Digital Commons Network^™

Living In Fear: Be Empathetic (Life)-Tool Kit, Desiree A. Díaz, Heather Peralta, Samantha Stephenson, Danny Hernandez, Geraldine Luzincourt, Syretta Spears, Ann Marie Parker, Trysten Altamirano

Nursing Handouts, Tools, and Other Documents

Open source materials to immerse learners in rural and public health experiences are needed to ensure the new work force is equipped to care for a variety of people in differing circumstances. Public health remains a vital yet underemphasized component within healthcare education, specifically nursing education. This often limits opportunities for students to develop the skills necessary to become strong advocates for equity and systemic change. A

This project emerged from a commitment to provide experiential opportunities replicating the communities we serve. A Empathy Walk and LIFE Clinic (Díaz et al., 2025) was created as a strategy designed to engage …

Physician And Hospital Performance In Medicare’S Updated Bundled-Payment Model For Joint Replacement, Aidan P. Crowley, Austin S. Kilaru, Qian Erin Huang, Erkuan Wang, Jingsan Zhu, Ayush Arora, Torrey Shirk, Deborah S. Cousins, Kristin A. Linn, Said A. Ibrahim, Joshua M. Liao, Amol S. Navathe

Department of Medicine Faculty Papers

IMPORTANCE: Independent evaluations of Bundled Payments for Care Improvement Advanced (BPCI-A) have focused on hospitals and have not assessed the performance of physicians in participating physician group practices (PGPs). However, PGPs are accountable for a larger proportion of surgical procedures, including for lower-extremity joint replacement, in the BPCI-A model than are hospitals.

OBJECTIVE: To evaluate the association of treatment by BPCI-A-participating physicians and hospitals with health care spending, quality, and utilization for joint replacement procedures compared to nonparticipants.

DESIGN, SETTING, AND PARTICIPANTS: This cohort study used Medicare claims of beneficiaries receiving lower-extremity joint replacement between April 2016 and September 2019 …

An Experimental Investigation Of Federal Messaging On Public Support For Enforcement- And Treatment-Based Approaches For Opioid Overdose Prevention In South Carolina, Lídia Gual-Gonzalez, Hunter M. Boehme, Peter Baker, Melissa Nolan Ph.D., Mph

Faculty Publications

Background

As the opioid overdose crisis continues to produce excessive morbidity and mortality in the United States, government agencies have applied various approaches to prevent overdoses, including law-enforcement efforts (e.g., arresting people who use drugs, interrupting drug traffickers, etc.) and treatment-based approaches (e.g., naloxone, medications for opioid use disorder, etc.). Public perception and support of these approaches are relevant for informing policy, allocating resources, and effectively implementing community interventions to prevent drug-related harms.

Methods

Using an embedded informational survey design, we experimentally assessed whether public support for strategies to prevent overdose in South Carolina is influenced by language from federal …

Impact Of Food Insecurity Resource Navigation For Primary Care Patients With Diabetes And Hypertension: A Matched Cohort Study, Deeksha Gupta, Darin Thomas, Stella Self, Edward A. Frongillo Jr. Ph.D., Alain H. Litwin, J. Alex Ewing, Lynnette Ramos-Gonzalez, A. Carolina Rudisill

Faculty Publications

Background

Food insecurity contributes to poor health and increased healthcare costs among patients with chronic diseases. Resource navigators can facilitate community-based resource connections, addressing food insecurity, but the impact on healthcare costs and quality of life remains unclear.

Objective

To examine whether food insecurity resource navigation improves clinical outcomes, healthcare charges, and quality of life for patients with diabetes and/or hypertension.

Design

Matched-control quasi-experimental study.

Patients

Patients underwent screening for food insecurity from July 12, 2021, to December 31, 2022, in South Carolina’s largest health system. Eligible patients (18 + years, having food insecurity, and diabetes and/or hypertension) enrolled for …

Perception Of Quality Of Life, Brain Regions, And Cognitive Performance In Hispanic Adults: A Canonical Correlation Approach, Juan C. Lopez-Alvarenga, Jesus D. Melgarejo, Jesus Rivera-Sanchez, Lorena Velazquez-Alvarez, Rosa V. Pirela, John Blangero, Jose E. Cavazos, Michael C. Mahaney, Joseph D. Terwilliger, Gladys E. Maestre

