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The Effects Of Music Therapy On Pediatric Patients With Congenital Heart Defects In The Pre And Postoperative Setting, Janelle Marie Choy Dec 2024

The Effects Of Music Therapy On Pediatric Patients With Congenital Heart Defects In The Pre And Postoperative Setting, Janelle Marie Choy

Nursing | Student Research Posters

Congenital heart defects is a prominent medical occurrence especially in pediatrics. These defects often require surgeries and extensive treatment plans. These treatment plans often include invasive surgeries and extensive treatment plans which can require long recovery times along with potential surgical complications. This study aims to evaluate the effectiveness of music therapy on pediatric patients with congenital heart defects in the pre and postoperative setting and how music therapy can be implemented in treatment plans to yield effective recovery results for these patients. This research is significant as elevated vital signs and preoperative anxiety are associated with an increased need …


How The Lockdown Of Covid-19 Influenced The Neurocognitive And Psychosocial Development Of Preschoolers, Kay Picson Oct 2024

How The Lockdown Of Covid-19 Influenced The Neurocognitive And Psychosocial Development Of Preschoolers, Kay Picson

Nursing | Student Research Posters

The COVID-19 pandemic instilled a new normal across the world. Businesses turned to take out services and faced financial struggle. Hospitals enacted a visitor policy, limiting contact with patients, their families, and their friends. Schools closed their classrooms and moved to online learning from home, isolating children from their teachers, peers, and an optimal learning environment.

The literature review consists of six articles pertaining to the influence of the COVID-19 lockdown on preschoolers neurocognitive and psychosocial development. Specifically, the influence of the lockdown on preschooler mental health, executive function, and social skills. According to the research, the results were differential, …


Premenstrual Dysmorphic Disorder/Premenstrual Syndrome Luteal Phase Treatment, Shelby Gawarecki Jul 2024

Premenstrual Dysmorphic Disorder/Premenstrual Syndrome Luteal Phase Treatment, Shelby Gawarecki

Physician Assistant Scholarly Project Posters

• PMS/PMDD symptoms affect many women's emotional and physical wellbeing.

• SSRIs, progesterone, and sepranolone are luteal phase treatment options.

• Studies were all peer-reviewed, including randomized control trials or a meta-analysis.

• SSRIs are a consistent primary treatment for symptom alleviation especially cognitive symptoms. SSRIs are the current mainstay, recommended for luteal phase treatment of PMS/PMDD.

• SSRIs, including citalopram, sertraline, escitalopram, and fluoxetine, were examined to determine their efficacy in relieving mood-related symptoms such as irritability, anxiety, and depression during the luteal phase.

• Data on progesterone treatment in the luteal phase is inconclusive. • Allopregnanolone levels and …


Comparing The Efficacy Of Heart-Conserving Measures And Retransplantation For Chronic Rejection In The Pediatric Population, Lacey Zeiszler Jul 2024

Comparing The Efficacy Of Heart-Conserving Measures And Retransplantation For Chronic Rejection In The Pediatric Population, Lacey Zeiszler

Physician Assistant Scholarly Project Posters

Coronary allograft vasculopathy is the leading cause of morbidity and mortality among pediatric heart transplant recipients and faces unsuccessful treatment for prevention and management. Post-transplant immunosuppressive therapy has been modified over the years to determine the most effective regimen for rejection. Tacrolimus has been the superior immunosuppressant used for rejection since the early 2000s. It has been shown to have substantial immunosuppressive effects, least number of adverse effects, and decreased comorbidities compared to other regimens. Despite these advantages, CAV is still prevalent. Heart retransplantation is currently the only curative treatment. We used Google Scholar, PubMed, ClinicalKey, ScienceDirect, Elsevier, Wiley Online …


Intouch Week Of June 10, 2024, New York Medical College Jun 2024

Concepts In Animal Parasitology, Scott L. Gardner, Sue Ann Gardner Jun 2024

Concepts In Animal Parasitology, Scott L. Gardner, Sue Ann Gardner

Zea E-Books Collection

This is a textbook covering concepts in animal parasitology. It is meant to be used by students, teachers, professors, researchers, and members of the public who are interested in learning about animal parasite biology, systematics, taxonomy, zoogeography, and ecology. The primary intended audience is upper-level undergraduate or graduate university students who have knowledge of basic biology and, particularly, basic animal biology. (863 pages, illustrated)

