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Barriers To Postpartum Depression Treatment: Availability And Accessibility Of Maternal Behavioral Health-Inclusive Support Groups For Low-Income Populations, Radhika S. Venkatesan 2025 University of Central Florida

Barriers To Postpartum Depression Treatment: Availability And Accessibility Of Maternal Behavioral Health-Inclusive Support Groups For Low-Income Populations, Radhika S. Venkatesan

Honors Undergraduate Theses

The maternal health crisis is a prevalent and concerning issue in the United States. The lack of efficient availability and accessibility to health care services plays a significant role in augmenting this problem. One health care service that is often understudied is support groups, for prevalent issues like postpartum depression. Considering the socioeconomic burdens of low-income mothers, this paper analyzed the accessibility and availability of maternal health support groups across counties in Florida, with varying amounts of individuals below the federal poverty level (%BPL). Essentially, Florida counties were divided into one of four categories depending on their %BPL. A Fisher’s …


General Kernel Machine Methods For Multi-Omics Integration And Genome-Wide Association Testing With Related Individuals, Amarise Little, Ni Zhao, Anna Mikhaylova, Angela Zhang, Wodan Ling, Florian Thibord, Andrew D. Johnson, Laura M. Raffield, Joanne E. Curran, John Blangero 2025 The University of Texas Rio Grande Valley

General Kernel Machine Methods For Multi-Omics Integration And Genome-Wide Association Testing With Related Individuals, Amarise Little, Ni Zhao, Anna Mikhaylova, Angela Zhang, Wodan Ling, Florian Thibord, Andrew D. Johnson, Laura M. Raffield, Joanne E. Curran, John Blangero

School of Medicine Publications

Integrating multi-omics data may help researchers understand the genetic underpinnings of complex traits and diseases. However, the best ways to integrate multi-omics data and use them to address pressing scientific questions remain a challenge. One important and topical problem is how to assess the aggregate effect of multiple genomic data types (e.g. genotypes and gene expression levels) on a phenotype, particularly while accommodating routine issues, such as having related subjects' data in analyses. In this paper, we extend an existing composite kernel machine regression model to integrate two multi-omics data types, while accommodating for general correlation structures amongst outcomes. Due …


Blood Biomarkers In Down Syndrome: Facilitating Alzheimer’S Disease Detection And Monitoring, Melissa E. Petersen, Lisi Flores-Aguilar, Elizabeth Head, Laia Montoliu-Gaya, Andre Strydom, Sarah E. Pape, Juan Fortea, Nicholas J. Ashton, Chinedu Udeh-Momoh, Sid E. O’Bryant, Dwight German, Florin Despa, Mark Mapstone, Henrik Zetterberg 2025 University of North Texas Health Science Center

Blood Biomarkers In Down Syndrome: Facilitating Alzheimer’S Disease Detection And Monitoring, Melissa E. Petersen, Lisi Flores-Aguilar, Elizabeth Head, Laia Montoliu-Gaya, Andre Strydom, Sarah E. Pape, Juan Fortea, Nicholas J. Ashton, Chinedu Udeh-Momoh, Sid E. O’Bryant, Dwight German, Florin Despa, Mark Mapstone, Henrik Zetterberg

Neurology Faculty Publications

Blood-based biomarkers continue to be explored for disease detection, monitoring of progression, and therapeutic outcomes as the diagnostic determination of Alzheimer’s Disease in Down Syndrome (DS-AD) remains challenging in clinical settings. This perspective highlights the current status of this effort. Overall, amyloid (A), tau (T), and neurodegeneration (AT[N]) blood-based biomarkers have been shown to increase with disease pathology for individuals with DS. Phosphorylated tau biomarkers (p-tau217, p-tau181) have been consistently shown to track disease progression for DS-AD and are likely good candidates for use in clinical settings. Biomarkers of inflammation (glial fibrillary acidic protein) also show promise; however, additional work …


Bones And Brains: The Association Between Osteoporosis And Depression, Mason Taylor 2025 University of Kentucky

Bones And Brains: The Association Between Osteoporosis And Depression, Mason Taylor

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

Introduction: Osteoporosis and depression are two public health problems that are increasing in prevalence. Previous studies have found a positive association between the two variables in women and men and women together, but there is a gap when looking at men. Therefore, it was important to investigate the odds of depression in men, women, and men and women together to make comparisons by sex.