School of Medicine Publications

The quality of life (QoL) perception has been studied in neurological diseases; however, there is limited information linking brain morphological characteristics, QoL, and cognition. Human behavior and perception are associated with specific brain areas that interact through diffuse electrochemical networking. We used magnetic resonance imaging (MRI) to analyze the brain region volume (BRV) correlation with the scores of Rand’s 36-item Short Form Survey (SF-36) and cognitive domains (memory and dementia status). We analyzed data from 420 adult participants in the Maracaibo Aging Study (MAS). Principal component analysis with oblimin axis rotation was used to gather redundant information from brain parcels …

Public Understanding Of And Engagement With Community Health Workers And Promotores De Salud: Findings From Two National Surveys, Elizabeth A. Rohan, Julie S. Townsend, Andrea Torres, Hope L. Thompson, Dawn M. Holman, Avid Reza, Felicia Solomon Tharpe, Erin Caple, Ashley Wennerstrom

School of Public Health Faculty Publications

INTRODUCTION: Community health workers (CHWs) can improve health by helping people navigate health care services and systems and connecting them to community services that address nonmedical factors such as food insecurity, housing, and transportation. While CHWs have long been part of the US public health system, there are no data, to our knowledge, on the public's familiarity and interactions with CHWs. METHODS: We analyzed data from the 2022 Porter Novelli FallStyles and Estilos surveys, online market research surveys of the general public delivered in English (FallStyles) or primarily Spanish (Estilos). Each survey asked the same 4 questions on familiarity and …

A Multi-Modal Pelvic Mri Dataset For Deep Learning-Based Pelvic Organ Segmentation In Endometriosis, Xiaomin Liang, Linda A Alpuing Radilla, Kamand Khalaj, Haaniya Dawoodally, Chinmay Mokashi, Xiaoming Guan, Kirk E Roberts, Sunil A Sheth, Varaha S Tammisetti, Luca Giancardo

Faculty, Staff and Students Publications

Endometriosis affects approximately 190 million females of reproductive age worldwide. Magnetic Resonance Imaging (MRI) has been recommended as the primary non-invasive diagnostic method for endometriosis. This study presents new female pelvic MRI multicenter datasets for endometriosis and shows the baseline segmentation performance of two auto-segmentation pipelines: the self-configuring nnU-Net and RAovSeg, a custom network. The multi-sequence endometriosis MRI scans from two clinical institutions were collected. A multicenter dataset of 51 subjects with manual labels for multiple pelvic structures from three raters was used to assess interrater agreement. A second single-center dataset of 81 subjects with labels for multiple pelvic structures …

Achieving Equity For International Medical Graduates: A Systematic Review, Sangeeta G. Saxena, Elizabeth Tisdell, Elana Farace, Thomas Godfrey, Betsy Aumiller, Esther Dell, Omrana P. Razzak, Bernadette N. Kumar, Kristin K. Sznajder

Public Health

Introduction: Foreign-born and foreign trained International Medical Graduates (FIMGs) face greater challenges in acculturation to their host countries than IMGs who train abroad and return to practice in their home country. As FIMGs are likely to fulfill a shortage of physicians in High Income Countries in the foreseeable future, we conducted a systematic review of literature to identify acculturation interventions that help FIMGs assimilate better in their host country health systems. This improves their productivity and satisfaction, allows health systems to be more accepting of FIMGs, and most importantly, enhances patient outcomes.

Methods: Following the PRISMA statement, we searched PubMed, …

Infectious Scleritis: A Comprehensive Narrative Review Of Epidemiology, Clinical Characteristics, And Management Strategies, Hamidreza Ghanbari, Masoud Rahimi, Ali Momeni, Kiana Hassanpour, Nikoo Bayan, Karen E. Lee, Alex Hansen, Ali R. Djalilian, Christopher J. Rapuano, Mohammad Soleimani

Wills Eye Hospital Papers

This study aims to provide an update on infectious scleritis (IS). A comprehensive search was conducted using Google Scholar, Scopus, and PubMed. IS is a rare but critical condition that presents significant diagnostic challenges and often leads to poor visual outcomes. It accounts for approximately 5%-10% of scleritis cases and warrants significant attention due to its delayed diagnosis. Ocular surgery is the primary contributor to IS, accounting for a substantial proportion of cases ranging from 58% to 83%, followed by trauma contributing to approximately 10% of cases. IS can be caused by various microorganisms, including bacteria (86%-87%), fungi (11%-13%), viruses, …

