clinicians should understand and use the latest evidence. Therefore, the INCOG (“International Cognitive”) 2014 clinical practice guidelines were updated.

Methods:

An expert panel of clinicians/researchers reviewed evidence published since 2014 and developed updated recommendations for intervention for memory impairments post-TBI, a decision-making algorithm, and an audit tool for review of clinical practice. …

Comparison Of Clinical And Biomechanical Characteristics Between Individuals With Lower Limb Amputation With And Without Lower Back Pain: A Systematic Review And Meta-Analysis, Szu-Ping Lee, Shawn Farrokhi, Jenny A. Kent, Jason Ciccotelli, Lung-Chang Chien, Jo Armour Smith

Physical Therapy Faculty Articles and Research

Background

Lower back pain is a debilitating condition common to individuals with lower limb amputation. It is unclear what risk factors contribute to the development of back pain. This study systematically reviewed and analyzed the available evidence regarding the clinical and biomechanical differences between individuals with amputation, with and without lower back pain.

Methods

A literature search was conducted in PubMed, Web of Science, Scopus, and CINAHL databases in November 2020 and repeated in June 2021 and June 2022. Studies were included if they reported comparisons of demographic, anthropometric, biomechanical, and other clinical variables between participants with and without LBP. …

Understanding Parkinson’S Disease Through Gait Initiation And Center Of Pressure, Mira Ananthanarayanan, Kiara Salceda, Michael Shiraishi, Rahul Soangra

Student Scholar Symposium Abstracts and Posters

Parkinson's disease is a neurological disorder that causes tremors and freezing of gait in diagnosed patients. Freezing of gait can be difficult to identify and intervene without laboratory based instruments data collection. Force plates have been proven to show viable results in identifying gait events such as heel contact and toe off. The complete gait cycle consists of a right-heel strike, right heel-to-toe shift, simultaneous right-toe off/left heel strike, left heel-to-toe shift, and a simultaneous left-toe off/right heel strike. This study will investigate center of pressure trajectories when initiating gait between healthy and Parkinson's participants. It is predicted that the …

Identifying Voice-Based Digital Biomarkers Of Parkinson's Disease, Rachelle Beshay, Madison Gill, Michael Shiraishi, Rahul Soangra

Student Scholar Symposium Abstracts and Posters

Introduction: Parkinson's disease is a disorder in the central nervous system that causes tremors, abnormal gait and balance, and muscle rigidity due to loss of function in parts of the brain. Traditionally, Parkinson's is identified by the physical symptoms seen in a patient's gait and motor skills, but irregular speech patterns (hypokinetic dysarthria) is one of the first symptoms to be derived from the disease. Objective: The goal of this ongoing study is to use Mel Frequency Centrum Coefficients (MFCC), to diagnose Parkinson's in the early stages by identifying hypokinetic dysarthria. MFCC's process speech recognition patterns and produce …

Reliability And Validity Of Inertial Sensor Assisted Reaction Time Measurement Tools Among Healthy Young Adults, Brent Harper, Michael Shiraishi, Rahul Soangra

Physical Therapy Faculty Articles and Research

The assessment of movement reaction time (RT) as a sideline assessment is a valuable biomarker for mild TBI or concussion. However, such assessments require controlled laboratory environments, which may not be feasible for sideline testing during a game. Body-worn wearable devices are advantageous as being cost-effective, easy to don and use, wirelessly transmit data, and ensure unhindered movement performance. This study aimed to develop a Drop-stick Test System (DTS) with a wireless inertial sensor and confirm its reliability for different standing conditions (Foam versus No Foam) and task types (Single versus Dual), and postures (Standing versus sitting). Fourteen healthy young …

Bruce Protocol Test Affects Postural Stability In Healthy Young Adults, Andreas Germanos, Tessa Heiberg, Annie Jeon, Emi Heisterkamp, Hao Giang, Jessica Cota, Laura Corona, Thomas Loi, Vincent Bovino, Shayce Cordero, Sunny Kim, Michael Shiraishi, Rahul Soangra

Physical Therapy Faculty Articles and Research

Maintaining balance is key in avoiding falls and injury. However, little is known on how increased cardiac activity may affect postural stability. This study investigated if increase in cardiac activity to 85% maximal heart rate (HR) when exercising with standard Bruce Protocol Test (BPT) influence postural sway. Ten young adults were tested for three postural stances, quiet bilateral standing with i) eyes open, ii) eyes closed, and iii) tandem stance, before and after performing the BPT. Resting Heart Rate (HR) and HR variability along with standard postural sway parameters like sway velocity, sway area, turn index, and power frequency in …

Classifying Toe Walking Gait Patterns Among Children Diagnosed With Idiopathic Toe Walking Using Wearable Sensors And Machine Learning Algorithms, Rahul Soangra, Yuxin Wen, Hualin Yang, Marybeth Grant-Beuttler

