Other Medicine and Health Sciences Commons^™

Caregiver Perspectives On The Daily Function Of People Living With Hnrnph2-Related Neurodevelopmental Disorder: Developing A Conceptual Model, Rachel Salazar

Seton Hall University Dissertations and Theses (ETDs)

Introduction: Neurodevelopmental disorders are a group of conditions that start in childhood and lead to impairments in functioning. HNRNPH2-related neurodevelopmental disorder is an ultra-rare disorder in which individuals present with cognitive, behavioral, language and motor function impairments that often leads to reliance on their caregivers. Existing conceptual models of neurodevelopment are not specific to this ultra rare disorder and do not highlight the caregiver impact of living with HNRNPH2-related neurodevelopmental disorder.

Purpose: The purpose of this study is to understand the caregiver perspective on the everyday functioning of people living with HNRNPH2-related neurodevelopmental disorder to generate a …

Autosomal Dominant Optic Atrophy Plus Syndrome, Aaron W. Case Od, Lovelee E. Sayomac Od, Matthew J. Anderson Od

Optometric Clinical Practice

Background: Dominant optic atrophy (DOA) is the most commonly encountered hereditary optic neuropathy in clinical practice and is the result of a mutation in the OPA1 or OPA3 genes encoding mitochondrial membrane proteins. The resultant mitochondrial dysfunction causes a distinct set of ophthalmic findings and may progress to extra-ocular systems known as OPA plus syndrome. We present a case of late-onset OPA plus syndrome encompassing both typical ophthalmic findings and the rarer extra-ocular findings. Case Report: A 41 year-old Caucasian male presents for a second opinion regarding a previously diagnosed traumatic optic neuropathy. Examination revealed decreased best-corrected acuities, …

Exploration Of Burnout, Emotional Thriving, And Emotional Recovery In An Academic Medical Center: A Mixed Methods Quality Improvement Project, Roxana Naderi, Katherine T. Morrison, Zuzanna Czernik, James E. Carter Jr, Katherine N. Dickerman, Alexandra Gallant, Lara Kirkbride-Romeo, Lauren Mcbeth, Angela Keniston, Kristin M. Jensen

Journal of Wellness

Introduction: Healthcare provider burnout, an indicator of wellbeing, impacts patient safety, provider distress, and employee turnover. In this mixed methods, multi-site quality improvement study conductedpandemic, we assessed employee wellbeing in a large clinical department.

Methods: Wellbeing surveys were sent electronically to Department of Medicine clinicians, researchers, administrators, and staff from August-September 2019 assessing perceptions of Burnout, Emotional Thriving (ET), and Emotional Recovery (ER). Qualitative responses were reviewed for themes using mixed inductive-deductive analysis. The initial coding was done by small teams with consensus obtained through large group discussions. This study was IRB-approved as non-human subjects research.

Results: Of the 671 …

The Effectiveness Of Serotonin And Tricyclic Antidepressants In Tinnitus Management: A Rapid Review, Dr. Emilie Vos, Dr. Nannette Nicholson, Melinda Johnson, Dr. Karah Gottschalk

Internet Journal of Allied Health Sciences and Practice

Background: Tinnitus can be defined as a health condition characterized by the perception of sound, either in the head and/or ears, in the absence of any external acoustic stimulus. Perception is often quantified by self-report, or the use of patient reported outcome measures (PROMs). The purpose of this rapid review was to evaluate the level and quality of evidence regarding the use of serotonin and norepinephrine reuptake inhibitors (SNRI), selective serotonin reuptake inhibitors (SSRI), and tricyclic antidepressants as measured by tinnitus patient-reported outcome measures (PROMs) and/or Visual Analog Scales (VAS). Methods: The Cochrane Rapid Review guidelines were followed. The PICO …

Machine Learning-Based Classification Of Chronic Traumatic Brain Injury Using Hybrid Diffusion Imaging, Jennifer Muller, Ruixuan Wang, Devon Middleton, Mahdi Alizadeh, Kichang Kang, Ryan Hryczyk, George Zabrecky, Chloe Hriso, Emily Navarreto, Nancy Wintering, Anthony J. Bazzan, Chengyuan Wu, Daniel A. Monti, Xun Jiao, Qianhong Wu, Andrew B. Newberg, Feroze Mohamed

Marcus Institute of Integrative Health Faculty Papers

BACKGROUND AND PURPOSE: Traumatic brain injury (TBI) can cause progressive neuropathology that leads to chronic impairments, creating a need for biomarkers to detect and monitor this condition to improve outcomes. This study aimed to analyze the ability of data-driven analysis of diffusion tensor imaging (DTI) and neurite orientation dispersion imaging (NODDI) to develop biomarkers to infer symptom severity and determine whether they outperform conventional T1-weighted imaging.

