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Articles 30301 - 30330 of 1439301
Full-Text Articles in Entire DC Network
Volume 5 November '25 Full Issue, Donna Williams
Volume 5 November '25 Full Issue, Donna Williams
Journal of the Louisiana Public Health Association
No abstract provided.
From Potholes To Perceived Social Support: Community Influences On Individuals With Mobility Disabilities And Their Care Teams In New Orleans, Kelsey Witmeier, Gabrielle Gonzalez, Michael Norman, Mary Delahoussaye, Phil Wilson, Tung-Sung Tseng
From Potholes To Perceived Social Support: Community Influences On Individuals With Mobility Disabilities And Their Care Teams In New Orleans, Kelsey Witmeier, Gabrielle Gonzalez, Michael Norman, Mary Delahoussaye, Phil Wilson, Tung-Sung Tseng
Journal of the Louisiana Public Health Association
Background: Little is known about the role of community in influencing the experiences, needs, and well-being among individuals with mobility impairments and disabilities (IMIDs), caregivers, and service providers in New Orleans. Methods: We conducted semi-structured interviews with 10 individuals who identified as IMIDs, caregivers, and service providers, who were recruited using convenience sampling. Transcripts were transcribed verbatim, and thematic analysis was conducted to identify key themes. Results: Three themes were found: 1) community barriers and facilitators, 2) the community’s role in perceived belongingness, and 3) the unique influences of the community on caregivers. Conclusion: Community influences the experiences of IMIDs …
Using Fluency-Building Approach To Increase The Knowledge And Fluency Of Signing With Preschool Teachers: A Pilot Study, Angel Jia Yiuen Tan, Bryan Wen Xiao Tang, Gray Atherton, Liam Cross, Bethan Mair Williams
Using Fluency-Building Approach To Increase The Knowledge And Fluency Of Signing With Preschool Teachers: A Pilot Study, Angel Jia Yiuen Tan, Bryan Wen Xiao Tang, Gray Atherton, Liam Cross, Bethan Mair Williams
School of Psychology
Keyword signing, an augmentative communication strategy, is known to promote language acquisition in young children, yet staff in educational settings often receive insufficient training, leading to low retention and usage rates. This pilot study examined the feasibility and impact of a Precision Teaching-based intervention designed to improve preschool teachers’ proficiency and fluency in Makaton signing. Eleven teachers from a mainstream preschool in North Wales, with limited prior training, participated in a six-week intervention involving fluency training with 238 Makaton signs. Pre- and post-intervention assessments measured knowledge acquisition, and post-intervention tests evaluated fluency through retention, endurance, and application. Results demonstrated significant …
Understanding The U.S. Maternal Healthcare System At The Intersection Of Asian American Birth Outcomes And The Model Minority Stereotype: A Literature Review, Sophia Hevel
University Honors Theses
This thesis aims to explore the maternal healthcare system in the United States as it pertains to Asian American birthing people, the ways in which their racial, ethnic, and cultural identities are interacted with within the U.S. Healthcare system, and subsequently the detrimental effects of the medical system's devaluation of culturally specific birthing and postpartum practices have on Asian American birthing experiences. This will be accomplished through an exploration of the United States' maternal healthcare system, or rather, its crisis; how Asian Americans navigate a system that has not been structured to support their specific needs; and lastly, a discussion …
Risk Factors For Unexpected Death In Patients Identified By A Communication And Resolution Program, Peter Lodato, Neal D. Goldstein, Alexandra M, Mapp, Adebayo Gbadebo, David A. Paul
Risk Factors For Unexpected Death In Patients Identified By A Communication And Resolution Program, Peter Lodato, Neal D. Goldstein, Alexandra M, Mapp, Adebayo Gbadebo, David A. Paul
Department of Pediatrics Faculty Papers
Many patients experience unexpected harm while receiving healthcare, with a lasting impact on patients, families, and caregivers. Communication and Resolution Programs are being adopted with increased frequency, as a more systematic, transparent, and equitable approach to these unexpected outcomes. The aim of this study was to identify whether demographic factors played a role in identifying patients with unexpected death, as managed in our CRP. This nested case-controlled compared 236 patients who experienced an unanticipated death with 2,360 controls who died expectedly over a 10-year period. Patients with unexpected death were more likely to be Black (AOR 2.18 95% CI 1.01-4.68), …
Who Was It Truly For?: Bernard Bragg, David Hays, And National Theatre Of The Deaf, Eni Buckhanan
Who Was It Truly For?: Bernard Bragg, David Hays, And National Theatre Of The Deaf, Eni Buckhanan
Honors Theses
National Theatre of the Deaf is known for being the first professional sign language theatre company in the United States; however, the complexities of its origins and founders are rarely examined. This thesis explores the relationship between Deaf performer and educator Bernard Bragg and hearing set designer David Hays, along with what was prioritized in the creation of the company, and the aftereffects of these choices on the National Theatre of the Deaf and their Deaf and hearing audiences.