Methods: 1,602 participants aged 65 and older were included in the study from the National Health and Nutrition Examination Survey (NHANES) 2017 – March 2020 Pre-Pandemic dataset. One unadjusted and seven adjusted models were created for …


How Sleep Disorders And Sleep Duration Impact Memory, Alexandria J. Sims 2025 University of Kentucky

How Sleep Disorders And Sleep Duration Impact Memory, Alexandria J. Sims

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

INTRODUCTION: Sleep duration and sleep disorders can cause changes in memory function as populations age. Previous studies have shown that disordered sleep is associated with increased risk of cognitive dysfunction and long and short sleep durations can cause memory impairment. This study studies aims to find if there is an association between sleep disorders and sleep duration and the impacts on memory.

METHODS: In this study, 3,478 participants aged 60 year and older from the National Health and Nutrition Examination Survey (NHANES) 2013-2014 dataset were included in adjusted and unadjusted models, comparing the sleep disorders and sleep duration exposures to …


Environmental And Behavioral Determinants Of Congenital Defects: An Ecologic Study In Kentucky, Amelia G. Floyd 2025 University of Kentucky

Environmental And Behavioral Determinants Of Congenital Defects: An Ecologic Study In Kentucky, Amelia G. Floyd

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

Congenital defects are a significant contributor to infant morbidity and mortality. The multifactorial etiology of such defects presents complex challenges for public health. This ecologic study investigates the association between environmental and behavioral exposures and congenital defects rates at the county level in Kentucky from 2010 to 2019. The Kentucky Department for Public Health, Office of Vital Statistics, provided all relevant defect data. County-level exposure data was collected from multiple sources.

Descriptive and geospatial analyses revealed substantial geographic variability, with notable high defect rates in northeastern Kentucky. Negative binomial regression models identified behavioral and socioeconomic factors to be the strongest …


Epidemiology Of Recurrent Herpes Labialis Among Dentistry Students: A Cross-Sectional Survey In Egypt, Sara Abdelwahed, Dalia Ghalwash, Al Hassan Diab 2025 The British University in Egypt

Epidemiology Of Recurrent Herpes Labialis Among Dentistry Students: A Cross-Sectional Survey In Egypt, Sara Abdelwahed, Dalia Ghalwash, Al Hassan Diab

Dentistry

Aim: Recurrent herpes labialis (RHL) is a common viral infection with significant psychosocial and clinical implications. Dental students are particularly vulnerable due to stress and frequent patient contact, yet data on their epidemiology in Egyptian cohorts are scarce. The study aimed to determine the prevalence, recurrence patterns, and associated risk factors of RHL among dentistry students in Egypt. Materials and Methods: A cross-sectional survey was conducted among 559 dentistry students at the British University in Egypt. A structured, self-administered questionnaire captured sociodemographic data, history of RHL episodes, frequency, severity, and triggering factors. Data were analyzed using descriptive statistics and Chi-square …


Clostridioides Difficile Infection Study Models And Prospectives For Probing The Microbe-Host Interface, Tatiana Zvonareva, David S. Courson, Erin B. Purcell 2025 Old Dominion University

Clostridioides Difficile Infection Study Models And Prospectives For Probing The Microbe-Host Interface, Tatiana Zvonareva, David S. Courson, Erin B. Purcell

Chemistry & Biochemistry Faculty Publications

Clostridioides difficile infection (CDI) is an urgent public health threat with a high rate of recurrence and limited treatment options. In vivo models have been indispensable in understanding CDI pathophysiology and establishing treatment protocols and continue to be essential in pre-clinal testing. More importantly, in vivo models offer the opportunity to probe the complex systemic host response to the microbe, which is impossible to recapitulate in vitro. Nonetheless, constraints related to the availability of animal models, cost, ethical considerations, and regulatory control limit their accessibility for basic research. Furthermore, physiological and habitual divergences between animal models and humans often result …


Rwanda's Natural Remedies: A Fresh Look At The Fight Against Malaria, Leandre Nsabimana Ndisanze 2025 Claremont Colleges

Rwanda's Natural Remedies: A Fresh Look At The Fight Against Malaria, Leandre Nsabimana Ndisanze

