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Articles 61 - 90 of 122
Full-Text Articles in Physiotherapy
Understanding The Challenges And Opportunities For Orthopedic Manual Physical Therapy In Filipino Physical Therapy Practice: An Exploratory Survey, Oliver Ang, Lily Ann Bautista, Maria Carmela Gerella, Roly Dimol, Arvie Vitente, Ulysses Juntilla, Michael Brian Gasidan
Understanding The Challenges And Opportunities For Orthopedic Manual Physical Therapy In Filipino Physical Therapy Practice: An Exploratory Survey, Oliver Ang, Lily Ann Bautista, Maria Carmela Gerella, Roly Dimol, Arvie Vitente, Ulysses Juntilla, Michael Brian Gasidan
Philippine Journal of Physical Therapy
Introduction: Orthopedic manual physical therapy (OMPT) is renowned for its positive biophysical and psychosocial effects, making it an important tool in clinical practice. Although OMPT has long been a stable intervention used in developed countries, its adoption has spiked in developing countries, including the Philippines. Despite this progress, no comprehensive study has explored the factors that may hinder or enable Filipino physical therapists (PTs) from utilizing OMPT into their daily clinical practice. The aim of this study was to conduct a thorough behavioral analysis to determine Filipino PTs' capabilities, opportunities, and motivations for using orthopedic manual therapy in their clinical …
A Collective Approach: Enhancing Population Health And Social Drivers Of Health Through Interprofessional Education And Collaboration, Arvie Vitente
A Collective Approach: Enhancing Population Health And Social Drivers Of Health Through Interprofessional Education And Collaboration, Arvie Vitente
Philippine Journal of Physical Therapy
No abstract provided.
Invited Commentary On Interprofessional Education And Collaboration In The Philippines: Current Landscape, Gaps, And Propositions, Naomi De Aro, Ma. Cecilia Licuan
Invited Commentary On Interprofessional Education And Collaboration In The Philippines: Current Landscape, Gaps, And Propositions, Naomi De Aro, Ma. Cecilia Licuan
Philippine Journal of Physical Therapy
No abstract provided.
Investing In Limb Preservation: A Case Report In Avoiding Bilateral Amputation In A Vasculopathy Patient, Stephanie N. Campbell, Craig J. Verdin, Heather V. Tran, Nikita Gambhir
Investing In Limb Preservation: A Case Report In Avoiding Bilateral Amputation In A Vasculopathy Patient, Stephanie N. Campbell, Craig J. Verdin, Heather V. Tran, Nikita Gambhir
Research Symposium
Background: Limb salvage and prosthetics play vital roles in restoring function and mobility for patients with severe injuries or metabolic conditions. Limb salvage involves surgical techniques aimed at preserving a limb rather than resorting to amputation, while prosthetics provide artificial devices to replace lost limbs. Key considerations for limb salvage include restoring a functional foot, maintaining patient independence, minimizing hospitalizations, and avoiding bilateral lower limb amputations.
Case Presentation: The patient, already at single-limb status, presented with a necrotic heel ulcer, exposed calcaneus, and necrotic Achilles tendon. After vascular optimization, the risks and benefits of final aggressive measures were discussed, leading …
Escape From Diabetes, J E. Jochum, J Carmack, J Toon
Escape From Diabetes, J E. Jochum, J Carmack, J Toon
Clinical Practice in Athletic Training
Introduction: In the past decade, interprofessional education (IPE) to promote interprofessional collaborative practice has become an integral component of pre-licensure education in the health professions. Research shows that IPE activities involving problem-solving in patient care that requires cooperation and communication among the professions is most effective. An effective activity to meet interprofessional competencies is the use of escape rooms. Escape rooms are team-based games where groups of individuals solve puzzles to accomplish a specific goal, typically in a limited amount of time. There are many benefits to using escape rooms in education, including promoting problem-solving, teamwork, and creativity, improving focus …
Modification Of Ergonomics For A World-Class Brass Instrumentalist With A Congenital Limb Difference: Level 3 Case, O G. Newhouse
Modification Of Ergonomics For A World-Class Brass Instrumentalist With A Congenital Limb Difference: Level 3 Case, O G. Newhouse
Clinical Practice in Athletic Training
Background: A drum and bugle corps is a musical marching organization that consists of approximately 160 brass, percussion, and color guard performers. There are currently twenty-one drum corps organizations at the world-class level that compete. Organizations learn their 8–10-minute show in the late spring and begin traveling the country performing and competing in the early summer until August. Rehearsal days can be up to 10 hours of practice including visual and music. It has been reported that the incidence of upper limb pain is higher in those who have longer practice times, in which is a symptom of overuse. These …
The Effects Of A Joint Reduction Trainer On Confidence Levels In Professional Athletic Training Students, T Franklin, S Hacherl