One of the most fascinating things that a person can experience in the complex realm of biology is the discovery of an animal living inside another animal. If this discovery takes place at an early enough …


Inspire : Vol 7 Issue 6, Department Of Medicine Jun 2024

Inspire : Vol 7 Issue 6, Department Of Medicine

INSPIRE

  • Message from the Chair
  • Medicine at National and International Forums
  • ACGME-I Self-Empowerment Workshop for Program Coordinators
  • The 2nd International Collaborative Mycology Conference
  • World hypertension day
  • Research Module
  • SIMPACT 2024
  • Combatting Corticosteroid Misuse: Safeguarding Skin Health in Pakistan
  • World No Tobacco Day
  • Featured Fellow: Dr. Shahid Khan
  • “...setbacks are not roadblocks but steppingstones towards success…”
  • Poem Section
  • Upcoming Events


Rhabdomyolysis As A Cause Of Pth Independent Hypocalcemia In A Child With Acute Influenza Infection, Samhita Bhattarai, Kelsee Halpin Jun 2024

Rhabdomyolysis As A Cause Of Pth Independent Hypocalcemia In A Child With Acute Influenza Infection, Samhita Bhattarai, Kelsee Halpin

Posters

INTRODUCTION Hypocalcemia is characterized by abnormally low level of calcium in the blood. Normal reference range for calcium for children between 12- 19-year-old is 8.5-10.6 mg/dl . Severe hypocalcemia is considered as serum calcium level of <7 mg/dl and can present with tetany, seizures, and life-threatening cardiac arrhythmias. Etiology of hypocalcemia varies but hypoparathyroidism, pseudohypoparathyroidism and Vitamin D deficiency are some of the most common causes encountered by pediatrician endocrinologists. Association of rhabdomyolysis with hypocalcemia and elevated PTH is a rare presentation that should be considered, particularly for those children presenting with acute viral illness. We present a rare case of rhabdomyolysis associated with hypocalcemia not related to hypoparathyroidism. CASE A 12-year-old female presented to the emergency department with body ache, decreased oral intake and vomiting. She was found to be influenza positive. Electrolytes showed hypocalcemia (4.8 mg/dl). She subsequently had an undetectable 25-OH vitamin D level (<5 ng/ml) and elevated iPTH level (609 pg/ml). We discussed the possibility of her etiology of hypocalcemia to be Vitamin D deficiency although her presentation was atypical at an older age with a negative imaging for rickets, hyperphosphatemia (6.0 mg/dl), and normal alkaline phosphatase (334 unit/L). She also did not have any phenotypic features of Albright’s hereditary osteodystrophy and renal function was within normal limits. She was identified to have elevated creatinine kinase (4829 U/L) supporting rhabdomyolysis secondary to acute influenza as a cause of her hypocalcemia. Rhabdomyolysis, a known complication of influenza infection, causes cell membrane destruction which impairs the normal function of Na-K-ATPase channel. This leads to increase in intracellular sodium activating Na/Ca exchanger which in turn causes influx of calcium intracellularly causing hypocalcemia. Additionally, any injury or infection leads to high phosphorus release from cells due to cell lysis. High phosphorus is also caused by reduced oxidative metabolism in muscles impairing phosphate use. This excess of phosphate then combines with calcium and causes calcium-phosphate complex in soft tissues. Hyperphosphatemia also additionally inhibits 1 alpha hydroxylase limiting formation of calcitriol leading to hypocalcemia. CONCLUSION Our patient had severe hypocalcemia due to influenza-related rhabdomyolysis. Rhabdomyolysis is an important consideration as a cause of hypocalcemia in children, especially with acute viral illness. Accordingly, it is also important to obtain serum electrolytes in patients presenting with rhabdomyolysis as hypocalcemia may lead to complications like seizures and cardiac arrhythmia if not appropriately recognized and treated.


June 2024, Swosu Bulldog Wellness Committee Jun 2024

June 2024, Swosu Bulldog Wellness Committee

SWOSU BULLDOG WELLNESS

June is Alzheimer’s and Brain Awareness Month

Alzheimer’s and Brain Awareness Month is a time to share facts about Alzheimer’s disease and other dementias that affect the brain.