Pomona Senior Theses

Malaria remains one of the most devastating parasitic diseases globally, disproportionately affecting sub-Saharan Africa, where Rwanda continues to face high transmission rates and rising resistance to conventional interventions. Despite decades of control efforts, the emergence of drug-resistant Plasmodium falciparum and insecticide-resistant Anopheles mosquitoes threatens to reverse recent gains. This research responds to the urgent need for sustainable and culturally relevant alternatives by exploring the therapeutic potential of Rwandan traditional medicinal plants. These indigenous remedies, long used by local healers, offer an underexplored reservoir of bioactive compounds that may provide the basis for novel antimalarial drugs.

The central hypothesis of this …


Patterns Of Exclusive, Dual And Poly Tobacco Products Use Among Cancer Survivors In The United States, Ateeqa Ijaz, Miranda E. Gehris, Paul T. Harrell, Aditya Chakraborty, Rime Jebai, Wei Li, Olatokunbo Osibogun, Seyedeh Yasaman Alemohammad, Ziyad Ben Taleb, Ebbie Kalan 2025 Macon & Joan Brock Virginia Health Sciences at Old Dominion University

Patterns Of Exclusive, Dual And Poly Tobacco Products Use Among Cancer Survivors In The United States, Ateeqa Ijaz, Miranda E. Gehris, Paul T. Harrell, Aditya Chakraborty, Rime Jebai, Wei Li, Olatokunbo Osibogun, Seyedeh Yasaman Alemohammad, Ziyad Ben Taleb, Ebbie Kalan

Department of Pediatrics Faculty Publications

Purpose

Identifying tobacco products use (TPU) patterns among cancer survivors (CSs) is critical to optimize survivorship care. This study examines exclusive cigarette/e-cigarette, dual (two tobacco-products) and poly (≥ 3 tobacco-products) use among CSs (vs. no cancer history) and its sub-types: smoking-related-cancers (SRCs) vs. non-smoking-related cancers (NSRCs) while also exploring socio-demographic factors.

Methods

The study analyzed 86,551 adults from the 2021–2023 National Health Interview Survey, including 10,846 (9.7%) CSs. Participants were categorized and analyzed based on their CSs status and TPU patterns. Weighted logistic regression models assessed the relationship between TPU and CSs status while adjusting for socio-demographic characteristics.

Results

CSs …


Assessment Of Primary Malignancy Risk Following Initiation Of Biologic Therapy In Psoriasis Patients, Chunghwan Ro, Ana Ormaza Vera, Waleed Adawi, Alexander Yap, Clinton W. Enos 2025 Macon & Joan Brock Virginia Health Sciences at Old Dominion University

Assessment Of Primary Malignancy Risk Following Initiation Of Biologic Therapy In Psoriasis Patients, Chunghwan Ro, Ana Ormaza Vera, Waleed Adawi, Alexander Yap, Clinton W. Enos

Department Dermatology Faculty Publications

Limited evidence exists regarding the long-term oncologic safety of biologic therapies, particularly interleukin (IL)-17 inhibitors (IL-17i) and IL-23i, in the management of psoriasis. This propensity-score-matched retrospective-cohort study assessed the risk of developing a primary malignancy within 10-years following exposure to an FDA-approved biologic among psoriasis patients compared to biologic-naïve controls. After propensity-score-matching, 32,230 biologic-exposed patients were further grouped into cohorts of tumor necrosis factor inhibitors (TNFi, n=16,011), IL-23i (n=5,604), IL-12/23i (n=3,856), and IL-17i (n=5,467). During a 10-year period, TNFi-treated patients had a reduced risk of developing any primary malignancy compared to biologic-naïve psoriasis patients [HR 0.80(0.73-0.87)]. Similarly, a lower incidence …


Non-Profit Hospital Spending On Community Health Improvement: Catalysts, Impediments, And Opportunities In New York State, Isaac H. Michaels 2025 University at Albany, State University of New York

Non-Profit Hospital Spending On Community Health Improvement: Catalysts, Impediments, And Opportunities In New York State, Isaac H. Michaels

Electronic Theses & Dissertations (2024 - present)