Bragg and Hays began correspondence in 1966, as they developed plans for what would become the National Theatre of the Deaf. …
Exploring Private And Governmental Interest In Bitcoin, Mina Khadem
Exploring Private And Governmental Interest In Bitcoin, Mina Khadem
Undergraduate Theses, Capstones, and Recitals
Regardless of one’s opinion, Bitcoin’s presence in the global economy is growing. However, Bitcoin’s emerging role and its implications are greatly under-researched, particularly in the context of government interest in Bitcoin. Nonetheless, increased private investment in Bitcoin and increased government interest in formally incorporating Bitcoin into existing economic systems, suggest a new development within the global economy that must be investigated. Through qualitative text analysis of pro-Bitcoin narratives presented in digital media platforms and official government policies and public statements, this thesis explores how private and government interest in Bitcoin is explained and framed within these contexts. This study finds …
Bridging Worlds: Cultivating Cultural Intelligence For Transformative English Classrooms, Alvaro R. Larrea Salazar
Bridging Worlds: Cultivating Cultural Intelligence For Transformative English Classrooms, Alvaro R. Larrea Salazar
Senior Honors Theses
This project explores the integration of the Cultural Intelligence (CQ) framework in the secondary English classroom to enhance inclusivity and classroom dynamics. It argues that by understanding and adapting to diverse cultural contexts, teachers can create a more inclusive and welcoming environment, improve teacher-student relationships, and facilitate more effective classroom management. Through a focus on lesson planning, discussion, and overall instruction, this thesis aims to show how CQ can enrich literature studies and foster cultural awareness among students. Drawing on existing research, it demonstrates that a high CQ in educators is linked to transformational leadership and positive student outcomes, ultimately …
Interview No. 1814, Virginia Prebot
Interview No. 1814, Virginia Prebot
Combined Interviews
Virginia Prebot, a veteran now studying at the University of Texas at El Paso, illustrates how language shapes daily life and preserves memory across generations. Born in Riverside, California, to two Mexican immigrant parents, she grew up in a world where Spanish was the grounding force of her home, her school, and her community.
Welcoming us into the quiet of her home, with her dogs resting nearby, Virginia invited us into her story. She spoke of childhood moments on the playground and her time in English as a Second Language (ESL), recalling how Spanish remained constant through every stage of …
Characterizing Global Dermatologic Engagement And Needs: A Cross-Sectional Study From 83 Countries, Alexis G. Strahan, Christine Li, Maud Guérin, Tom Allison, Gene Colón, Jehireh Peraza-Williams, Olyvia Zarchin, Morvarid Zehtab, Ann M. Pacheco, Jadesola Akinwuntan, Shivani Jain, Marlous L. Grijsen, Wendemagegn Enbiale, Wingfield Rehmus, L. Claire Fuller, Karolyn Wanat, Esther E. Freeman
Characterizing Global Dermatologic Engagement And Needs: A Cross-Sectional Study From 83 Countries, Alexis G. Strahan, Christine Li, Maud Guérin, Tom Allison, Gene Colón, Jehireh Peraza-Williams, Olyvia Zarchin, Morvarid Zehtab, Ann M. Pacheco, Jadesola Akinwuntan, Shivani Jain, Marlous L. Grijsen, Wendemagegn Enbiale, Wingfield Rehmus, L. Claire Fuller, Karolyn Wanat, Esther E. Freeman
School of Medicine Faculty Publications
No abstract provided.