Intouch Week Of May 27, 2024, New York Medical College May 2024

Intouch Week Of May 13, 2024, New York Medical College May 2024

Intouch Week Of May 6, 2024, New York Medical College May 2024

School Of Pharmacy Class Of 2024 Hooding Program, Cedarville University May 2024

School Of Pharmacy Class Of 2024 Hooding Program, Cedarville University

Doctor of Pharmacy Hooding Ceremony

No abstract provided.


Addressing Intimate Partner Violence (Ipv) Amongst Pregnant And Postpartum Individuals, Charlette E. Williams, Md, Elizabeth S. Hood, Bs, Julia F. Switzer, Md May 2024

Addressing Intimate Partner Violence (Ipv) Amongst Pregnant And Postpartum Individuals, Charlette E. Williams, Md, Elizabeth S. Hood, Bs, Julia F. Switzer, Md

Department of Obstetrics and Gynecology Posters

Goals of Project

  1. Better recognition of Intimate Partner Violence (IPV) as it relates to our poor maternal morbidity and mortality statistics/outcomes
  2. Better trauma-informed education surrounding recognition of red flag signs/symptoms for House Staff/Ob-Gyn rotation students
  3. Better paring of patients with resources both in the clinic setting & postpartum


Minimally Invasive Tissue Extraction: Continued Growth Through Simulation For Obgyn Residents, Angela Frankel, Md, Mph, Melanie Hotz, Md, Patrick Teefey, Md May 2024

Minimally Invasive Tissue Extraction: Continued Growth Through Simulation For Obgyn Residents, Angela Frankel, Md, Mph, Melanie Hotz, Md, Patrick Teefey, Md

Department of Obstetrics and Gynecology Posters

Background

  • Minimally invasive surgery often requires tissue morcellation for extraction of large surgical specimens.1
  • Surgeon comfort with tissue morcellation in gynecologic surgery is vital in providing a minimally invasive (MIS) approach.
  • However, OBGYN residents often feel underprepared to perform this skill independently.2
  • While practicing tissue morcellation in the OR is ideal, simulation has been shown to improve resident technical skill without risking increased operative time or associated morbidity.3
  • This intervention seeks to build upon a prior simulation exercise, with the ultimate goal of improving OB-GYN resident self-reported comfort with minimally invasive tissue extraction.


School Of Nursing Class Of 2024 Hooding And Pinning Program, Cedarville University May 2024

School Of Nursing Class Of 2024 Hooding And Pinning Program, Cedarville University

B.S.N. and M.S.N. Academic Celebrations

No abstract provided.


Determining The Concurrent And Predictive Validity Of The Repetitive Step Test In Individuals With Parkinson's Disease, Rachel Wells, Evan Callahan, Jacob Greco, Harold L. Merriman, Kurt Jackson May 2024

Determining The Concurrent And Predictive Validity Of The Repetitive Step Test In Individuals With Parkinson's Disease, Rachel Wells, Evan Callahan, Jacob Greco, Harold L. Merriman, Kurt Jackson

University of Dayton Doctor of Physical Therapy Annual Research Symposium

Purpose/Hypothesis: The Repetitive Step Test (RST) assesses rapid stepping capability in anterior lateral (AL) and posterior lateral (PL) diagonal directions. This study’s goal was to determine the predictive validity of the RST to identify fallers with Parkinson’s Disease (PD). A secondary objective was to determine concurrent validity of the RST to other established tests. It was hypothesized that those who completed fewer steps with the RST would be more likely to fall and that the RST would predict falls at least as well as the other balance tests.

Materials and Methods: 13 subjects (8 F, 5 M; mean age 70.2 …


Machine Learning Approaches For Neurological Risk Stratification Within 6 Hours Of Cardiac Arrest, Richard R. Riker, Qingchu Jin, Hunter Williams, Teresa May, David Seder, Raimond L. Winslow May 2024

Machine Learning Approaches For Neurological Risk Stratification Within 6 Hours Of Cardiac Arrest, Richard R. Riker, Qingchu Jin, Hunter Williams, Teresa May, David Seder, Raimond L. Winslow

Costas T. Lambrew Research Retreat 2024

Background:

• Prognostication of neurological outcome should be delayed at least 72 hours after cardiac arrest. Early stratification of risk severity provides important information enabling improved medical decision making, research enrollment, and precision medicine approaches.

• We propose that electroencephalography (EEG)-derived indices are valid biomarkers of severity of neurological injury very early after cardiac arrest.