Association Between Homelessness And Maternal Health Outcomes Among Non-Hispanic Black Women In Georgia, Miranda Weaver

Walden Dissertations and Doctoral Studies

Maternal health disparities among homeless non-Hispanic Black women in Georgia represent a critical public health concern, driven by inequitable access to care and elevated risks of adverse pregnancy outcomes. This study examined how homelessness influences perinatal care utilization (timing and frequency of prenatal visits and postpartum checkups) and pregnancy complications (gestational diabetes, hypertension, and depression), and whether these associations differ by geographic context (urban versus rural). Grounded in the Social Determinants of Health framework, the study used a quantitative cross-sectional design, analyzing secondary data (n = 1,540; weighted ≈ 203,571) from Phase 8 (2017–2021) of the Pregnancy Risk Assessment Monitoring …

The Covid-19 Lockdown And Diabetes Self-Management In Esan Northeast Area Of Edo State, Esther Ehivbaun Rapu

Walden Dissertations and Doctoral Studies

The COVID-19 lockdown impacted chronic diseases care globally, but there is limited research on how individuals in rural Nigerian communities managed diabetes during this period. This qualitative phenomenological study explored the lived experiences of self-management with diabetes during the COVID-19 lockdown among adults in Esan Northeast. The socioecological model (SEM) served as the guiding conceptual framework, allowing for the exploration of the impact of individual, interpersonal, community, and institutional factors on self-care behaviors. The research explored how cultural, social and economic factors impacted how adults with diabetes in Esan Northeast managed their condition during the COVID-19 lockdown. Semi-structured interviews via …

Predicting Dietary Behavior In Obese Adult Diabetics Using Social Cognitive Theory, Precious Mueller

Walden Dissertations and Doctoral Studies

Predicting Dietary Behavior in Obese Adult Diabetics Using Social Cognitive Theory by Precious Mueller MA, University of Phoenix, 2009 BS, University of Iowa, 2006 Dissertation Submitted in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy Public Health Walden University November 2024 “ Diabetes mellitus Type II is a prevalent and serious condition affecting millions globally, particularly among obese adults. The association between dietary behaviors and diabetes management is critical, as it directly impacts health outcomes and quality of life for affected individuals. This study aims to identify the determinants of dietary behaviors that influence Type II …

“The Technology We’Ve Been Forced To Use”: Impact Of Online Service Delivery For Kinship Families During The Covid-19 Pandemic, Angela Tobin, Amanda Klein-Cox, Ramona Denby

Social Work Faculty Research

Purpose: The COVID-19 pandemic rapidly changed the service landscape for both professionals and families. Kinship families, who often navigate multiple systems concurrently with higher service needs, were among the most vulnerable. This study explores kinship caregivers’ and child welfare professionals’ perceptions of changes in service delivery during the pandemic, specifically the sudden shift to virtual platforms.

Materials and Methods: To understand participants’ experiences, focus groups with protocols shaped by initial Delphi Rounds were implemented with 25 kinship caregivers and 34 child welfare professionals from a national sample.

Results: Caregiver and professionals shared themes related to how COVID-19 precautions impacted service …

No Evidence Of Pitavastatin Effect On Muscle Area Or Density Among People With Hiv, Kristine M Erlandson, Triin Umbleja, Heather J Ribaudo, Michael T Lu, Jana Taron, Marissa R Diggs, Pamela S Douglas, Kathleen V Fitch, Carl J Fichtenbaum, Markella V Zanni, Judith A Aberg, Maria C Rodriguez-Barradas, Katharine Breaux, Rosalba Gomez Morones, Craig A Sponseller, Judith S Currier, Gerald S Bloomfield, Sarah M Chu, Alex B Lu, Carlos D Malvestutto, Steven K Grinspoon, Todd T Brown

Faculty, Staff and Students Publications

Background: Skeletal muscle area (MA) and muscle density (MD) are key determinants of physical function and typically decline with increasing age. Statins have well-known musculoskeletal effects but whether statins impact MA or MD is not well established, especially in the setting of randomized treatment.

Methods: REPRIEVE is a double-blind randomized trial evaluating the effect of pitavastatin for primary prevention of major adverse cardiovascular events in people with HIV (PWH). Thoracic paraspinal, pectoralis, and infraspinatus MA and MD were assessed among Mechanistic Substudy participants with CT at baseline and month 24.