Household Food Insecurity And Its Impact On Feeding Practices In Hispanic Families Of Young Children: A Scoping Review, Miriam Alvarez
Household Food Insecurity And Its Impact On Feeding Practices In Hispanic Families Of Young Children: A Scoping Review, Miriam Alvarez
Undergraduate Research Symposium Lightning Talks
Household Food Insecurity and Its Impact on Feeding Practices in Hispanic Families of Young Children: A Scoping Review Abstract: Household food insecurity disproportionately affects Hispanic families in the United States and may influence parental feeding practices associated with early childhood obesity. While existing research suggests a relationship between food insecurity and non-responsive feeding practices, the specific impact within Hispanic households is limited. This scoping review explores this gap in the literature and synthesizes current evidence on how current food insecurity impacts the feeding practices among Hispanic parents of children aged 0-5 years old in the United States. Following the PRISMA-ScR …
The Silent Concert: The Isabella Stewart Gardner Museum Heist, 35 Years Later, Lauren Beals
The Silent Concert: The Isabella Stewart Gardner Museum Heist, 35 Years Later, Lauren Beals
Undergraduate Research Symposium Lightning Talks
Beals, Lauren. 2025. The Silent Concert: The Isabella Stewart Gardner Museum Heist, 35 Years Later. UNLV Undergraduate Law Review. Background and objectives: In March of 1990, thieves stole 13 pieces of artwork from the Isabella Stewart Gardner Museum in Boston, Massachusetts, U.S.A. This study strives to discern a proper punishment for the elusive culprits of the Gardner Museum Heist, and highlight the importance of missing cultural property. Methods and approach: This study relies on the testimony of the United Nations in their 1970 "Convention on the Means of Prohibiting and Preventing the Illicit Import, Export and Transfer… of Cultural Property,” …
The Digital Economy And Equitable Access To Jobs In The Mountain West, 2023, Isabelle Graham
The Digital Economy And Equitable Access To Jobs In The Mountain West, 2023, Isabelle Graham
Undergraduate Research Symposium Lightning Talks
This fact sheet presents data from a Brookings Institution report, “The future of the US digital economy depends on equitable access to jobs,” which compares the share of 2023 employment in highly digital jobs among women and minority groups for select U.S. metropolitan statistical areas (MSAs). This fact sheet reports data for nine Mountain West MSAs: Las Vegas-Henderson-Paradise, NV; Albuquerque, NM; Colorado Springs, CO; Denver-Aurora- Lakewood, CO; Tucson, AZ; Phoenix-Mesa-Chandler, AZ; Salt Lake City, UT; Provo-Orem, UT; and Ogden- Clearfield, UT.
Perception Of Emotion In Autism With Controlled Elicitation (Peace), Austin Gillespie, Rachel E. Dewald
Perception Of Emotion In Autism With Controlled Elicitation (Peace), Austin Gillespie, Rachel E. Dewald
Undergraduate Research Symposium Lightning Talks
It is possible that autistic people find it easier to socialize within their own peer group (Beaupré & Hess, 2006), by recognizing socio-emotional nonverbal cues, due to a shared neurodivergence. To assess this, it would be helpful for researchers to have a database of emotional stimuli, validated for use with autistic individuals. Unfortunately, this does not exist. This current study’s objective is to create such a database that evokes natural emotion, rated by autistic individuals to be used in future research. All participants completed the Alexithymia Scale (TAS-20) which measures the participants’ ability to identify and describe their own emotions …
The Emotional Climate Crisis: An Integrative Review Of Mental Health Outcomes From Climate-Related Disasters, Vidhani Goel, Roberto Sagaribay
The Emotional Climate Crisis: An Integrative Review Of Mental Health Outcomes From Climate-Related Disasters, Vidhani Goel, Roberto Sagaribay
Undergraduate Research Symposium Lightning Talks
Introduction: Climate change is a planetary and public health crisis. Between 2000 and 2019, over 1.2 million deaths and 4 billion individuals were affected by climate-related disasters. These events often impact mental health. This integrative review synthesizes evidence on mental health outcomes particularly post-traumatic stress disorder (PTSD), anxiety, and eco-anxiety among populations affected by climate disasters. Methods: Using Whittemore and Knafl’s five-stage framework, this integrative review is in the preliminary analysis stage. A systematic search will be conducted for peer-reviewed studies published globally from January 1995 to March 2024. Eligible studies include quantitative, qualitative, and mixed-methods research on mental health …