This dissertation assesses the distribution and determinants of spending by non-profit hospitals in New York State on community health improvement services and community benefit operations. Utilizing the Social Ecological Model of Health, this study considers multiple levels of influence on this spending, including organizational and community characteristics. Using quantitative analysis, it examines cross-sectional, spatial, and longitudinal patterns in spending and identifies organizational and community-level factors influencing it. Qualitative analysis investigates operational factors affecting spending, including individual and interpersonal influences. The results of this mixed-methods study can inform hospital administrators, public health officials, policymakers, and communities in optimizing policies and decision-making …


Forecasting Covid-19 Cases, Hospital Admissions, And Deaths Based On Wastewater Sars-Cov-2 Surveillance Using Gaussian Copula Time Series Marginal Regression Model, Hueiwang Anna Jeng, Norou Diawara, Cynthia Jackson, Rekha Singh, Kyle Curtis, Raul Gonzalez, David Jurgens, Sasanka Adikari 2025 Macon & Joan Brock Virginia Health Sciences at Old Dominion University

Forecasting Covid-19 Cases, Hospital Admissions, And Deaths Based On Wastewater Sars-Cov-2 Surveillance Using Gaussian Copula Time Series Marginal Regression Model, Hueiwang Anna Jeng, Norou Diawara, Cynthia Jackson, Rekha Singh, Kyle Curtis, Raul Gonzalez, David Jurgens, Sasanka Adikari

Epidemiology, Biostatistics, & Environmental Health Faculty Publications

Modeling efforts are needed to predict trends in COVID-19 cases and related health outcomes, aiding in the development of management strategies and adaptation measures. This study was conducted to assess whether the SARS-CoV-2 viral load in wastewater could serve as a predictor for forecasting COVID-19 cases, hospitalizations, and deaths using copula-based time series modeling. SARS-CoV-2 RNA load in wastewater in Chesapeake, VA, was measured using the RT-qPCR method. A Gaussian copula time series (CTS) marginal regression model, incorporating an autoregressive moving average model and Gaussian copula function, was used as a forecasting model. Wastewater SARS-CoV-2 viral loads were correlated with …


Molecular Epidemiologic Studies Of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (Me/Cfs), Anil Kumar 2025 University at Albany, State University of New York

Molecular Epidemiologic Studies Of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (Me/Cfs), Anil Kumar

Electronic Theses & Dissertations (2024 - present)

Background: Myalgic encephalomyelitis (ME)/chronic fatigue syndrome (CFS) is a disabling multisystem complex disorder with no known etiology or approved treatment. Our studies aimed to assess the link between ME/CFS and autoimmune disease (AID) and cancer, and to identify potential biomarkers and biological mechanisms to further explore pathophysiology of this diseases.

Methods: All analyses were done using data from a case-control study of ME/CFS conducted by Dr. Roxana Moslehi and her collaborators. In our first study we estimated the cumulative incidences of AID and cancer among first degree relatives of 60 cases and 61 controls and compared cumulative …


Differences In Mental Health Outcomes In Immigrant Vs. U.S.-Born Populations In Urban Vs. Rural Areas In The United States, Zoë Gentles 2025 University at Albany, State University of New York

Differences In Mental Health Outcomes In Immigrant Vs. U.S.-Born Populations In Urban Vs. Rural Areas In The United States, Zoë Gentles

Electronic Theses & Dissertations (2024 - present)

Background

The immigration process to the United States creates distinct mental stressors. These stressors are influenced by socioeconomic factors including income, education level and insurance status. In rural America, these factors are intensified due to a poor healthcare infrastructure that is limited. This study examines the relationship between urban-rural residence and mental health outcomes among immigrants vs. native-born residents in the United States.

Methods

Data from the National Health Interview Survey (NHIS) from 2019 and 2022 were used to examine the relationship. The exposure of interest was place of birth, and the outcome of interest was the presence of clinically …


Longitudinal Host Transcriptional Responses To Sars-Cov-2 Infection In Adults With Extremely High Viral Load, Vasanthi Avadhanula, Chad J Creighton, Laura Ferlic-Stark, Divya Nagaraj, Yiqun Zhang, Richard Sucgang, Erin G Nicholson, Anubama Rajan, Vipin Kumar Menon, Harshavardhan Doddapaneni, Donna Marie Muzny, Ginger A Metcalf, Sara Joan Javornik Cregeen, Kristi Louise Hoffman, Richard A Gibbs, Joseph F Petrosino, Pedro A Piedra 2025 The Texas Medical Center Library