MATERIALS AND METHODS: A machine learning-based model was developed using a dataset of hybrid diffusion imaging of patients with chronic traumatic brain injury. We first extracted the useful features from the hybrid diffusion imaging …

Development Of A Definition Of Postacute Sequelae Of Sars-Cov-2 Infection, Tanayott Thaweethai, Sarah E. Jolley, Elizabeth W. Karlson, Emily B. Levitan, Bruce Levy, Grace A. Mccomsey, Lisa Mccorkell, Girish N. Nadkarni, Sairam Parthasarathy, Upinder Singh, Tiffany A. Walker, Caitlin A. Selvaggi, Daniel J. Shinnick, Carolin C. M. Schulte, Rachel Atchley-Challenner, Recover Consortium Authors, Leora I. Horwitz, Andrea S. Foulkes

Saha Cardiovascular Research Center Faculty Publications

IMPORTANCE SARS-CoV-2 infection is associated with persistent, relapsing, or new symptoms or other health effects occurring after acute infection, termed postacute sequelae of SARS-CoV-2 infection (PASC), also known as long COVID. Characterizing PASC requires analysis of prospectively and uniformly collected data from diverse uninfected and infected individuals.

OBJECTIVE To develop a definition of PASC using self-reported symptoms and describe PASC frequencies across cohorts, vaccination status, and number of infections.

DESIGN, SETTING, AND PARTICIPANTS Prospective observational cohort study of adults with and without SARS-CoV-2 infection at 85 enrolling sites (hospitals, health centers, community organizations) located in 33 states plus Washington, DC, …

Prefrontal Activation During Inhibition Of A Balance Recovery Step, Ezinne Abugu

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

The ability to quickly step is an important strategy to avoid a fall. However, real-world settings often constrain a stepping path. Such constraints necessitate response inhibition to prevent an inappropriate step and select a new course of action to ultimately recover balance. The present study investigated neural mechanisms that underlie this ability to stop a highly automatic balance recovery step. In the field of cognitive neuroscience, response inhibition has typically been researched using focal hand reaction tasks performed by seated participants. This approach combined with neuroimaging has revealed a neural stopping network, which includes the right Inferior Frontal Gyrus (right …

Limitations Of Telemedicine Vs. Face-To-Face Eye Examination In A Patient With New Headaches, Joseph Hallak, Od, Danielle Kalberer, Od

Optometric Clinical Practice

Background: During the emergence and rise of COVID-19, precaution directives and limitations on in-person eye examinations re-routed a significant portion of care to telemedicine and virtual modalities. While these technologies allowed for healthcare communications that otherwise could not occur during such trying times, there are major limitations to these sanctioned applications. This report will present a seemingly benign case that could have easily been re-routed from an in-person examination to a telemedicine version due to the patient’s seemingly “routine” vision complaints.

Case Report: A 50-year-old male patient contacted the eye clinic with a complaint of a minor, new, unexplained headache …

Pre-Transplant Evaluation Period Efficiency Through The Use Of An Electronic Scheduling Template, Christy Dawn Byrd

Student Scholarly Projects

Practice Problem: Candidacy for transplant evaluation is a complex and lengthy evaluation process. Delays in National Organ Registry have significant unfavorable impacts on patient outcomes as 22 people a day die awaiting a lifesaving treatment. Operational efficiencies can improve the pre-transplant evaluation period and significantly improve patient outcomes.