Inflammaging And Cognitive Decline: A Brief Review Of The Chronic Low-Grade Neural Inflammation Hypothesis, Gage Pompa
Inflammaging And Cognitive Decline: A Brief Review Of The Chronic Low-Grade Neural Inflammation Hypothesis, Gage Pompa
Undergraduate Research Symposium Lightning Talks
This presentation reviews the chronic low‑grade neural inflammation hypothesis as a mechanism linking aging to cognitive decline. Inflammaging refers to persistent, low‑level inflammation that develops with age due to immune dysregulation in the absence of infection. In the brain, this process is often triggered by the accumulation of beta‑amyloid plaques and phosphorylated tau tangles. Microglia attempt to clear these proteins, but their prolonged activation releases inflammatory mediators that damage surrounding neurons. Over time, this sustained neural inflammation contributes to neurodegenerative conditions such as Alzheimer’s disease, Parkinson’s disease, Huntington’s disease, epilepsy, and psychiatric disorders including schizophrenia and major depression. Imaging markers …
Immigrant Population Inthe Mountain West, 2023, Maisoon Faris, Yiselle Olivas Ruiz, Kian Parikh
Immigrant Population Inthe Mountain West, 2023, Maisoon Faris, Yiselle Olivas Ruiz, Kian Parikh
Undergraduate Research Symposium Podium Presentations
Our presentation, based on research conducted with Brookings Mountain West here at UNLV, will focus on the economic and workforce contribution of immigrants and international students. We will present data from our recently published fact sheet, “Immigrant Population in the Mountain West, 2023”, which derives data from the 2025 American Immigration Council (AIC) report “Map the Impact.” Our presentation will include state-level data on immigrant population, labor force participation, and economic contributions as of 2023. We will present three data tables that highlight data on each Mountain West State: Table 1 provides the number of Immigrant Residents, Immigrant Share of …
Design And Validation Of A Bilateral, Multi-Site 3d-Printed Neuronal Implant For Rodent Electrophysiology, Homero Phelps, Jonathan V. Trinidad, Talha Soluoku
Design And Validation Of A Bilateral, Multi-Site 3d-Printed Neuronal Implant For Rodent Electrophysiology, Homero Phelps, Jonathan V. Trinidad, Talha Soluoku
Undergraduate Research Symposium Podium Presentations
Neuronal electrophysiology implants are essential tools in neuroscience for recording brain activity and investigating neurological disorders. Our lab’s previous 3D-printed implant designs centered around a single-site, recording platform that was limited in adaptability, precision, and lacked in vivo validation due to lingering engineering malfunctions. To combat limitations and expand recording capabilities, this project aimed to design and validate a new implant capable of multi-site, bilateral recordings across both brain hemispheres, specifically targeting the hippocampus (CA1 and CA3) and anterior cingulate cortex (ACC), regions critical for learning and memory. Building on the Open Ephys ShuttleDrive model, the implant was redesigned using …
Controls On Speleothem Carbon Isotopes, Paloma Marcos
Controls On Speleothem Carbon Isotopes, Paloma Marcos
Undergraduate Research Symposium Posters
The Sistema Huautla cave system is the deepest known in the Western Hemisphere. It is located in the Sierra Mazateca Mountain Ranges near Jiménez de Huautla, Oaxaca. There are over 29 separately discovered entrances into this karst environment making it the 28th longest cave system in the world. It can be considered by some as one of the most complex vertical drainage systems on Earth. This extensive study site has been an area of interest among cavers and scientific researchers for nearly 6 decades. Speleothem samples from the study sites have been found to be over 433,000 years old. The …
Creating A Data Processing Pipeline With Mne-Python, Lesly Vazquez, Ananda Liz Peixoto Couto
Creating A Data Processing Pipeline With Mne-Python, Lesly Vazquez, Ananda Liz Peixoto Couto
Undergraduate Research Symposium Posters
The UNLV Psychophysiology of Emotion and Personality Lab (PEPLab) utilizes a MATLAB based pipeline to process electroencephalogram (EEG) recordings. MATLAB is a proprietary software package, which limits the ability to analyze psychophysiological data and increases the financial burden of research. To increase the accessibility of data reduction skills, we have created and tested a new pipeline utilizing MNE-Python, an open source software package (Gramfort et al., 2013). In this pilot study, we utilized existing EEG recordings and examined the relationship between the Triarchic Model of Psychopathy and Error-Related Negativity (ERN) responses across incorrect and correct trials during a Letter Shock …