The Effects Of A Joint Reduction Trainer On Confidence Levels In Professional Athletic Training Students, T Franklin, S Hacherl
Clinical Practice in Athletic Training
Introduction: Dislocations are common injuries managed by athletic trainers, yet athletic training students are unlikely to practice reduction techniques during clinical experiences. Current standards set by the Commission on Accreditation of Athletic Training Education require accredited programs to prepare students to manage patients with dislocations, including joint reductions. Research indicates the use of simulation techniques, such as joint reduction simulators, in education can fill clinical experience gaps and improve student confidence and skills. Shoulder dislocations make up nearly 50% of dislocations with several reduction techniques identified in the current literature. The use of a joint reduction simulator may provide athletic …
Barriers To The Implementation Of The Amsterdam 2022 Statement In The Secondary School Setting, L Torres, J L. Baldari, F A. Gardin, A M. Price
Barriers To The Implementation Of The Amsterdam 2022 Statement In The Secondary School Setting, L Torres, J L. Baldari, F A. Gardin, A M. Price
Clinical Practice in Athletic Training
Introduction: The Amsterdam 2022 International Consensus Statement on Concussion in Sport provides a summary of contemporary best practice recommendations for healthcare providers who are involved in the care of athletes at risk of sport-related concussion (SRC). Given that athletic trainers (ATs) have a professional responsibility to continually educate themselves on topics of great importance to the population that they care for, such as SRC management, it is reasonable to expect them to evolve their concussion management protocols to better align themselves with the recommendations found this statement. The purpose of this study was to identify the barriers associated with the …
Using Ai-Generated Scenarios To Enhance Learning Of The Emergency Assessment Process, D Cobble, L Schroeder, J Vaughn, S Ford
Using Ai-Generated Scenarios To Enhance Learning Of The Emergency Assessment Process, D Cobble, L Schroeder, J Vaughn, S Ford
Clinical Practice in Athletic Training
Introduction: Rigorous accreditation standards require students to demonstrate competency in various clinical proficiencies through clinical practice or simulation-based educational activities. Therefore, simulation has become an integral component of athletic training education, as scenarios can provide realistic and reproducible experiences for all students. To that end, our study had two primary objectives: investigate the ability of artificial intelligence (AI) to generate accurate and realistic athletic training simulation scenarios and evaluate AI's effectiveness in teaching and reinforcing the emergency assessment process through student-created scenarios. Methods: Phase one, AI developed three different scenarios for patients experiencing (1) an ovarian cyst, (2) a hypoglycemic …
Athletic Trainer Compensation Characteristics, J P. Young, K Ef Mair, L E. Eberman
Athletic Trainer Compensation Characteristics, J P. Young, K Ef Mair, L E. Eberman
Clinical Practice in Athletic Training
Introduction: Athletic trainers (ATs) are integral to healthcare yet face ongoing challenges that affect job satisfaction and retention. Factors such as long work hours, low pay, and work-family conflict contribute to dissatisfaction and a desire to leave the profession. Salary disparities and lack of administrative support are key factors impacting professional fulfillment and career longevity. Identifying how compensation influences job satisfaction is essential for improving retention and advancing the profession. Our study aimed to examine the compensation characteristics of ATs and determine the key factors that predict gross income. Methods: A cross-sectional, web-based survey was conducted. The survey was validated …
Exploring The Vitality Of Athletic Training: Insights Into Professional Identity, Commitment, And Retention, L E. Eberman, M J. Rivera, K E. Games, M J. Drescher, J P. Young, J Clifton-Gaw, K Condrey, H Mccarn, N Mondelli, X Yuan
Exploring The Vitality Of Athletic Training: Insights Into Professional Identity, Commitment, And Retention, L E. Eberman, M J. Rivera, K E. Games, M J. Drescher, J P. Young, J Clifton-Gaw, K Condrey, H Mccarn, N Mondelli, X Yuan
Clinical Practice in Athletic Training
Introduction: The confluence of fluctuating retention, fewer students entering professional programs, and the profession’s identity crisis (conflict between being a sports profession or a health profession) has created a serious question about the vitality of the athletic profession. However, research on the vitality of the profession has often focused on singular variables influencing professional identity, burnout, and commitment. The purpose of this project was to explore multiple factors influencing the vitality of the profession across professional identity and commitment in athletic training. Methods: We used a convergent parallel mixed-methods design, including surveys and interviews with athletic training students and athletic …