Longitudinal Host Transcriptional Responses To Sars-Cov-2 Infection In Adults With Extremely High Viral Load, Vasanthi Avadhanula, Chad J Creighton, Laura Ferlic-Stark, Divya Nagaraj, Yiqun Zhang, Richard Sucgang, Erin G Nicholson, Anubama Rajan, Vipin Kumar Menon, Harshavardhan Doddapaneni, Donna Marie Muzny, Ginger A Metcalf, Sara Joan Javornik Cregeen, Kristi Louise Hoffman, Richard A Gibbs, Joseph F Petrosino, Pedro A Piedra

Faculty, Staff and Students Publications

Current understanding of viral dynamics of SARS-CoV-2 and host responses driving the pathogenic mechanisms in COVID-19 is rapidly evolving. Here, we conducted a longitudinal study to investigate gene expression patterns during acute SARS-CoV-2 illness. Cases included SARS-CoV-2 infected individuals with extremely high viral loads early in their illness, individuals having low SARS-CoV-2 viral loads early in their infection, and individuals testing negative for SARS-CoV-2. We could identify widespread transcriptional host responses to SARS-CoV-2 infection that were initially most strongly manifested in patients with extremely high initial viral loads, then attenuating within the patient over time as viral loads decreased. Genes …


Bcg-Induced Dna Methylation Changes Improve Coronavirus Disease 2019 Vaccine Immunity Without Decreasing The Risk For Severe Acute Respiratory Syndrome Coronavirus 2 Infection, Santiago Carrero Longlax, Kent J Koster, Ashish M Kamat, Marisa Lozano, Seth P Lerner, Rebecca Hannigan, Tomoki Nishiguchi, Abhimanyu, Daanish Sheikh, Malik Ladki, Alexandra Portillo, Amrit Koirala, Tajhal D Patel, Zoe Spieler, Aaron B Benjamin, Maxim Lebedev, Theresa U Ofili, Robert W Hutchison, George Udeani, Lynne A Opperman, Gabriel Neal, Anna M Mandalakas, Mihai G Netea, Moshe Arditi, Pablo Avalos, Sandra L Grimm, Cristian Coarfa, Jeffrey D Cirillo, Andrew R DiNardo 2025 The Texas Medical Center Library

Bcg-Induced Dna Methylation Changes Improve Coronavirus Disease 2019 Vaccine Immunity Without Decreasing The Risk For Severe Acute Respiratory Syndrome Coronavirus 2 Infection, Santiago Carrero Longlax, Kent J Koster, Ashish M Kamat, Marisa Lozano, Seth P Lerner, Rebecca Hannigan, Tomoki Nishiguchi, Abhimanyu, Daanish Sheikh, Malik Ladki, Alexandra Portillo, Amrit Koirala, Tajhal D Patel, Zoe Spieler, Aaron B Benjamin, Maxim Lebedev, Theresa U Ofili, Robert W Hutchison, George Udeani, Lynne A Opperman, Gabriel Neal, Anna M Mandalakas, Mihai G Netea, Moshe Arditi, Pablo Avalos, Sandra L Grimm, Cristian Coarfa, Jeffrey D Cirillo, Andrew R Dinardo

Faculty, Staff and Students Publications

BACKGROUND: The BCG vaccine induces trained immunity, an epigenetic-mediated increase in innate immune responsiveness. Therefore, this clinical trial evaluated if BCG-induced trained immunity could decrease coronavirus disease 2019 (COVID-19)-related frequency or severity.

METHODS: A double-blind, placebo-controlled clinical trial of healthcare workers randomized participants to vaccination with BCG TICE or placebo (saline). Enrollment included 529 healthcare workers randomized to receive BCG or placebo. Primary analysis evaluated COVID-19 disease frequency, while secondary analysis evaluated coronavirus immunity in a subset of participants. Study enrollment ceased early in December 2020 following introduction of COVID-19-specific vaccines.