Results: Of 804 substudy participants, 510 remained on study treatment …

No Evidence Of Pitavastatin Effect On Muscle Area Or Density Among People With Hiv, Kristine M Erlandson, Triin Umbleja, Heather J Ribaudo, Michael T Lu, Jana Taron, Marissa R Diggs, Pamela S Douglas, Kathleen V Fitch, Carl J Fichtenbaum, Markella V Zanni, Judith A Aberg, Maria C Rodriguez-Barradas, Katharine Breaux, Rosalba Gomez Morones, Craig A Sponseller, Judith S Currier, Gerald S Bloomfield, Sarah M Chu, Alex B Lu, Carlos D Malvestutto, Steven K Grinspoon, Todd T Brown

Faculty, Staff and Students Publications

Background: Skeletal muscle area (MA) and muscle density (MD) are key determinants of physical function and typically decline with increasing age. Statins have well-known musculoskeletal effects but whether statins impact MA or MD is not well established, especially in the setting of randomized treatment.

Methods: REPRIEVE is a double-blind randomized trial evaluating the effect of pitavastatin for primary prevention of major adverse cardiovascular events in people with HIV (PWH). Thoracic paraspinal, pectoralis, and infraspinatus MA and MD were assessed among Mechanistic Substudy participants with CT at baseline and month 24.

Results: Of 804 substudy participants, 510 remained on study treatment …

No Evidence Of Pitavastatin Effect On Muscle Area Or Density Among People With Hiv, Kristine M Erlandson, Triin Umbleja, Heather J Ribaudo, Michael T Lu, Jana Taron, Marissa R Diggs, Pamela S Douglas, Kathleen V Fitch, Carl J Fichtenbaum, Markella V Zanni, Judith A Aberg, Maria C Rodriguez-Barradas, Katharine Breaux, Rosalba Gomez Morones, Craig A Sponseller, Judith S Currier, Gerald S Bloomfield, Sarah M Chu, Alex B Lu, Carlos D Malvestutto, Steven K Grinspoon, Todd T Brown

Faculty, Staff and Students Publications

Background: Rapid initiation of antiretroviral therapy (Rapid ART) is a key strategy for the Ending the HIV Epidemic inititative. In Harris County, Texas, a priority Ending the HIV Epidemic jurisdiction, 57% of persons with HIV receive care at 1 of 5 public agencies that receive funding from the Ryan White HIV/AIDS Program. The Ryan White HIV/AIDS Program is administered by the US Department of Health and Human Services, Health Resources and Services Administration, and HIV/AIDS Bureau. This program administers grants to clinics and local/state programs to deliver medical and support services (Part A) for low-income persons with HIV. In 2019, …

Enhancing Hypertension Management In Correctional Facilities: Educating Advanced Practice Providers On Effective Strategies, Kimbreya E. Otey

Doctoral Dissertations and Projects

Hypertension is a leading risk factor for cardiovascular disease and remains a significant public health concern, particularly within correctional facilities where access to consistent guideline-based care is often limited. Incarcerated individuals experience higher rates of chronic conditions, including hypertension, yet standardized approaches to management are frequently lacking. To address this gap, an evidence-based educational program was developed for nurse practitioners (NPs) and physician assistants (PAs) working in the correctional setting. Grounded in the International Society of Hypertension (ISH) guidelines, the program was developed to enhance awareness and knowledge among NPs and PAs regarding evidence-based hypertension management practices using the International …

The Protective Factors Of Trauma-Informed Care For Parents With Autistic Children, Carolynn J. Redd-Recksiek

Doctoral Dissertations and Projects

The purpose of this current phenomenological study is to understand the experience of parents with autistic children and their lack of trauma-informed care from direct care providers in Northern Utah. This study is guided by trauma-informed theory, which is a model of care delivery created by Maxine Harris and Roger D. Fallot (2001). Trauma-informed care recognizes how adverse experiences can impact a person and have a negative impact on the health and well-being of that person and how those negative experiences have a direct impact on the health and well-being of the family, which directly impacts the health and well-being …

Experience Matters: An Application Of The Operative Value Index For Lumbar Fusions, Danyal Quraishi, Advith Sarikonda, D. Mitchell Self, Steven R. Glener, Arbaz A. Momin, Emily L. Isch, Ashmal K. Sami, Matthews Lan, Nicholas Clark, Ashwini Sharan, Srinivas Prasad, Jack Jallo, Joshua Pelta-Heller, Alex R. Vaccaro, James Harrop, Ahilan Sivaganesan