Title: Professional Socialization And Development Of Athletic Training Professional Program Directors, N A. Wilkins, K D. Pagnotta, L Kunkel, S David, A B. Thrasher
Title: Professional Socialization And Development Of Athletic Training Professional Program Directors, N A. Wilkins, K D. Pagnotta, L Kunkel, S David, A B. Thrasher
Clinical Practice in Athletic Training
Introduction: The role of Program Directors (PD) has vastly expanded over the last decade to meet the evolving demands of athletic training education and higher education. While specific responsibilities such as programmatic planning and accreditation maintenance are directly outlined in accreditation standards, PDs often assume additional institutional and programmatic responsibilities that now include recruitment and retention efforts, mentorship of faculty and students, curriculum design and mapping, and other administrative tasks. Previous research demonstrates athletic training faculty have little formalized training in administrative roles, and Coordinators of Clinical Education (CCEs) desired more support and development for that role. Little research exists …
Preceptor Development: Identifying The Best Modality For Building Clinical Educators, G W. Cohen, R M. Lopez, A J. Tritsch
Preceptor Development: Identifying The Best Modality For Building Clinical Educators, G W. Cohen, R M. Lopez, A J. Tritsch
Clinical Practice in Athletic Training
Introduction: Preceptor training and development are not standardized within the athletic training profession. The Commission on Accreditation of Athletic Training Education (CAATE) requires that Athletic Training Programs provide an ongoing education plan for preceptors to promote a constructive learning environment for students. However, with the rapid expansion of clinical education opportunities outside of institutions' immediate area, programs must identify how to reach all their preceptors and uphold their programmatic expectations for clinical educators. Methods: The investigators conducted a cohort pre-test-post-test design study. A preceptor development program (PDP) was created and grounded in the theory of gamified learning and adult learning …
Adolescent Femoral Neck Fractures: A Case Study On Initial Surgical Intervention, Avascular Necrosis Development, And Subsequent Total Hip Arthroplasty, K A. Fisher
Clinical Practice in Athletic Training
Background: The patient sustained a femoral neck fracture at the age of 13 after slipping and falling in his home. He was seen in the Emergency Department the same day and underwent a closed reduction and percutaneous pinning procedure the following morning. Ten weeks after returning to full weightbearing, and 13.5 weeks after his initial fracture, he developed stress fractures of the medial distal femoral and proximal tibial metaphyses. He experienced gradual worsening of hip pain and difficulty with ambulation between 11 to 13 months post-closed reduction and percutaneous pinning (CRPP). Avascular necrosis and collapse of the femoral head was …
Clinat: In Service To Athletic Training Scholarship, Lindsey Eberman, Matthew J. Rivera
Clinat: In Service To Athletic Training Scholarship, Lindsey Eberman, Matthew J. Rivera
Clinical Practice in Athletic Training
To be of service to others means to help others without expecting anything in return. The ClinAT, or Clinical Practice in Athletic Training journal, is an online, open-access outlet for the dissemination of practice-based research in health care, and a donation of time, effort, and energy to the profession of athletic training. In 2018, when Indiana State University created its first issue of ClinAT, we were a faculty of 3 with 5 PhD students supporting the journal, one of whom was wholly dedicated to the effort. As the higher education landscape has changed, and the roles and responsibilities of our …
Prevalence, Perceptions, And Attitudes Of Accommodation For Students With Disabilities In Athletic Training Education Programs, T J. Babcock, L E. Eberman
Prevalence, Perceptions, And Attitudes Of Accommodation For Students With Disabilities In Athletic Training Education Programs, T J. Babcock, L E. Eberman
Clinical Practice in Athletic Training
Introduction: Disability accommodation has been widely researched in healthcare education programs, including medical doctor (MD), doctor of osteopathy (DO), and physical therapy (PT). However, little research has been conducted on classroom and clinical education accommodation in athletic training education. The purpose of this study was to explore these settings and gain an understanding of student experiences with accommodation in athletic training education programs. This project was deemed exempt by Indiana State University’s Institutional Review Board. Methods: A cross-sectional 24-question survey was developed and adapted from prior qualitative research on accommodation in physical therapy education. Emails containing a link to the …
Enhancing Clinic Efficiency: A Quality Improvement Initiative For Postoperative Patient Care In An Outpatient Orthopedic Physician Practice Setting, D Stepan, T Jp Greffly, R M. Williams
Enhancing Clinic Efficiency: A Quality Improvement Initiative For Postoperative Patient Care In An Outpatient Orthopedic Physician Practice Setting, D Stepan, T Jp Greffly, R M. Williams
