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Extraction Of Key Themes In Online Health Discourse Using Unsupervised Learning And Large Language Models, Miranda G. Scully 2026 Dartmouth College

Extraction Of Key Themes In Online Health Discourse Using Unsupervised Learning And Large Language Models, Miranda G. Scully

Computer Science Senior Theses

Health online discussion boards are a modern platform that allow patients to interact with each other and the healthcare system as a whole, making them valuable sources of information for clinicians seeking to better anticipate treatment experiences and barriers. This study focuses on one such community, r/suboxone, a subreddit where patients using Suboxone share their experiences and ask questions. Our analysis is motivated by previous work that proposes event-based classification systems for such posts which buckets posts from r/suboxone into one or more of five high-level labels (Access Logistics, Co-Occurring Drug Usage, Medication for Opioid Use Disorder Administration, Psychophysical Effects, …


Navigating Trust: The Impact Of Social Media Influencers On Gen Z Health Behaviors, Abigail Stelling 2026 University of South Dakota

Navigating Trust: The Impact Of Social Media Influencers On Gen Z Health Behaviors, Abigail Stelling

Honors Thesis

Social media plays a defining role in the daily lives of Gen Z, influencing how people communicate, access information, and make decisions. More than a form of entertainment, social media is a powerful source that shapes identity, perceptions, and behaviors. As the first generation to grow up fully immersed in a digital world, Gen Z is uniquely impacted by the content and interactions that occur on social media platforms. Within this digital landscape, social media influencers have emerged as powerful figures. These individuals use large online platforms to promote lifestyles, products, and behaviors. Influencers often have the ability to shape …


Five Corridors: A Community Health Needs Assessment Of Horry County, Stephen Borders, Hayley Bilko, Molly Craig, Olivia Guthrie, Ashley McConnell, Emily McGowan, Anna Quick, Abigail Rike, Makayla Wilson 2026 Coastal Carolina University

Five Corridors: A Community Health Needs Assessment Of Horry County, Stephen Borders, Hayley Bilko, Molly Craig, Olivia Guthrie, Ashley Mcconnell, Emily Mcgowan, Anna Quick, Abigail Rike, Makayla Wilson

Public Health

This report presents a Community Health Needs Assessment (CHNA) of Horry County, South Carolina. Its central analytical contribution is a five-corridor framework derived from k-means cluster analysis of the county's 76 residential census tracts, drawing on social and economic indicators from the American Community Survey and health estimates from the CDC PLACES program. The analysis organizes the county into five distinct community types — Affluent Coastal Retirement, Moderate Coastal Retirement, Inland Rural/Suburban Transitional, Concentrated Disadvantage, and Hispanic Hospitality Worker — each with a characteristic profile of social and health conditions.

Within this framework, the assessment examines a range of social …


Awareness And Attitudes Toward Female Genital Mutilation At A Mid-Sized Midwestern University, Kaafiya Salad 2026 CentraCare Health

Awareness And Attitudes Toward Female Genital Mutilation At A Mid-Sized Midwestern University, Kaafiya Salad

InnovateHER Meeting 2026

This study utilized a confidential survey to examine awareness, knowledge, and attitudes toward Female Genital Mutilation (FGM) among the Saint Cloud State University community. Participants were recruited through campus outreach methods, and responses were collected voluntarily. The survey included questions assessing familiarity with FGM, sources of information, knowledge of associated health risks, and perceptions of the importance of awareness and public education.


Tiktok And The Brain: Neuropsychological Correlates Of Short-Form Video Consumption, Caty Enders 2026 University of New Mexico - Main Campus

Tiktok And The Brain: Neuropsychological Correlates Of Short-Form Video Consumption, Caty Enders

Psychology ETDs

Short-form video platforms like TikTok have quickly become the fastest growing segment of social media, thanks to powerful algorithms serving up personalized content driven by large quantities of user data. This study investigates the neuropsychological correlates of digital media use, with a particular focus on TikTok and smartphone screen time among young adults. Combining correlational analyses and an experimental design (n = 49; n = 44 included in final sample), we examined the relationship between digital media use and cognitive and emotional functioning across multiple domains. Objective measures of digital media consumption (daily average screen time and time on TikTok) …


Level Of Comfort And Barriers To Pediatric Vaccination Among Pharmacy-Based Immunizers In California, Laressa Bethishou, Karl Hess, Richard Beuttler, Jeffery Goad 2026 Chapman University

Level Of Comfort And Barriers To Pediatric Vaccination Among Pharmacy-Based Immunizers In California, Laressa Bethishou, Karl Hess, Richard Beuttler, Jeffery Goad

Pharmacy Faculty Articles and Research

Background

Pharmacists are increasingly recognized as accessible immunizers, yet pediatric vaccination rates in community pharmacies remain lower than those for adults, likely due to unique barriers. This study aimed to assess the comfort level of pharmacy-based immunizers in California with administering vaccines to pediatric patients and to identify barriers limiting their participation in pediatric immunization.