PICOT: In an outpatient transplant clinic (P), will leveraging an evidence-based scheduling template (I) compared to the current practice of first available appointment (C) reduce the evaluation period by 66% from a 3–4-week evaluation to a 1-week evaluation resulting in expedited listing on the National Organ Registry (O), when applied over …

Modeling And Analysis Of The Intrinsic Cardiac Nervous System In Closed-Loop Cardiovascular Control, Michelle M. Gee, Abraham M. Lenhoff, James S. Schwaber, Babatunde A. Ogunnaike, Rajanikanth Vadigepalli

Department of Pathology, Anatomy, and Cell Biology Faculty Papers

The baroreceptor reflex is a multi-input, multi-output physiological control system that regulates short-term blood pressure by modulating nerve activity between the brainstem and the heart. The computational model by Park et al. (2020) is the most recent iteration in our exploration of the system. However, the contributions of”the little brain of the heart”, the intrinsic cardiac nervous system (ICN), to local control of the heart and to the integration of sensory information is unknown and has been overlooked in previous models. We have incorporated a high-fidelity representation of the ICN into a model of the baroreceptor reflex based on anatomical, …

A Lifestyle Management Coaching Intervention For Fear Of Cancer Recurrence In Young Breast Cancer Survivors, Lisa R. Murphy

DNP Research Projects

Abstract

Objective: A significant challenge facing young breast cancer (BC) survivors is learning how to manage fear of cancer recurrence (FCR) during survivorship. Limited tailored FCR interventions and age-appropriate support exist. This Doctor of Nursing (DNP) project, based upon best practice guidelines, aimed to evaluate how a Lifestyle Management Coaching Intervention (LMCI) could help young female BC survivors learn how to decrease and manage their FCR more effectively and experience improved health outcomes.

Method: Eligible participants were female BC survivors aged 18-59 with Stage I-III BC demonstrating elevated baseline FCR screening scores during the extended survival period recruited from the …

Modified Early Warning Scoring (Mews) Versus Epic Deterioration Index (Edi): Battle Royale For Which Has The Best Patient Outcomes In The Inpatient Setting, Dirk A. Church

DNP Projects

Abstract

Background: The increased workload bedside nurses face today requires new tools to assist with the identification of deteriorating patients during hospitalization. The Modified Early Warning Score (MEWS) tool has formed the background of early warning tools. Newer, more complex tools, like Epic’s Deterioration Index (EDI), have been developed to identify patient deterioration earlier. There is lack of evidence in the literature comparing different early warning tools, implementation, and patient outcomes.

Objective: The purpose of the study was to examine models for EWS notification for RRT and patient outcomes between the use of the MEWS and EDI in an adult, …

Injuries In Manual And Mechanical Cpr, Macon Spruill, Malik Bangura

Physician Assistant Capstones, 2020-current

Objective: To compare the rate of injuries during cardiopulmonary resuscitation (CPR) using manual versus mechanical chest compressions with the Lund University Cardiopulmonary Assist System (LUCAS™).

Design: Systematic literature review

Methods: We investigated the use of 2 different CPR methods, manual and mechanical, in order to determine if one was more likely to cause injury in individuals during a cardiac arrest. PubMed searches were conducted using the terms “cardiopulmonary resuscitation,” “adverse effect,” “classification,” “method,” “mortality,” “statistical and numerical data,” “trends,” “complication,” “epidemiology,” and “etiology.” Studies were excluded if they took place before the year 2000, included individuals under 18 …

Comparison Of A Dynamic Ankle Orthosis To A Walking Boot For Preserving Ankle Joint Motion And Reducing Tibial Bone Load And Strain, Perri Johnson Jr.

Theses and Dissertations (ETD)

Tibial stress fractures are a common overuse injury accounting for 21.9 – 69% of stress fractures among runners and 24 – 51.2% of stress fractures in military cadets. Current treatment involves wearing a walking boot for 3 – 12 weeks, which limits ankle motion and causes lower limb muscle atrophy. A Dynamic Ankle Orthosis (DAO) provided a distractive force that offloaded the ankle and retained sagittal ankle excursion during walking. It remains unclear how tibial loading is affected by a walking boot or the DAO. This thesis presents a feasibility study confirming the offloading effects of the DAO on tibial …

Seeing The Big Picture: System Architecture Trends In Endoscopy And Led-Based Hyperspectral Subsystem Intergration, Craig M. Browning

Graduate Theses and Dissertations (2019 - present)

Early-stage colorectal lesions remain difficult to detect. Early development of neoplasia tends to be small (less than 10 mm) and flat and difficult to distinguish from surrounding mucosa. Additionally, optical diagnosis of neoplasia as benign or malignant is problematic. Low rates of detection of these lesions allow for continued growth in the colorectum and increased risk of cancer formation. Therefore, it is crucial to detect neoplasia and other non-neoplastic lesions to determine risk and guide future treatment. Technology for detection needs to enhance contrast of subtle tissue differences in the colorectum and track multiple biomarkers simultaneously. This work implements one …