• This study was designed to assess the relative impact of early clinical data and processed EEG indices in the first 6 hours after recovery of spontaneous circulation (ROSC) after cardiac arrest.


A Continuous Objective Shivering Monitor During Targeted Temperature Management After Cardiac Arrest, Richard R. Riker, Erica Schlichting, David Seder, Mary Weatherbee, David J Gagnon, Teresa May May 2024

A Continuous Objective Shivering Monitor During Targeted Temperature Management After Cardiac Arrest, Richard R. Riker, Erica Schlichting, David Seder, Mary Weatherbee, David J Gagnon, Teresa May

Costas T. Lambrew Research Retreat 2024

Background:

• Shivering during targeted temperature management (TTM) after cardiac arrest is stressful and linked to cerebral metabolic crisis.

• Few publications report shivering incidence, timing, or severity during TTM, and shivering treatment recommendations conflict.

• To evaluate multimodal shivering assessments, we studied patients during TTM managed with surface cooling, moderate analgosedation, surface counterwarming, and intermittent neuromuscular blockade (NMB) and evaluated surface electromyographic (EMG) power in decibels using the Medtronic bispectral index (BIS) monitor.


Risky Business: Creating A Process To Review Accuracy Of American Society Of Anesthesia (Asa) Classification And To Improve Overall Quality Risk Adjustment Of Surgical Patients, Jane Kinney, Sonja Orff, Robyn Begin, Nicholas Flavin, Eira Hyrkas, Christopher Adams, Ian Neilson May 2024

Risky Business: Creating A Process To Review Accuracy Of American Society Of Anesthesia (Asa) Classification And To Improve Overall Quality Risk Adjustment Of Surgical Patients, Jane Kinney, Sonja Orff, Robyn Begin, Nicholas Flavin, Eira Hyrkas, Christopher Adams, Ian Neilson

Costas T. Lambrew Research Retreat 2024

Through interdisciplinary education and the creation of an audit process, we have observed a 30.6% reduction in the number of ASA assignment misclassifications.


The Association Of Season Of Surgery And Patient Reported Outcomes Following Total Hip Arthroplasty, Catherine M. Call, Andrew Lachance, Zachary Radford, Henry Stoddard, Callahan Sturgeon, George Babikian, Adam Rana, Brian J. Mcgrory May 2024

The Association Of Season Of Surgery And Patient Reported Outcomes Following Total Hip Arthroplasty, Catherine M. Call, Andrew Lachance, Zachary Radford, Henry Stoddard, Callahan Sturgeon, George Babikian, Adam Rana, Brian J. Mcgrory

Costas T. Lambrew Research Retreat 2024

Introduction

• Understanding the impact of situational variables on surgical recovery can improve outcomes in total hip arthroplasty (THA).

• Literature examining hospital outcomes by season remains inconclusive, with limited focus on patient experience.

• The aim of this study was to investigate if there were differences in hospital and patient-reported outcomes measures (PROMS) after THA depending on the season in an area with 4 distinct seasons.


Healthcare Enabled By Artificial Intelligence In Real-Time, Felistas Mazhude, Robert S. Kramer, Qingchu Jin, Paul Terwilliger, Alan Hicks, Tyler Kelting, Douglas Sawyer, Jaime Rabb May 2024

Healthcare Enabled By Artificial Intelligence In Real-Time, Felistas Mazhude, Robert S. Kramer, Qingchu Jin, Paul Terwilliger, Alan Hicks, Tyler Kelting, Douglas Sawyer, Jaime Rabb

Costas T. Lambrew Research Retreat 2024

INTRODUCTION: The HEART (Healthcare Enabled by Artificial Intelligence in Real-Time) Project pioneers developing real-time machine learning (ML) predictive analytics to address the need to improve outcomes during recovery from open heart surgery. Our broad objective is to enhance patient outcomes by developing, validating and deploying predictive algorithms into the hands of clinical teams as an early warning and guidance system, allowing care teams an opportunity to be proactive.