Methods

An IRB-approved, cross-sectional survey was distributed electronically to pharmacists, student pharmacists, and pharmacy technicians administering vaccines in California community pharmacies between November 2022 and February 2023. The survey measured comfort with vaccinating pediatric age groups, perceived barriers, and collected demographic data. Data analysis included …


Keeping Families Together: Companion Animals As A Public Health Imperative, Lori R. Kogan, Rebecca Niemiec 2026 Colorado State University, Fort Collins, CO, USA

Keeping Families Together: Companion Animals As A Public Health Imperative, Lori R. Kogan, Rebecca Niemiec

Journal of One Health Systems

Contemporary US public health frameworks emphasize social, economic, and environmental determinants of health, yet largely overlook the reality that most households include companion animals regarded as family members. This omission has tangible consequences during crises such as housing instability, illness, domestic violence, or disasters, when families are often forced to choose between their own safety and the safety of their animals. We argue that this represents a significant public health failure. Drawing on interdisciplinary evidence, we propose that companion animals function as a social determinant of health, that forced separation constitutes a public health harm, and that Human-Animal Support Services …


Quantifying Black Carbon Concentrations In Georgia And Analyzing Associated Public Health Risks, Khloe R. Osborne 2026 University of Mississippi

Quantifying Black Carbon Concentrations In Georgia And Analyzing Associated Public Health Risks, Khloe R. Osborne

Honors Theses

Quantifying Black Carbon Concentrations in Georgia and Analyzing Associated Public Health Risks

One of the most daunting challenges of the industrial world is air pollution. Within this broad spectrum, there is an inhalable particle group named PM2.5, which contains black carbon. Black carbon has evidence that supports the generation and worsening of adverse health impacts, which may include birth complications, cognitive deficits in children, pulmonary aggravation, asthma, cardiovascular issues, neurological degenerative patterns, and cancer risk. This is especially seen in vulnerable populations, like children, elderly, and those who already suffer from weakened health, many of which reside in the southern …


The Legacy Of Lead: Lead Exposure's Harmful Effects And Its Concentration In Poc Communities, Layla Sophronia Barber 2026 Fordham University

The Legacy Of Lead: Lead Exposure's Harmful Effects And Its Concentration In Poc Communities, Layla Sophronia Barber

Student Theses 2015-Present

This thesis examines the disproportionate burden of lead exposure carried by low income, POC communities. The systemic nature of this problem is a symptom of a longstanding legacy of environmental injustice in the United States. Decades of federal neglect are reflected in the higher statistics of lead exposure and poisoning in predominantly black communities. While it is understood that lead exposure poses a serious threat to physical health and early cognitive development, there is a discouraging lack of urgency to remove the toxin from non-wealthy communities. The material covered by this thesis aims to identify and correct the discriminatory social …


Examining The Rural Workforce: Comparing Admissions Strategies And Training Pathways In U.S. Medical And Dental Education, Charolyn A. Harris 2026 University of Mississippi

Examining The Rural Workforce: Comparing Admissions Strategies And Training Pathways In U.S. Medical And Dental Education, Charolyn A. Harris

Honors Theses

Access to healthcare in rural and underserved communities remains a significant challenge in the United States, particularly in dental care, where workforce shortages are more pronounced. This study examines how medical and dental education programs develop rural healthcare providers, focusing on admissions strategies and training pathways. Using a structured scoping review and secondary data analysis, this research compares how each field incorporates known predictors of rural practice, such as rural background and training experiences, into workforce pipeline development. Findings indicate that while both medical and dental education recognize rural background as a strong predictor of rural practice, medical education more …


Developing A Comprehensive Resource Guide For Caregivers Within The Area Agency On Aging, Aiden R. Murphy 2026 Duquesne University

Developing A Comprehensive Resource Guide For Caregivers Within The Area Agency On Aging, Aiden R. Murphy

Public Health Capstone Projects

This project developed a new universal caregiver resource guide for caregivers within the Area Agency on Aging, in order to improve resource navigation and workflow efficiency. Resources were collected, verified, and organized into a new, streamlined guide via the ARIA chatbot, covering multiple needs. Caregiver resources were collected and verified by the capstone student and mentor, Michael Kroeker, and organized into a centralized knowledge base within the ARIA chatbot. A mixed methods evaluation was conducted utilizing a 5-point Likert scale with three quantitative questions and one open-ended qualitative question. The data was given to the SeniorLine staff, who wanted to …


Descriptive Analysis: Effects Of Insufficient Sleep Among College Students Ages 18-22, Divine Ighalo 2026 University of Mississippi