Effects Of Expiratory Muscle Strength Training On Oropharyngeal Swallow Physiology In Persons With Obstructive Sleep Apnea (Osa): A Pilot Study, Ankita Murlidhar Bhutada

Graduate Theses and Dissertations (2019 - present)

Obstructive sleep apnea (OSA) is characterized by frequent narrowing of the upper airway during sleep. The estimated prevalence of swallowing impairments (dysphagia) in OSA patients ranges up to 80% and comprises approximately 50% of the caseload of practicing speech-language pathologists in the United States. Despite the high prevalence of dysphagia, there is a paucity of evidence supporting behavioral intervention(s) for ameliorating swallowing impairments in OSA. This pilot study assessed oropharyngeal swallowing physiology in persons with OSA and the feasibility and acceptability of a behavioral dysphagia intervention that specifically targets upper airway musculature – Expiratory Muscle Strength Training (EMST). A total …

A Reactivation Of Ocular Toxoplasmosis During Pregnancy, Brett Garee Od, Ms, Sarah Dieter Od, Pete Liette Od

Optometric Clinical Practice

Background: Toxoplasma gondii is a parasite estimated to affect over 500 million people worldwide. The feline is the definitive host for the parasite and infection may be acquired or congenital via maternal transmission. Humans may acquire the infection by ingestion of raw or undercooked meats and vegetables, contaminated water, or exposure to infected cat feces. The infection is often benign, self-limiting, and asymptomatic for humans, but potentially life threatening to infants or the immunocompromised patient.

Case Report: A 22 year-old Caucasian female, pregnant at 12 weeks gestation, presented to the optometry service with acute symptoms of hazy vision …

Creating And Implementing A Principal Investigator Tool Kit For Enhancing Accrual To Late Phase Clinical Trials: Development And Usability Study., Kristin A Higgins, Alexandra Thomas, Nancy Soto, Rebecca Paulus, Thomas J George, Thomas B Julian, Sharon Hartson Stine, Merry Jennifer Markham, Maria Werner-Wasik

Kimmel Cancer Center Faculty Papers

BACKGROUND: Accrual to oncology clinical trials remains a challenge, particularly during the COVID-19 pandemic. For late phase clinical trials funded by the National Cancer Institute, the development of these research protocols is a resource-intensive process; however, mechanisms to optimize patient accrual after trial activation are underdeveloped across the National Clinical Trial Network (NCTN). Low patient accrual can lead to the premature closure of clinical trials and can ultimately delay the availability of new, potentially life-saving therapies in oncology.

OBJECTIVE: The purpose of this study is to formally create an easily implemented tool kit of resources for investigators of oncology clinical …

Evaluation Of Residual Antibacterial Effects On Canine Skin Surface And Hairs Following Treatment With Five Commercial Mousse Products Against Staphylococcus Pseudintermedius In Vitro, Chi-Yen Wu

LSU Master's Theses

Topical products are essential treatments for canine superficial bacterial folliculitis. However, studies for commercial products typically evaluate antibacterial effects on hairs rather than the skin surface. In addition, the interference from the hair length has not been evaluated in these studies. Therefore, the study objective for this study was to evaluate the residual antibacterial effects of five mousse products, (1) 2% chlorhexidine and 2% miconazole, (2) 0.05% phytosphingosine, (3) 2% salicylic acid and 10% ethyl lactate, (4) 3% chlorhexidine and 0.5% climbazole, and (5) 2% chlorhexidine and 1% ketoconazole on both the skin surface and hairs in both short- and …

Development Of A Community Hospital Medicine Affiliated Inpatient Rotation For Family Medicine Residents - A Collaborative Success, David M. Gallagher, Anthony J. Viera, William E. Bynum, Poonam Sharma, John W. Ragsdale, Jeffrey Eschbach, Lalit Verma

Journal of Community Hospital Internal Medicine Perspectives

Background: Hospitalists perform key roles as inpatient educators for family medicine residents. For the past decade, Duke University Family Medicine Residency Program had its inpatient family medicine resident rotation at non-Duke facilities.

Objective: The authors describe the steps taken in 2020 to develop an inpatient Duke family medicine rotation at a North Carolina community hospital, Duke Regional Hospital, and provide outcomes data.