From Dante’S Inferno To California: Visualizing The Marginalized In Sandow Birk’S Social Critique, Lorenzo Williams
From Dante’S Inferno To California: Visualizing The Marginalized In Sandow Birk’S Social Critique, Lorenzo Williams
Undergraduate Research Symposium Posters
This research explores the intersection of medieval literature and contemporary visual art, focusing specifically on Sandow Birk’s reinterpretation of Dante Alighieri’s Divine Comedy. By examining Birk’s illustrated adaptations of Inferno and Purgatorio, this paper analyzes how he translates and visually reimagines Dante’s moral and spiritual journey as a modern critique of California’s social crises, particularly those affecting unhoused populations. It investigates Birk’s recontextualization of Dante’s allegory in relation to the urban decay of Los Angeles and San Francisco. Ultimately, this study aims to reveal how Birk’s visual narrative bridges historical understandings of religious and social issues with contemporary experiences of …
Prediction Error's Influence Of Declarative Memory: A Replication, Camila Schettini, Kevin Mohawk
Prediction Error's Influence Of Declarative Memory: A Replication, Camila Schettini, Kevin Mohawk
Undergraduate Research Symposium Posters
We often have predictions about what to expect in our everyday encounters. However, not all these predictions will be accurate. Prediction error (PE) refers to the discrepancy between expectations and actual observed outcomes, and it is believed to play a role in learning, such as in classical conditioning. Yet, its relationship to one-shot declarative memory remains poorly understood. In the present study, we aimed to replicate Greve et al. (2017, Experiment 1) by testing whether PE enhances memory. Participants first learned scene-word associations in which a specific scene image was paired with one of two category labels, “positive” or “negative”. …
Examining The Relationship Between The Initial Level Of Learning And The Rate Of Forgetting, Lex De Asis, Justin Mykovich, Rhiannon N. Soriano Smith
Examining The Relationship Between The Initial Level Of Learning And The Rate Of Forgetting, Lex De Asis, Justin Mykovich, Rhiannon N. Soriano Smith
Undergraduate Research Symposium Posters
It has been widely contested whether the rate of forgetting is connected to the initial degree of learning. While recent studies suggest that forgetting occurs at a consistent rate regardless of how well material was initially learned, other studies argue that this conclusion depends heavily on the analytical approach and the operational definition supplied. Additionally, emerging frameworks, such as the Representation Theory of Forgetting (Sadeh et al., 2014, 2016), propose that different brain regions support distinct types of memory representations, with each governed by separate forgetting mechanisms. This study seeks to examine how the degree of learning affects the rate …
Exploring Themes Of Gender And Nature Through An Ecofeminist Analysis Of Three Eco-Horror Films, Valeria Evelin Valdez Rios
Exploring Themes Of Gender And Nature Through An Ecofeminist Analysis Of Three Eco-Horror Films, Valeria Evelin Valdez Rios
Undergraduate Research Symposium Posters
With warmer days and more frequent natural disasters, it is clear to see climate change and global warming on the rise. It is more important now than ever to spread awareness about climate change’s consequences and how we can address them. Both nature and women are oppressed by patriarchal, capitalist systems, which is why we are interested in the intersection of gender and nature in environmental media. Our hopes are to tap into an under-studied field of environmental communication by analyzing eco-horror films, which are horror films with environmental messages. Using ecofeminist rhetorical theories, we analyze how three eco-horror films …
Simulation Of Fluid Flow Based On Navier Stokes Equations, Ricardo Marquez, Javier Perez
Simulation Of Fluid Flow Based On Navier Stokes Equations, Ricardo Marquez, Javier Perez
Undergraduate Research Symposium Posters
This work presents a computational study of incompressible flow based on the Navier-Stokes equations using finite element method. The Crank-Nicolson approximation is used for discretizing the time derivative. The study consists of investigating the effect of the choice of finite elements and the size of the time step in obtaining the numerical velocity and pressure. This is illustrated with FreeFEM++ simulations of the von Karman benchmark flow problem. Profiles of drag, lift and pressure drop will be presented in time.