Descriptive Analysis: Effects Of Insufficient Sleep Among College Students Ages 18-22, Divine Ighalo

Honors Theses

Background: Not getting enough sleep is common among college students and is often linked to habits such as screen time, caffeine intake, stress, and irregular routines. This study examined how these lifestyle factors are associated with insufficient sleep among college students ages 18-22 and how poor sleep affects their overall wellbeing. Methods: This study used a cross-sectional survey design and collected data through an anonymous 25 question online Qualtrics questionnaire. This was completed by 150 participants. The survey was designed to be completed in about 5-7 minutes. It included a mix of multiplechoice questions, frequency-based responses and select all that …


Assessing The Needs Of Public Health Professionals In The Inland Empire, Esteban Silva-Garcia 2026 California State University - San Bernardino

Assessing The Needs Of Public Health Professionals In The Inland Empire, Esteban Silva-Garcia

Electronic Theses, Projects, and Dissertations

An effective public health system relies on the need for highly trained professionals with degrees or certifications within the field of public health. As public health continues to evolve, professionals are required to improve and evolve with the pace of technology and knowledge advancements. This project focuses on reviewing literature on the current ongoing needs of public health professionals and providing them with resources that are available at low to no cost. It surveys the needs of public health professionals in the Inland Empire and the solutions created by organizations and federal agencies to support professional development for current and …


Sepsis As An Immune Continuum: Cytokine Storm To Lymphopenia And Pics, Chelsey King 2026 Liberty University

Sepsis As An Immune Continuum: Cytokine Storm To Lymphopenia And Pics, Chelsey King

Senior Honors Theses

Sepsis is a leading cause of morbidity and mortality worldwide, driven by a dynamic immune continuum that progresses from early hyperinflammation to profound immunosuppression. This review examines the three overlapping phases of sepsis: the inflammation-mediated cytokine storm driven by dysregulated PRR activation, NF-κB signaling, and NETosis; apoptosis-driven lymphopenia involving caspase-mediated lymphocyte death, dendritic cell dysfunction, and metabolic exhaustion; and prolonged immunoparalysis culminating in persistent inflammation, immunosuppression, and catabolism syndrome (PICS). Key mechanisms linking these phases, including the co-existence of hyper- and hypo-inflammatory states, are synthesized alongside relevant clinical biomarkers such as IL-6, HLA-DR, and single-cell immune profiles. This review highlights …


Integrating Nutrition Education To Improve The Effectiveness And Sustainability Of Makan Bergizi Gratis Programs, Akifa Laila Rusyda, Dewi Firda Sari, Ida Fransiska Pandiangan, Putri Mulifajar Gintings 2026 Faculty of Public Health, University of Indonesia

Integrating Nutrition Education To Improve The Effectiveness And Sustainability Of Makan Bergizi Gratis Programs, Akifa Laila Rusyda, Dewi Firda Sari, Ida Fransiska Pandiangan, Putri Mulifajar Gintings

Indonesian Journal of Public Health Nutrition (IJPHN)

The Makan Bergizi Gratis (MBG) program represents Indonesia's strategic effort to strengthen human capital by addressing malnutrition among school-aged. However, evidence suggests that school feeding alone is insufficient without structured nutrition education to promote sustained behavioral change. The present study examines opportunities and feasibility for embedding nutrition education within MBG implementation. Two-stage design was performed, including curriculum content reviews and qualitative case study design. A systematic curriculum content analysis was conducted across the school-based curriculum (KTSP) (2006), K-13 curriculum (2013 – 2017), and the Merdeka curriculum (2022 - present), using predefined nutrition competencies and behavioral domains as analytical frameworks. Purposive …


The Relationship Between Obesity Among Children And Adolescents With Dietary Intake And Physical Activity: A Scoping Review, Devi Dwi Yolani, Tania Okta Wardhani, Rani Aqilah Ni’matul Maula, Almira Sitasari, Tri siswati 2026 Poltekkes Kemenkes Yogyakarta

The Relationship Between Obesity Among Children And Adolescents With Dietary Intake And Physical Activity: A Scoping Review, Devi Dwi Yolani, Tania Okta Wardhani, Rani Aqilah Ni’Matul Maula, Almira Sitasari, Tri Siswati

Indonesian Journal of Public Health Nutrition (IJPHN)

Childhood and adolescent obesity remain a significant public health issue worldwide. This review summarizes research on the relationship among obesity, physical activity, and diet. This study aims to investigate the relationship between children's and adolescents' obesity, their physical activity levels, and diet. A scoping review was conducted by assessing 81 research journal articles from 2014 to 2023 from electronic databases such as Google Scholar and PubMed. The search strategy used Boolean operators as follows: (“child*” OR “adolescent”) AND (“obesity”) AND (“diet” OR “food intake”) AND (“physical activity”), selected based on the inclusion criteria of children and adolescents aged 1-18 years …