Physical Therapy Faculty Articles and Research

Idiopathic toe walking (ITW) is a gait abnormality in which children’s toes touch at initial contact and demonstrate limited or no heel contact throughout the gait cycle. Toe walking results in poor balance, increased risk of falling, and developmental delays among children. Identifying toe walking steps during walking can facilitate targeted intervention among children diagnosed with ITW. With recent advances in wearable sensing, communication technologies, and machine learning, new avenues of managing toe walking behavior among children are feasible. In this study, we investigate the capabilities of Machine Learning (ML) algorithms in identifying initial foot contact (heel strike versus toe …

An Exploratory Analysis Of Gait Biomechanics And Muscle Activation In Pregnant Females With High And Low Scores For Low Back Or Pelvic Girdle Pain During And After Pregnancy, Jennifer J. Bagwell, Nicholas Reynolds, Jo Armour Smith, Michelle Walaszek, Hannah Runez, Kristina Lam, Julie Peterson, Dimitrios Katsavelis

Physical Therapy Faculty Articles and Research

Background

The purpose of this study was to compare gait kinematics, kinetics, and muscle activation between pregnant females with high and low scores for low back and/or pelvic girdle pain during and after pregnancy.

Methods

Twenty participants tested during second trimester, third trimester, and again post-partum. At each session, motion capture, force plates, and surface electromyography data were captured during self-selected velocity over-ground walking. Participants completed the Quebec Back Pain Disability Scale (QBPDS) and were assigned to high (QBPDS ≥15) or low pain groups (QBPDS

Findings

Nine participants met the high pain group criteria and 11 were low pain. During …

Quantifying Intra- And Interlimb Use During Unimanual And Bimanual Tasks In Persons With Hemiparesis Post-Stroke, Susan V. Duff, Aaron Miller, Lori Quinn, Gregory Youdan Jr., Lauri Bishop, Heather Ruthrauff, Eric Wade

Physical Therapy Faculty Articles and Research

Background

Individuals with hemiparesis post-stroke often have difficulty with tasks requiring upper extremity (UE) intra- and interlimb use, yet methods to quantify both are limited.

Objective

To develop a quantitative yet sensitive method to identify distinct features of UE intra- and interlimb use during task performance.

Methods

Twenty adults post-stroke and 20 controls wore five inertial sensors (wrists, upper arms, sternum) during 12 seated UE tasks. Three sensor modalities (acceleration, angular rate of change, orientation) were examined for three metrics (peak to peak amplitude, time, and frequency). To allow for comparison between sensor data, the resultant values were combined into …

Test-Retest Reliability Of Postural Control Assessment On Biodex Biosway™, Daniel Miner, Brent A. Harper, Stephen M. Glass, Brooke Martin, Molly Polizotto, S. Montana Hearl, Ellen Turner

Physical Therapy Faculty Articles and Research

Background. Recent protocols for posturographic assessment of postural control and balance have included head shake test conditions to challenge the vestibular contributions of postural control in an effort to increase the diagnostic accuracy of identifying individuals with impaired balance. However, evidence is limited regarding the test-retest reliability of such assessment protocols. Purpose. The purpose of this study was twofold: to determine the test-retest reliability of postural control assessment on the Biodex Biosway™, an accessible and field expedient tool for posturographic assessment, and to determine the test-retest reliability of the Head Shake Sensory Interaction and Balance Test (HS-SIB), an …

Do People With Low Back Pain Walk Differently? A Systematic Review And Meta-Analysis, Jo Armour Smith, Heidi Stabbert, Jennifer J. Bagwell, Hsiang-Ling Teng, Vernie Wade, Szu-Ping Lee

Physical Therapy Faculty Articles and Research

Background

The biomechanics of the trunk and lower limbs during walking and running gait are frequently assessed in individuals with low back pain (LBP). Despite substantial research, it is still unclear whether consistent and generalizable changes in walking or running gait occur in association with LBP. The purpose of this systematic review was to identify whether there are differences in biomechanics during walking and running gait in individuals with acute and persistent LBP compared with back-healthy controls.

Methods

A search was conducted in PubMed, CINAHL, SPORTDiscus, and PsycINFO in June 2019 and was repeated in December 2020. Studies were included …

Visualization-Driven Time-Series Extraction From Wearable Systems Can Facilitate Differentiation Of Passive Adl Characteristics Among Stroke And Healthy Older Adults, Joby John, Rahul Soangra

Physical Therapy Faculty Articles and Research

Wearable technologies allow the measurement of unhindered activities of daily living (ADL) among patients who had a stroke in their natural settings. However, methods to extract meaningful information from large multi-day datasets are limited. This study investigated new visualization-driven time-series extraction methods for distinguishing activities from stroke and healthy adults. Fourteen stroke and fourteen healthy adults wore a wearable sensor at the L5/S1 position for three consecutive days and collected accelerometer data passively in the participant’s naturalistic environment. Data from visualization facilitated selecting information-rich time series, which resulted in classification accuracy of 97.3% using recurrent neural networks (RNNs). Individuals with …