Spatiotemporal Feature Extraction From Vertical Grf Signals For Parkinson’S Disease Severity Assessment Using Physionet And Gaitpd, Nitya Jadeja
Undergraduate Research Symposium Posters
Parkinson’s Disease (PD) is a progressive neurodegenerative disorder that impairs motor coordination, often resulting in measurable gait disturbances. Vertical ground reaction force (VGRF) signals provide a quantitative means of capturing these abnormalities and monitoring disease progression. This study focuses on the extraction and analysis of spatiotemporal gait features such as stride variability, stance duration, and force imbalance, from the PhysioNet Gait dataset to better understand their correlation with PD severity. Using gait analysis and machine learning techniques, recent computational models are reviewed and evaluated for their ability to assess PD progression through VGRF data. The analysis compares data-driven approaches with …
Relationship Between Caffeine Use And Eating Disorders, Hannah Segura, Maegan Nation
Relationship Between Caffeine Use And Eating Disorders, Hannah Segura, Maegan Nation
Undergraduate Research Symposium Posters
Eating disorders are a spectrum of cognitive, behavioral, and physical symptoms related to eating and compensatory weight management behaviors. Body image concerns can be a significant risk factor for various disorders, such as anxiety, depression and eating disorders. Additionally, eating disorders are commonly comorbid with other psychiatric disorders. Supplement usage such as performance enhancing supplements is becoming increasingly common, especially among younger populations. Using different supplements has been shown to put adolescents at an increased risk for body dysmorphia, disordered eating behaviors, as well as other potentially harmful health effects, like electrolyte complications, heart issues, or even death. Across the …
The Fitness Cost Of Rifampicin-Resistant Rpob Mutations On Mfd-Mediated Processes In Stationary Phase Bacillus Subtilis, Amber Callaway, Jessica Grifaldo
The Fitness Cost Of Rifampicin-Resistant Rpob Mutations On Mfd-Mediated Processes In Stationary Phase Bacillus Subtilis, Amber Callaway, Jessica Grifaldo
Undergraduate Research Symposium Posters
Rifampicin is a potent antibiotic that tightly binds to the ꞵ-subunit of RNA polymerase and blocks initiation of transcription. Bacillus subtilis cells that acquire rpoB mutations that confer resistance to rifampicin also exhibit decreases in transcription and fitness. Mutation frequency decline (Mfd) is a global transcription regulator that interacts with the ꞵ-subunit of RNA polymerase, and our RNA-seq showed that it had profound effects on the expression of motility genes. We hypothesize that the rifampicin-resistant rpoB: I681T mutation alters Mfd-mediated gene regulation of motility in Bacillus subtilis. Therefore, we will construct mfd- rpoB: I681T double mutants via natural competence and …
Dorsal/Ventral Orientation Of Dentate Granule Cells And Its Impact On Electrophysiology In Mice, Jacob Prince, Savannah Sampson, Alyssa Marron
Dorsal/Ventral Orientation Of Dentate Granule Cells And Its Impact On Electrophysiology In Mice, Jacob Prince, Savannah Sampson, Alyssa Marron
Undergraduate Research Symposium Posters
The hippocampus has known roles in memory formation, learning, and spatial mapping. There are defined physiological differences between CA1 neurons based on their dorsal to ventral position within the 3D hippocampus (Malik et al., 2015). Given the varying functions of the dorsal and ventral hippocampus in cognitive processing and the role of the dentate gyrus as the entry point for information into the hippocampus, it will be interesting to determine if there are differences in the properties of granule cells across the dorsal and ventral axis. We explore the potential topographic specialization of dentate granule cells. This study examines the …
Examining County-Level Barriers To Midwife-Attended Births Among Black Women In The United States, Asia Miles
Examining County-Level Barriers To Midwife-Attended Births Among Black Women In The United States, Asia Miles
Undergraduate Research Symposium Posters
Background and Objectives: In 2011, the American Public Health Association (APHA) passed legislation aimed at reducing maternal mortality and morbidity by addressing shortages in maternity care providers and facilities. The purpose of this study was to examine county-level characteristics that influence Black women’s access to midwife-attended births across the U.S. Methods and Approach: Data on midwife-attended births were obtained from CDC WONDER for U.S. counties with populations of 100,000 or greater, and county-level characteristics were gathered from the Area Health Resources File. The dependent variable was the change in nurse-midwife-attended births from 2011 to 2023. Independent variables included changes in …