Methods: Duke Family Medicine Residency and Duke Regional Hospital Medicine collaborated in addressing key issues to develop an inpatient rotation for family medicine residents. Performance metrics of patients cared for by both the family medicine inpatient resident team …

Adapting And Responding To A Pandemic: Patient And Family Advisory Councils In Children's Hospitals During Covid-19, Pam Dardess, Deborah L. Dokken, Ndidi I. Unaka, Jesse Hsu, Mindy Hoang, Andrew F. Beck, Beverley H. Johnson

Patient Experience Journal

This mixed-methods study investigated the effects of the COVID-19 pandemic on Patient and Family Advisory Councils (PFACs) within children’s hospitals in the United States. Specifically, the study sought to understand how PFACs adapted operations as a result of the COVID-19 pandemic, how patient and family advisors (PFAs) were engaged in the response to COVID-19, and the intersection of the COVID-19 pandemic with PFAC diversity, equity, and inclusion. The study consisted of a survey distributed to 228 children’s hospitals, with a 73% response rate, and in-depth interviews with selected survey respondents (n=12). While COVID-19 temporarily disrupted PFAC operations and forced rapid …

Professional Quality Of Life In Respiratory Therapists: A Cross-Sectional Study Of The Prevalence And Predictors For Compassion Satisfaction, Burnout, And Secondary Traumatic Stress, Sarah Pehlke

Graduate Theses, Dissertations, and Capstones

Background: Research on professional quality of life (QOL) variables in healthcare providers proliferated following the onset of the COVID-19 pandemic. Evidence suggests that caregiving careers have positive and negative effects (Beck, 2011). Insufficient research describes these effects in respiratory therapists (RTs), a group of healthcare practitioners who often work in high-stress situations and provide care to high-acuity patient populations.

Purpose: This study evaluated the prevalence and predictors of professional QOL factors, compassion satisfaction (CS), burnout, and secondary traumatic stress (STS), in staff RTs in the United States.

Methods: RTs were invited to participate in a cross-sectional survey evaluating demographics, workplace …

Vestibular Rehabilitation For Peripheral Vestibular Hypofunction: An Updated Clinical Practice Guideline From The Academy Of Neurologic Physical Therapy Of The American Physical Therapy Association, Courtney D Hall, Susan J Herdman, Susan L Whitney, Eric R Anson, Wendy J Carender, Carrie W Hoppes, Stephen P Cass, Jennifer B Christy, Helen S Cohen, Terry D Fife, Joseph M Furman, Neil T Shepard, Richard A Clendaniel, J Donald Dishman, Joel A Goebel, Dara Meldrum, Cynthia Ryan, Richard L Wallace, Nakia J Woodward

Faculty, Staff and Students Publications

BACKGROUND: Uncompensated vestibular hypofunction can result in symptoms of dizziness, imbalance, and/or oscillopsia, gaze and gait instability, and impaired navigation and spatial orientation; thus, may negatively impact an individual's quality of life, ability to perform activities of daily living, drive, and work. It is estimated that one-third of adults in the United States have vestibular dysfunction and the incidence increases with age. There is strong evidence supporting vestibular physical therapy for reducing symptoms, improving gaze and postural stability, and improving function in individuals with vestibular hypofunction. The purpose of this revised clinical practice guideline is to improve quality of care …

The Individualized Education Program (Iep) Team As Interprofessional Health Care Team: Team Members' And Pediatric Residents' Perceptions, Tara Minor

Graduate Theses, Dissertations, and Capstones

Background: Interprofessional health care teams have been widely studied. Neglected in the discussion of interprofessional health care teams, however, are Individualized Education Program (IEP) teams, despite their integral connection to children's health care. This study explored the concept of IEP teams as interprofessional health care teams by examining how IEP members, including pediatricians, conceptualize individuals' team roles and whether a simulated IEP meeting affects pediatric residents' attitudes about the interprofessional nature of and their roles on IEP teams.

Methods: Pediatric residents (n=18) from a large, urban academic medical center participated in a simulated IEP meeting. Quantitative data from the Interprofessional …

Senior Academic Ranks In Us Anesthesiology Programs: Differences Between Women And Men And Examination Of Independent Factors For Success, Brenda Lee, Farhad Zahedi, Ina Zaimi, Roman Schumann

Journal of Maine Medical Center

Introduction: Gender equality among faculty is a challenge in academic medicine, including anesthesiology. We investigated the likelihood that several factors were associated with academic success in the United States (US), defined as having achieved a senior academic rank (SAR) in a US anesthesiology training program.