Department of Neurosurgery Faculty Papers

INTRODUCTION: As healthcare systems transition to value-based care models, it is critical to understand factors influencing costs and outcomes in neurosurgery. This study utilizes Time-Driven Activity-Based Costing (TDABC) to assess the impact of surgeon experience and case volume on costs, clinical outcomes, and operative value in lumbar fusions. While TDABC has been applied in various surgical specialties, its use in neurosurgery, particularly in analyzing surgeon-specific factors, remains limited.

METHODS: A retrospective cohort study was conducted at a single center, analyzing lumbar instrumented arthrodesis procedures from 2017 to 2019. Primary variables included surgeon experience (years) and case volume (annual procedures). Confounding …

Black Men And Health Literacy: Strategies For Improvement In A Digital Age Through The Adaptation Of A Chronic Disease Self-Management Program, Evelina Weidman Sterling, Laura Stevens, Vanessa Robinson-Dooley, Tyler Collette

Faculty Articles

Health literacy is a critical determinant of health outcomes, yet it is often overlooked, particularly among marginalized groups. This paper explores the significance of health literacy, with a particular focus on low-income African American and Black (AA/B) men, a population that faces unique challenges due to intersecting factors such as race, gender, socioeconomic status, and educational disparities. We examine how these factors contribute to health literacy gaps, highlighting adverse effects on health outcomes for AA/B men compared to the general population. Additionally, we stress the growing importance of digital literacy in an increasingly technology-driven world. Not actively addressing digital health …

Pharmacogenetic Exploration Of Burenorphine And Related Metabolites In Umbilical Cord Blood, Amelia Monfared, Derek E. Murrell, Darshan S. Shah, Melissa Hoang, Stacy D. Brown, Sam Harirforoosh

Pharmacy Faculty Articles and Research

The goal of this study was to explore associations between single-nucleotide polymorphisms (SNPs) and umbilical cord blood concentrations of buprenorphine and its metabolites following maternal administration. This is a sub-study of a prospective observational cohort investigation which included pregnant women receiving buprenorphine for opioid use disorder during pregnancy. Following delivery, umbilical cord blood samples were collected and genotyped using a pharmacogenetic panel. The drug and metabolite concentrations were analyzed through liquid chromatography-mass spectrometry, and genetic association analysis was completed using PLINK software. The included neonates (n = 14) had a mean birth weight of 3.00 ± 0.39 kg and were …

Community And School Programs, Policies And Environments Related To Child Dietary Intake:The Healthy Communities Study, Gail Woodward-Lopez, Alexander C. Mclain, Edward A. Frongillo Jr., Natalie Colabianchi, Vicki Collie-Akers, Lorrene D. Ritchie

Faculty Publications

Background

To reverse the epidemic of unhealthy eating and related chronic disease in the United States, intervening early in life is essential.

Objective

Identify features of community- and school-based programmes, policies and environments related to child intake of fruits and vegetables (FV) and sugar-sweetened beverages (SSB).

Methods

Dietary intake of children 4–15 years old (n = 5138) from elementary and middle schools in 130 US communities was collected by survey (of parent and/or child) in 2013–2015. Features of community programs and policies (CPPs) and school environments were collected by staff surveys, direct observation, key informant interviews, and/or document review. …

Stratifying The Population Based On Health Risk: Identification Of Patient Key Health Risk Factors Through Consensus Techniques, Carolina Castagna, Andrew Huff, Aaron Douglas, Phd, Matteo Garofano, Massimo Fabi, Richard W. Hass, Vittorio Maio

College of Population Health Faculty Papers

BACKGROUND: Risk stratification is a population health management approach that classifies patients according to their health risks and projected care needs. This strategy is especially valuable in primary care, where timely interventions for high-risk individuals can lead to better health outcomes, reduced healthcare expenditures, and a more sustainable healthcare system. The goal of this study was to establish expert consensus on the clinical and sociodemographic patient factors that should be incorporated into a primary care risk stratification tool.