Clinical Practice in Athletic Training
Introduction: Following orthopedic surgery, patient post-operative (post-op) visits are deemed global surgical observations where day 00 to day 90 are appointments that cannot be billed. Patients are typically seen 3 times during this global period. Thus, the outpatient clinic needs to have non-billable time slots each day for these patients. The current scheduling model double books patients every 15 minutes, with the physician being the primary provider seeing patients for post-op visits. Therefore, the clinic has demonstrated inefficiencies with scheduling these patients while having sufficient appointments available for billable patients. This quality improvement initiative aimed to decrease post-op patient visits …
Characteristics Of Athletic Trainers That Are Satisfied And Dissatisfied With Their Compensation, K Ef Mair, J P. Young, L E. Eberman
Characteristics Of Athletic Trainers That Are Satisfied And Dissatisfied With Their Compensation, K Ef Mair, J P. Young, L E. Eberman
Clinical Practice in Athletic Training
Introduction: Job satisfaction among athletic trainers (ATs), particularly in relation to compensation, is a critical factor influencing retention and career fulfillment. Examining the factors linked to earnings satisfaction may offer insight into how workplace conditions can be improved to better support ATs. The purpose of our study was to investigate the attributes that distinguish ATs content with their compensation from those who are dissatisfied. Methods: We used a cross-sectional, web-based survey to gather AT compensation data, of which 1,887 participants responded to a question regarding their satisfaction with compensation. Respondents were divided into two groups based on their satisfaction with …
The Financial Stresses That Affect Athletic Training Students: A Qualitative Investigation, C Kuehner-Boyer, E León Zaragoza
The Financial Stresses That Affect Athletic Training Students: A Qualitative Investigation, C Kuehner-Boyer, E León Zaragoza
Clinical Practice in Athletic Training
Introduction: A recent survey examining barriers that affect athletic training students found that financial-related barriers created significant stress for students in professional athletic training programs. The need to work while attending a professional athletic training program was the highest reported barrier with 54.82% of respondents indicating that this was a barrier for them during their program. Beyond the overall reporting rate, the need to work while completing a professional athletic training program was indicated by athletic training students to be the barrier that they encountered the most frequently with respondents reporting that this was a stress for them between monthly …
Musculoskeletal Tumors Disguised As Orthopedic Injuries: A Case Report, A Summers
Musculoskeletal Tumors Disguised As Orthopedic Injuries: A Case Report, A Summers
Clinical Practice in Athletic Training
Background: Musculoskeletal tumors are relatively rare, accounting for only 0.2 to 0.5% of all malignancies across all age groups. More specifically, Pigmented Villonodular Synovitis, a type of musculoskeletal tumor, has an incidence rate of 1.8 cases per one million people in a population. This benign, proliferative disease is a type of tenosynovial giant cell tumor that can affect the soft tissue lining of joints, bursae, and tendon sheaths. These joint-related tumors often present with an insidious onset and non-specific physical exam findings. Therefore, they are often mistaken for other, more common orthopedic injuries, making them difficult to diagnose. Patient Information: …
Strength Assessment Protocol In Pre-Professional Ballet Dancers, Simona Di Nardo, Ivan Mascio
Strength Assessment Protocol In Pre-Professional Ballet Dancers, Simona Di Nardo, Ivan Mascio
Clinical Practice in Athletic Training
Purpose: This research project aimed to investigate the effects, particularly regarding the ability to generate force, that could emerge following a ballet class. The purpose of the study was to support the thesis that low levels of fitness and performance in professional and amateur dancers, should be considered a significant gap that needs to be addressed. Larger will be the gap and bigger will be the demand of a dancer to be prepared athletically. While the shorter the gap and more efficient the artistic side of the dance performance will be. As a result, a stronger and healthier body will …
Exploring Leadership In Physical Therapy: How Clarity, Connection, And Communication Influence Team Engagement, Burnout, And Achieving Organizational Objectives, Jason Collin
Dissertations
Purpose: The purpose of this mixed methods study was to identify and describe how highly effective PT leaders use the three competencies of HPTs (clarity, connection, and communication) to increase engagement, prevent burnout, and achieve organizational objectives. The second purpose of this study was to determine the degree of importance that highly effective PT leaders perceive the three HPTE core competencies impact their leadership for creating HPTs.