The Relationship Between Consumption Frequency And Energy Intake Of Ultra-Processed Food And Obesity Based On Body Fat Percentage Among Fph Ui Students In 2025, Sarah Keisya Budiargo, Triyanti Triyanti, Asih Setiarini, Dieta Nurrika 2026 Universitas Indonesia

The Relationship Between Consumption Frequency And Energy Intake Of Ultra-Processed Food And Obesity Based On Body Fat Percentage Among Fph Ui Students In 2025, Sarah Keisya Budiargo, Triyanti Triyanti, Asih Setiarini, Dieta Nurrika

Indonesian Journal of Public Health Nutrition (IJPHN)

Obesity is the accumulation of excessive body fat and increases the risk of various non-communicable diseases. Obesity prevalence among FPH UI students based on health examination data in 2022-2024 has reached 13.6%, exceeding the public health concern threshold and requiring more accurate measurement than Body Mass Index. This study aimed to determine the relationship between ultra-processed food (UPF) consumption frequency and energy intake with obesity incidence based on body fat percentage among 147 FPH UI students in 2025. This cross-sectional study utilized the Semi-Quantitative Food Frequency Questionnaire (SQ-FFQ) based on NOVA classification to assess UPF intake. Body fat percentage was …


The Effect Of Education Using The Lecture Method And Puzzle Games On The Level Of Knowledge And Attitude Toward Balanced Nutrition Among Students Of Sdn Pakintelan 01 In Gunung Pati District, Semarang City, Erlin Nurlina, Syifa Qolbiyah Nasir 2026 Universitas Negeri Semarang

The Effect Of Education Using The Lecture Method And Puzzle Games On The Level Of Knowledge And Attitude Toward Balanced Nutrition Among Students Of Sdn Pakintelan 01 In Gunung Pati District, Semarang City, Erlin Nurlina, Syifa Qolbiyah Nasir

Indonesian Journal of Public Health Nutrition (IJPHN)

Fulfilled nutritional needs play an important role at school age. The beginning of nutritional problems occurs due to knowledge factors, so it is necessary to implement efforts to provide information about balanced nutrition. Nutrition education research using lecture and puzzle game methods was conducted at SDN Pakintelan 01 aimed at determining changes in the level of knowledge and attitudes of students regarding balanced nutrition. The type of research is Quasy Experiment and uses a pretest-post test design with control group design. The sampling technique uses stratified random sampling. The number of samples of the control group given education (lecture method) …


Food Fortification Strategies To Address Micronutrient Deficiencies In Cambodia: A Scoping Review Of Policy Implementation, Industry Capacity, And Public Health Outcomes, Sokha YEM, sreypeov TUN, sokunthea kem 2026 university of puthisastra

Food Fortification Strategies To Address Micronutrient Deficiencies In Cambodia: A Scoping Review Of Policy Implementation, Industry Capacity, And Public Health Outcomes, Sokha Yem, Sreypeov Tun, Sokunthea Kem

Indonesian Journal of Public Health Nutrition (IJPHN)

Background: Micronutrient deficiencies remain a major public health challenge in Cambodia, with iron deficiency anaemia, iodine deficiency disorders, zinc deficiency, and vitamin A deficiency disproportionately affecting women of reproductive age and children under five. Food fortification—the deliberate addition of essential micronutrients to commonly consumed foods—has been widely recognised as a cost-effective population-level intervention to address nutritional gaps. Objective: To systematically map and synthesise existing evidence on food fortification strategies in Cambodia, focusing on policy implementation, industry production capacity and compliance, regulatory enforcement, and public health outcomes. Methods: A scoping review was conducted following the Arksey and O’Malley methodological framework and …


The Relationship Between Parenting Styles And Breakfast Habits With Adolescent Eating Behavior, Nailul Nufarohah, Siti Soraya, Hilda Carmitha Panjaitan 2026 Universitas Indonesia Maju

The Relationship Between Parenting Styles And Breakfast Habits With Adolescent Eating Behavior, Nailul Nufarohah, Siti Soraya, Hilda Carmitha Panjaitan

Indonesian Journal of Public Health Nutrition (IJPHN)

Adolescence is a critical transitional period requiring adequate and balanced nutrition to support optimal physical growth and psychosocial development. However, unhealthy Eating Behaviors such as skipping breakfast, consuming unbalanced diets, and frequent intake of foods high in sugar, salt, and fat are still commonly observed. Parenting styles and breakfast habits are considered important factors influencing adolescents’ Eating Behavior. This study aimed to analyze the relationship between parenting styles and breakfast habits with Eating Behavior among adolescents. This study employed a quantitative approach with a cross-sectional design conducted at SMK Negeri 62 Jakarta, South Jakarta. The population consisted of 578 active …


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