METHODS: A multidisciplinary expert panel of 24 healthcare professionals, including primary care providers (PCPs), specialists, and allied health professionals, was convened in …

Mouse Metastable Epialleles Are Extremely Rare, Chathura J Gunasekara, Uditha Maduranga, Taylor Zhang, Jonathan N Wells, Maria S Baker, Eleonora Laritsky, Yumei Li, Cristian Coarfa, Yi Zhu, Robert A Waterland

Faculty, Staff and Students Publications

Metastable epialleles (MEs) are genomic loci at which epigenetic marks are established stochastically during early embryonic development and maintained during subsequent differentiation and throughout life, leading to stable epigenetic and phenotypic variation among genetically identical individuals. Although MEs were first described in mice over 20 years ago, the extent of epigenetic metastability in the mouse genome remains unknown. We present the first unbiased genome-wide screen for MEs in mice. Using deep whole-genome bisulfite sequencing across tissues derived from the three embryonic germ layers in isogenic C57BL/6J mice, we identified only 29 MEs, precisely localizing them and documenting their rarity. Consistent …

State-Level Immigrant Policies And Diabetes Prevalence In Latino And Asian American Groups: A Weighted Multilevel Analysis, Md Towfiqul Alam, Jennifer Toller Erausquin, Erica Payton, Elizabeth Vásquez, Sandra Echeverria

Faculty Scholarship

Introduction: Growing literature has shown that immigrant-related policies influence population health by limiting or enhancing immigrants’ rights. However, less is known about the role of state-level immigrant policies shaping chronic health conditions such as type 2 diabetes (T2DM). This cross-sectional study examined the association between state-level immigrant policies (both criminalising and inclusive) and prevalence of T2DM among individuals of Latin American and Asian American origin.

Method: We included adults aged 18+years sampled in the 2014–2018 behavioral risk factor surveillance system (BRFSS) (n=201 824), a survey design that allows the calculation of state-level estimates. Using existing policy measures, states …

Machine Learning Assisted Immune Profiling Of Copd Identifies A Unique Emphysema Subtype Independent Of Gold Stage, Natalie Bordag, Katharina Jandl, Ayu Hutami Syarif, Jürgen Gindlhuber, Diana Schnoegl, Ayse Ceren Mutgan, Vasile Foris, Konrad Hoetzenecker, Panja Maria Boehm, Robab Breyer-Kohansal, Katarina Zeder, Gregor Gorkiewicz, Francesca Polverino, Slaven Crnkovic, Grazyna Kwapiszewska, Leigh Matthew Marsh

Faculty, Staff and Students Publications

Chronic obstructive pulmonary disease (COPD) is a severe, progressive, and heterogeneous disease with a poor outcome. Inflammation plays a central role in disease pathogenesis; however, the interplay between immune changes and disease heterogeneity has been difficult to unravel. We performed a multilevel immunoinflammatory characterization of patients with COPD using flow cytometry, cytokine profiling, single-cell, or spatial transcriptomics in combination with machine learning algorithms. Our cross-cohort analysis demonstrated shared skewing of immune profiles in COPD lungs toward adaptive immune cells. We furthermore identified a subgroup of patients with COPD with a distinct immune profile, characterized by increased antigen-presenting cells, mast cells, …

Prenatal Maternal Mood Instability And Child Externalizing Problems: An Ecological Momentary Assessment Study, Sophie G. Srivastava, Curt A. Sandman, Elysia Poggi Davis, Laura M. Glynn

Psychology Faculty Articles and Research

This study examines whether exposure to affect fluctuations during fetal development have implications for child psychopathology. To evaluate maternal mood instability, participants (N = 154) completed Ecological Momentary Assessment (EMA) eight times per day across three days at 15-, 25-, and 35-weeks' gestation, and then at two months postpartum. The EMA measured depressive symptoms (Center for Epidemiologic Studies Depression Scale), anxiety (Profile of Mood States), and stress (Perceived Stress Scale). Mood instability was quantified by calculating root mean square of successive differences (RMSSD), which captures both variability and temporal dependency of mood states. When the children were 3 years …

Predicting Sleep And Sleep Stage In Children Using Actigraphy And Heartrate Via A Long Short-Term Memory Deep Learning Algorithm: A Performance Evaluation, Robert Weaver Med, Phd, James White, Olivia Finnegan, Hongpeng Yang, Zifei Zhong, Keagan Kiely, Catherine Jones, Yan Tong, Srihari Nelakuditi, Rahul Ghosal, David E. Brown, Russell R. Pate Ph.D., Gregory J. Welk, Massimiliano De Zambotti, Yuan Wang, Sarah Burkart, Elizabeth L. Adams Phd, Bridget Armstrong, Michael Beets Med, Mph, Phd