RESULTS: Study enrollment was halted early, prior to reaching …


Circulating Tumor Hpv Dna, Antibodies To Hpv16 Early Proteins, And Oral Hpv16 Dna As Biomarkers For Hpv-Related Oropharyngeal Cancer Screening, Kristina R Dahlstrom, Andrew T Day, Victor M Alvarez, Samantha R Chirinos, Giselle Santillana, Ming Guo, Karen S Anderson, Erich M Sturgis 2025 The Texas Medical Center Library

Circulating Tumor Hpv Dna, Antibodies To Hpv16 Early Proteins, And Oral Hpv16 Dna As Biomarkers For Hpv-Related Oropharyngeal Cancer Screening, Kristina R Dahlstrom, Andrew T Day, Victor M Alvarez, Samantha R Chirinos, Giselle Santillana, Ming Guo, Karen S Anderson, Erich M Sturgis

Faculty, Staff and Students Publications

Background: Oropharyngeal cancer rates continue to rise with no effective screening method. Persistent oral oncogenic human papillomavirus (HPV), antibodies to HPV16 early (E) oncoproteins, and circulating tumor HPV DNA (ctHPVDNA) are biomarkers that show promise for use in HPV-related cancer screening.

Objective: To assess the prevalence of biomarkers for HPV-related cancer and their agreement in middle-aged men.

Methods: Men aged 50–64 years from the general population provided oral rinse and blood samples as well as information about demographics, tobacco/alcohol exposure, sexual behavior, and HPV-related disease history. Oral rinse was tested for HPV16 DNA and plasma was tested for HPV16 E …


Maternal Vulnerability Index And Severe Maternal Morbidity, Nansi S. Boghossian, Joshua Radack, Molly Passarella, Ciaran S. Phibbs, Lucy T. Greenberg, Jeffrey S. Buzas, George R. Saade, Jeannette Rogowski, Scott A. Lorch 2025 University of South Carolina

Maternal Vulnerability Index And Severe Maternal Morbidity, Nansi S. Boghossian, Joshua Radack, Molly Passarella, Ciaran S. Phibbs, Lucy T. Greenberg, Jeffrey S. Buzas, George R. Saade, Jeannette Rogowski, Scott A. Lorch

Faculty Publications

Importance: Few studies have investigated the association of composite measures of neighborhood social determinants of health with severe maternal morbidity (SMM), and no research has examined this association for indices tailored to maternal health. Objective: To examine the association of scores in the Maternal Vulnerability Index (MVI), a tool developed to measure maternal risk of adverse health outcomes, with SMM. Design, Setting, and Participants: This retrospective, population-based cohort study was conducted in 5 states (2008-2020 for Michigan, Oregon, and South Carolina; 2008-2018 for Pennsylvania; and 2008-2012 for California) among individuals delivering a fetal death or a live birth between 22 …


Caregiving Burdens Of Task Time And Task Difficulty Among Paid And Unpaid Caregivers Of Persons Living With Dementia, Matthew Lee Smith, Jodi L. Southerland, Malinee Neelamegam, Gang Han, Shinduk Lee, Chung Lin Kew, Juanita Dawne R. Bacsu, Elyse Couch, Steffi M. Kim, Monique J. Brown Ph.D., MPH, Ayse Malatyali, Lucas Wilson, Zahra Rahemi, Jeremy Holloway, Marcia G. Ory 2025 University of South Carolina

Caregiving Burdens Of Task Time And Task Difficulty Among Paid And Unpaid Caregivers Of Persons Living With Dementia, Matthew Lee Smith, Jodi L. Southerland, Malinee Neelamegam, Gang Han, Shinduk Lee, Chung Lin Kew, Juanita Dawne R. Bacsu, Elyse Couch, Steffi M. Kim, Monique J. Brown Ph.D., Mph, Ayse Malatyali, Lucas Wilson, Zahra Rahemi, Jeremy Holloway, Marcia G. Ory

Faculty Publications

Background: Demands of caregivers of persons living with dementia (PLWD) are often influenced by the context of their caregiving situation. This study examines common and unique factors associated with caregiving burden in terms of task time and task difficulty among paid and unpaid caregivers of PLWD. Methods: Cross-sectional baseline survey data were analyzed from 107 paid and unpaid caregivers of PLWD participating in a larger NIH-funded study assessing the feasibility of using a novel in-situ sensor system. Oberst Caregiving Burden Scale constructs of task time and task difficulty served as dependent variables. Two least squares regression models were fitted, controlling …


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