Methods: We collected data available on the Internet on 131 anesthesiology programs, including faculty academic rank, gender, number of faculty, graduate status from an American medical school, fellowship training status, number of residents, number of program fellowships, and geographic location. SAR was defined as either associate professor or professor. Data were analyzed with logistic regression. …

Multi-Modality Automatic Lung Tumor Segmentation Method Using Deep Learning And Radiomics, Siqiu Wang

Theses and Dissertations

Delineation of the tumor volume is the initial and fundamental step in the radiotherapy planning process. The current clinical practice of manual delineation is time-consuming and suffers from observer variability. This work seeks to develop an effective automatic framework to produce clinically usable lung tumor segmentations. First, to facilitate the development and validation of our methodology, an expansive database of planning CTs, diagnostic PETs, and manual tumor segmentations was curated, and an image registration and preprocessing pipeline was established. Then a deep learning neural network was constructed and optimized to utilize dual-modality PET and CT images for lung tumor segmentation. …

Investigating The Uncertainties In Ct Non-Small Cell Lung Cancer Radiomics, Gary Ge

Theses and Dissertations--Radiation Medicine

Radiomics is a technique that extracts quantitative features, termed radiomic features, from medical images using data-characterization algorithms. These radiomic features can be used to identify tissue characteristics and radiologic phenotyping that are not observable by clinicians in a non-invasive, low-cost manner, potentially generating image biomarkers for clinical decision. To date, there are still many uncertainties involved in radiomics which limit its clinical implementation. Herein, we propose to explore the impact of each component in the radiomics pipeline on predicting clinical outcomes. In Chapter II, we conduct a thorough review of CT lung cancer radiomics studies to examine the typical feature …

Exploiting Modulation Of The Blood-Brain And Blood-Tumor Barrier Permeability By Translational Focused Ultrasound For Therapeutic Delivery To Cns Metastases, Tasneem A. Arsiwala

Graduate Theses, Dissertations, and Problem Reports (ETD)

Transcranial low-intensity focused ultrasound is a unique technology to modulate the integrity of tight endothelial junctions and transiently increase BBB/BTB permeability to enhance therapeutic delivery. Despite promising early studies, present literature lacks agreement on key experimental conditions, which restricts our knowledge and the technique's widespread translation. This dissertation first provides a critical review of the current gaps in knowledge regarding the universal use of LiFUS in preclinical and clinical use. We then identify key parameters for translational and predictable opening of the BBB using a 3T MRI coupled with a clinical device. Our investigation highlights that passive permeability of the …

Utilizing Virtual Reality Goggles During Pediatric Laceration Repairs To Reduce Perceived Pain In Pediatric Patients, Emily C. Bozzer

Graduate Theses/Dissertations

In pediatric emergency departments, several providers assess pediatric patients in need a laceration repair, require procedural sedation in order to ensure compliance and complete the laceration repair. This study explored one safe alternative to procedural sedation during pediatric laceration repairs by assessing what pain scores pediatric patients report when undergoing a laceration repair utilizing virtual reality goggles. Pediatric patients ages 6-17 years old perceived pain scores utilizing FACES pain scale was documented. This study found a majority of patients reported lower pain scores during the laceration repair in comparison to their baseline pain score.

Likely Community Transmission Of Covid-19 Infections Between Neighboring, Persistent Hotspots In Ontario, Canada, Ben C. Shirley, Eliseos J. Mucaki, Peter Rogan

Biochemistry Publications

Introduction: This study aimed to produce community-level geo-spatial mapping of confirmed COVID-19 cases in Ontario Canada in near real-time to support decision-making. This was accomplished by area-to-area geostatistical analysis, space-time integration, and spatial interpolation of COVID-19 positive individuals.
Methods: COVID-19 cases and locations were curated for geostatistical analyses from March 2020 through June 2021, corresponding to the first, second, and third waves of infections. Daily cases were aggregated according to designated forward sortation area (FSA), and postal codes (PC) in municipal regions Hamilton, Kitchener/Waterloo, London, Ottawa, Toronto, and Windsor/Essex county. Hotspots were identified with area-to-area tests including Getis-Ord Gi*, Global …