Methodology: The mixed methods study identified and described eight PT leaders’ perceptions of how they use clarity, connection, and communication to build and sustain HPTs. PT leaders were selected through purposive and snowball …
Exploring Vestibular Rehabilitation Self-Efficacy In Entry-Level Physical Therapy, Colin Hulls
Exploring Vestibular Rehabilitation Self-Efficacy In Entry-Level Physical Therapy, Colin Hulls
Graduate Theses, Dissertations, and Capstones
Vestibular rehabilitation, commonly performed by physical therapists, aims to improve the function and quality of life of individuals experiencing dizziness, vertigo, or disequilibrium. Vestibular curricular variation across physical therapy programs may lead to discrepancies in the self-efficacy of entry-level physical therapists to manage this population. The purpose of this study was to examine self-efficacy in vestibular rehabilitation in entry-level physical therapy and identify facilitators and barriers to its development. An online, cross-sectional survey design was utilized for quantitative and qualitative data collection, including a modified version of the Physiotherapist Self-Efficacy (PSE) Questionnaire, from new graduates and students preparing to graduate. …
Physiotherapists' Knowledge Of Ageing And Its Associated Factors, Unyime Jasper, Olayinka Akinrolie, Cornelius Mahdi Ishaku, Nnamdi Mgbemena
Physiotherapists' Knowledge Of Ageing And Its Associated Factors, Unyime Jasper, Olayinka Akinrolie, Cornelius Mahdi Ishaku, Nnamdi Mgbemena
Internet Journal of Allied Health Sciences and Practice
Purpose: To evaluate knowledge of ageing and its associated factors among Nigerian physiotherapists (PTs).
Methods: We used a three-part questionnaire. Knowledge of ageing was evaluated with Palmore’s Facts on Aging Quiz (FAQ). Certain questions in the FAQ were modified to reflect the local setting. We conducted a validity and reliability check on the questionnaire using test-retest with 10 PTs. Data were analysed using descriptive statistics, t-test, ANOVA and multiple linear regression.
Resullts: Out of 204 PTs invited, 186 agreed to participate. Test-retest of the FAQ revealed a Cronbach alpha of 0.78. The age of participants ranged from …
A Quasi-Experimental Study Examining The Effects Of A Proprioceptive Rehabilitation Protocol For The Cervical Spine On Balance And Function Using A Laser Head Light In Older Community Dwelling Individuals, Vern M. Swanson Jr., M. Samuel Cheng, Leah Nof, Eric Shamus, Phd
A Quasi-Experimental Study Examining The Effects Of A Proprioceptive Rehabilitation Protocol For The Cervical Spine On Balance And Function Using A Laser Head Light In Older Community Dwelling Individuals, Vern M. Swanson Jr., M. Samuel Cheng, Leah Nof, Eric Shamus, Phd
Internet Journal of Allied Health Sciences and Practice
Purpose: Falls continue to be a major health issue when considering health risks for older individuals. The multi-factorial nature of falls in older adults leads to an overwhelming number of causal factors. Cervical joint position sense and joint position error could be additional factors that could influence the fall risk of older individuals. This research examined the effects of a proprioceptive rehabilitation protocol for the cervical spine using a laser head set in older community dwelling individuals. Methods: Sixty (60) subjects were purposively assigned into an experimental and a control group. Control group subjects were given a general lower extremity …
Prevalence Of Burnout Among Doctor Of Physical Therapy Faculty, Liana Wooten, Kim Dao, Melissa Burgemeister, Angela Spontelli Gisselman
Prevalence Of Burnout Among Doctor Of Physical Therapy Faculty, Liana Wooten, Kim Dao, Melissa Burgemeister, Angela Spontelli Gisselman
Internet Journal of Allied Health Sciences and Practice
Objective: Growing numbers of physical therapy (PT) educational programs (PTEPs) creates a challenge in recruiting and retaining faculty, potentially having negative ramifications for PT education. Burnout may be contributory as it has known physiological, psychological, and behavioral consequences in numerous clinical and academic populations, creating widespread negative outcomes. This study aimed to investigate burnout prevalence among PT faculty. Methods: Eligible participants, including current full and part-time PTEP faculty members in the United States with emails listed on public-facing program websites, were emailed study information and a link to the consent and survey. Consenting participants completed a Qualtrics survey consisting of …