Efficacy Of Curl Up Task As Abdominal Exercise Program For Diastasis Recti Abdominis, Wendy Chorny, Betsy K. Donahoe-Fillmore, Rio Harrelson, Laney Hulbert, Jessica Westerfield, Mary I. Fisher May 2024

Efficacy Of Curl Up Task As Abdominal Exercise Program For Diastasis Recti Abdominis, Wendy Chorny, Betsy K. Donahoe-Fillmore, Rio Harrelson, Laney Hulbert, Jessica Westerfield, Mary I. Fisher

University of Dayton Doctor of Physical Therapy Annual Research Symposium

Purpose/Hypothesis: The separation between the rectus abdominal muscles caused by a widening and thinning linea alba, called diastasis recti abdominis (DRA), contributes to impairments in strength of the abdominal and trunk muscles. DRA is most frequently observed during pregnancy and may recede after childbirth but can be present at 12 months or later after giving birth. The purpose of this study was to determine if a focused 12 or 24 week exercise program improves inter-rectus distance and abdominal strength in women who have given birth.

Number of Subjects: Forty-eight women 27-49 years (mean 37 years) were randomized into a 12 …


Understanding Inpatient Diagnostic Imaging Use In Children’S Hospitals To Prioritize Stewardship Efforts, Megan Collins, Matt Hall, John R. Stephens, Jessica Markham May 2024

Understanding Inpatient Diagnostic Imaging Use In Children’S Hospitals To Prioritize Stewardship Efforts, Megan Collins, Matt Hall, John R. Stephens, Jessica Markham

Posters

Background: Healthcare waste, including overuse of treatments or testing such as unnecessary diagnostic imaging, has estimated annual costs of over $760 billion in the United States. The most prevalent and costly imaging studies among hospitalized children are not known. Objective: To describe diagnostic imaging studies among hospitalized children with the highest prevalence, cost, rates of repetition, and hospital variation to help inform de-implementation efforts. Design/Methods: We performed a retrospective cohort study of children <18 years of age hospitalized from 1/1/2021 to 12/31/2022 across 45 hospitals in the Pediatric Health Information System. We identified all radiologic imaging for inpatient and observation encounters using billing codes. We grouped images by modality and body location, and excluded images classified as other/unspecified body location. The intraclass correlation coefficient was used to measure variation across hospitals in imaging use after adjusting for age and severity. Higher numbers indicate a higher degree of variation. Results: We identified 1,523,343 encounters; 59.1% had diagnostic imaging (Table 1). The most prevalent diagnostic imaging studies were chest x-ray (XR), abdominal XR, and echocardiogram. The images most frequently repeated were chest XR, echocardiogram, and abdominal XR. The costliest individual diagnostic imaging studies were echocardiogram, chest XR, and head/brain MRI (Table 2). Although chest XR was among the least expensive imaging modalities per unit cost, given the high prevalence of use and repeat use it was one of the costliest tests overall. Head US, interventional XR, and abdominal US had the highest variability of use between hospitals (Table 2, Figure). Conclusion(s): Chest XR and echocardiograms were among the most prevalent, costly, and frequently repeated imaging studies. Abdominal XR, abdominal ultrasound, bone/joint XR, head/brain CT, and head/brain MRI were high in both prevalence and cost among hospitalized children. Five of the 10 most commonly used imaging techniques and four of the 10 most commonly repeated imaging techniques expose children to ionizing radiation. These results could help identify areas that should be targeted to reduce radiation exposure, improve care, and decrease costs for hospitalized children.


Increasing Equitable Access To Pediatric Specialty Care In Maine Through Implementation Of Econsults, David Ireland, Rachel Rockers, Sarah M. Gabrielson, Anya K. Cutler, Laura J. Faherty, Genevieve Whiting May 2024

Increasing Equitable Access To Pediatric Specialty Care In Maine Through Implementation Of Econsults, David Ireland, Rachel Rockers, Sarah M. Gabrielson, Anya K. Cutler, Laura J. Faherty, Genevieve Whiting

Costas T. Lambrew Research Retreat 2024

Introduction

•Barriers to accessing pediatric specialty care exist for many and are not experienced equally by all.

•eConsults are an asynchronous provider-provider referral modality to obtain low-barrier specialist input in place of some face-to-face (F2F) visits.

•We evaluated sociodemographic factors associated with referral to and receipt of specialist input before and after eConsult implementation at MaineHealth to examine equity implications.