Faculty Publications

Children's ambulatory sleep is commonly measured via actigraphy. However, traditional actigraphy measured sleep (e.g., Sadeh algorithm) struggles to predict wake (i.e., specificity, values typically < 70) and cannot predict sleep stages. Long short-term memory (LSTM) is a machine learning algorithm that may address these deficiencies. This study evaluated the agreement of LSTM sleep estimates from actigraphy and heartrate (HR) data with polysomnography (PSG). Children (N = 238, 5–12 years,52.8% male, 50% Black 31.9% White) participated in an overnight laboratory polysomnography. Participants were referred be-cause of suspected sleep disruptions. Children wore an ActiGraph GT9X accelerometer and two of three consumer wearables(i.e., Apple Watch Series 7, Fitbit Sense, Garmin Vivoactive 4) on their non-dominant wrist during the polysomnogram. LSTM estimated sleep versus wake and sleep stage (wake, not-REM, REM) using raw actigraphy and HR data for each 30-s epoch. Logistic regression and random forest were also estimated as a benchmark for performance with which to compare the LSTM results. A 10-fold cross-validation technique was employed, and confusion matrices were constructed. Sensitivity and specificity were calculated to assess the agreement between research-grade and consumer wearables with the criterion polysomnography. For sleep versus wake classification, LSTM outperformed logistic regression and random forest with accuracy ranging from 94.1to 95.1, sensitivity ranging from 94.9 to 95.9 across different devices, and specificity ranging from 84.5 to 89.6. The addition of HR improved the prediction of sleep stages but not binary sleep versus wake. LSTM is promising for predicting sleep and sleep staging from actigraphy data, and HR may improve sleep stage prediction.

Engaging Trusted Messengers In Public Health Response: Key Strategies To Building Community Trust Among Cdc’S Prevention Research Center’S Vaccine Confidence Network, Emily Stiehl, Amy Borg, John P Cullen, Anaïs Mendiola, Olivia Dominguez, Danielle Pester, Shan Qiao, Pooja Gandhi, Nicole Kuiper, Princilla Minkah, Shekwonya Samuel, Stephen Flores, Richard Quartarone, Grace W Ryan, Paula Cuccaro, Maria E Fernández, Sage Kim

Faculty, Staff and Student Publications

As part of Centers for Disease Control and Prevention's (CDC) Prevention Research Center (PRC) Vaccine Confidence Network (PRC VCN), 26 academic institutions were funded to increase COVID-19 vaccine confidence and uptake in their communities. Six sites (in communities located in Alabama, Illinois, Massachusetts, New York, South Carolina, and Texas) formed a workgroup to identify emergent themes, and share challenges and opportunities across projects. This essay describes their efforts to engage trusted messengers in vaccine activities, and discusses strategies to develop and sustain these types of partnerships in the future. All sites recruited trusted messengers with strong community relationships to engage …

Development And Validation Of Risk Models For Hospital-Acquired Bleeding In Medical Inpatients: The Medical Inpatients Thrombosis And Hemostasis (Mith) Study, Neil A Zakai, Katherine Wilkinson, Andrew D Sparks, Ryan T Packer, Nicholas S Roetker, Allen B Repp, Mansour Gergi, Chris Holmes, Mary Cushman, Timothy B Plante, Hanny Al-Samkari, Allyson M Pishko, William A Wood, Camila Masias, Radhika Gangaraju, Ang Li, David Garcia, Kerri L Wiggins, Jordan K Schaefer, Nicholas L Smith, Augusto Ferraris, Karlyn A Martin, Deirdra R Terrell, Leslie A Mcclure

Faculty, Staff and Students Publications

Background: Hospital-acquired (HA) bleeding in medical inpatients is a serious complication with limited tools to predict risk.

Objectives: This study aimed to develop and validate risk assessment models (RAMs) for anatomic location-specific HA bleeding in medical inpatients using objective and routinely available risk factors.

Methods: Patients aged ≥18 years admitted to medical hospital services from 6 health systems and 15 hospitals in the United States between 2016 and 2020 for at least 1 midnight and without bleeding at admission were eligible for inclusion. Two health systems (10 hospitals) formed the development cohort, and 4 systems (5 hospitals) constituted the validation …