Development And Validation Of A Home-Based Exercise Program Integrated With Patient Education Based On The Health Belief Model For Patients With Type 2 Diabetes Mellitus, Amirah Mustapa, Alia Alghwiri, Haidzir Manaf
Development And Validation Of A Home-Based Exercise Program Integrated With Patient Education Based On The Health Belief Model For Patients With Type 2 Diabetes Mellitus, Amirah Mustapa, Alia Alghwiri, Haidzir Manaf
Internet Journal of Allied Health Sciences and Practice
Purpose: The purpose of this study is to develop and validate a comprehensive approach that integrates an exercise routine with patient education based on the health belief model (HBM) approach to promote effective exercise in this population. Method: A 3-phase study was conducted. In Phase I, two comprehensive scoping reviews were performed to develop the program. An initial draft of the program consisted of exercise protocols and HBM-based education. In Phase II, nine experts were chosen to further develop and refine the program’s content by providing feedback and validating it using the content validity index (CVI) and the Patient Education …
Modified Shuttle Walk Test In Chronic Health Conditions: A Literature Review, Manish Prannath Shukla, Gaurav Chhabra, Ashish Shankarrao Deshmukh Dr
Modified Shuttle Walk Test In Chronic Health Conditions: A Literature Review, Manish Prannath Shukla, Gaurav Chhabra, Ashish Shankarrao Deshmukh Dr
Internet Journal of Allied Health Sciences and Practice
Background: The Modified Shuttle Walk Test (MSWT) is widely utilized to assess exercise capacity across various chronic health conditions. This literature review synthesizes evidence from studies evaluating the MSWT's reliability, validity, and clinical applicability in conditions such as chronic obstructive pulmonary disease (COPD), cystic fibrosis, sarcoidosis, obesity, hypertension, and asthma. Methods: A systematic search was conducted across electronic databases for studies published between 2006 and 2022. Eligible studies were assessed using Joanna Briggs Institute (JBI) critical appraisal tools. Data extraction focused on study objectives, methods, participants, outcomes, and quality assessment. Results: Eleven studies met the inclusion criteria. The MSWT demonstrated …
Physical And Perceived Effects Of The Menstrual Cycle On Female Athletes, Talia E. Casarella, Alyssa M. Quiteles, Emily E. Liddick, Madelyn R. Swarthout, Rebecca J. Turner
Physical And Perceived Effects Of The Menstrual Cycle On Female Athletes, Talia E. Casarella, Alyssa M. Quiteles, Emily E. Liddick, Madelyn R. Swarthout, Rebecca J. Turner
Student Research Poster Presentations 2025
Purpose: The purpose of this study was to understand the physical and perceived effects of the menstrual cycle on female athletes’ performance during training and competition.
Hypothesis: The researchers hypothesized that there would be a significant difference in performance based on the phase of the menstrual cycle.
Methods: This study used EBSCO Academic Search Complete and Science Direct, focusing on peer-reviewed articles from the last 10 years. Search terms included: (exercise or physical fitness or physical activity) AND (menstrual cycle or period or menstruation or menses or follicular phase or luteal phase) AND (female athletes or women athletes or athletic …
Optimizing Decision-Making In A Cerebral Palsy Model Using Reinforcement Learning, Richard Ampah
Optimizing Decision-Making In A Cerebral Palsy Model Using Reinforcement Learning, Richard Ampah
Pitzer Senior Theses
This study presents an original interdisciplinary investigation into how reinforcement learning (RL) can model motor and cognitive defects and potentially improve motor and cognitive functions in individuals with cerebral palsy (CP), a non-progressive neurological disorder that impairs movement and adaptability. Integrating computational neuroscience and machine learning, the research applies policy gradient methods and Markov Decision Processes (MDPs) to simulate adaptive learning in agents with and without CP-related constraints.
The central aim is to compare the cumulative rewards of optimal policies, derived from value iteration, and human-like learning policies using the REINFORCE algorithm, both with and without the Bellman baseline. The …