Variations Exist In Hospital And Patient-Reported Outcomes Following Total Hip Arthroplasty According To Biological Sex, Catherine Call, Andrew Lachance, Thomas Zink, Henry Stoddard, Callahan Sturgeon, George Babikian, Adam Rana, Brian J. Mcgrory May 2024

Variations Exist In Hospital And Patient-Reported Outcomes Following Total Hip Arthroplasty According To Biological Sex, Catherine Call, Andrew Lachance, Thomas Zink, Henry Stoddard, Callahan Sturgeon, George Babikian, Adam Rana, Brian J. Mcgrory

Costas T. Lambrew Research Retreat 2024

Introduction

• The effect of biological sex on the outcomes of THA remains unclear.

• Average combined data may mask sex-related variation and obscure clinically relevant differences in outcomes.


An Exploratory Study Investigating The Potential Application Of Coping Strategies For Pain Used By Athletes And Their Potential Application To Patients Dealing With Chronic Pain, Joseph D. Harrington, Bs, Erika L. Manning, Phd, Md, Mph, Robert J. Diecidue, Dmd, Md, Mba, Msph May 2024

An Exploratory Study Investigating The Potential Application Of Coping Strategies For Pain Used By Athletes And Their Potential Application To Patients Dealing With Chronic Pain, Joseph D. Harrington, Bs, Erika L. Manning, Phd, Md, Mph, Robert J. Diecidue, Dmd, Md, Mba, Msph

Department of Oral and Maxillofacial Surgery Posters

Abstract

  • High-level athletes often have elevated tolerance for experimental pain methods.1
  • Research has not focused on the specific mechanisms behind this.
  • The current study was designed to assess the potential role of coping strategies in this elevated pain tolerance - Phase 2 will examine if they can be taught to chronic orofacial pain patients.
  • During Phase 1, the Coping Strategies Questionnaire2 was modified for athletes and was distributed to 50 athletes to assess how athletes dealt with pain.
  • In comparison to TMD patients, more of the athletes reported that they chose to ignore or reinterpret the pain, or …


May 2024, Swosu Bulldog Wellness Committee May 2024

May 2024, Swosu Bulldog Wellness Committee

SWOSU BULLDOG WELLNESS

May is Mental Health Awareness Month

  • 1 in 5 U.S. adults experience a mental health condition each year.
  • You are not alone on your mental health journey.
  • Mental illness affects more than 50 million people in the U.S.


Effectiveness Of A Talocrural Joint Mobilization On Restricted Dorsiflexion: A Time Series Intervention Analysis, Carly Archambeau, Ceili Kacmarcik, Camryn Yacks May 2024

Effectiveness Of A Talocrural Joint Mobilization On Restricted Dorsiflexion: A Time Series Intervention Analysis, Carly Archambeau, Ceili Kacmarcik, Camryn Yacks

University of Dayton Doctor of Physical Therapy Annual Research Symposium

Purpose/Hypothesis: Restricted ankle dorsiflexion (DF) mobility is a common musculoskeletal impairment. For intervention, ankle joint mobilizations are often utilized to address restricted DF. Interestingly, no studies have investigated the short-term effect duration of a joint mobilization intervention on restricted DF. Therefore, the purpose of this study was to observe the initial effectiveness and effect duration of a DF mobilization treatment. DF measures included both a static inclinometer-based weight-bearing lunge test (WBLT) as well as dynamic 3D motion capture-based peak ankle DF during a forward step down (FSD) task. We hypothesized that both measures would increase post-mobilization and fade to baseline …


The Use And Accuracy Of Millimeter Wave Radar And Machine Learning For Gait Classification And Monitoring, Mubarak Alanazi, Abdullah Alhazmi, Vamsy Chodavarapu, Kurt Jackson, Meghan Brown, Kara Gnau, Shannon Thiel May 2024

The Use And Accuracy Of Millimeter Wave Radar And Machine Learning For Gait Classification And Monitoring, Mubarak Alanazi, Abdullah Alhazmi, Vamsy Chodavarapu, Kurt Jackson, Meghan Brown, Kara Gnau, Shannon Thiel

University of Dayton Doctor of Physical Therapy Annual Research Symposium

Purpose/hypothesis: The ability to monitor human activity remotely may be useful in providing telerehabilitation and measuring real-world rehabilitation outcomes. Current methods of activity monitoring have significant limitations (cost, privacy, ease of use) that can limit their benefit and widespread use. Recent advances in machine learning (ML) and millimeter wave radar (MWR) have allowed for the development of a cost effective and simple way to monitor human movement continuously and remotely while maintaining reasonable privacy. The purpose of this study was to test the ability of ML and MWR to accurately classify and monitor different types of human activity including different …