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Medicaid Managed Care Organization Service Coverage And Diagnosis And Treatment Of Opioid Use Disorder: Evidence From Quasi-Random Auto-Assignment In Kentucky, Shelby R. Steuart, Miguel Antonio G Estrada, Christina Andrews Ph.D., Colleen M. Grogan, Olivia M. Hinds, Emily C. Lawler, Lauren A. Peterson, Felipe Lozano-Rojas, Emily C. Lawler, Lauren A. Peterson, Felipe Lozano-Rojas, Melissa A. Westlake, Coady Wing, Amanda J. Abraham Jul 2025

Medicaid Managed Care Organization Service Coverage And Diagnosis And Treatment Of Opioid Use Disorder: Evidence From Quasi-Random Auto-Assignment In Kentucky, Shelby R. Steuart, Miguel Antonio G Estrada, Christina Andrews Ph.D., Colleen M. Grogan, Olivia M. Hinds, Emily C. Lawler, Lauren A. Peterson, Felipe Lozano-Rojas, Emily C. Lawler, Lauren A. Peterson, Felipe Lozano-Rojas, Melissa A. Westlake, Coady Wing, Amanda J. Abraham

Faculty Publications

Introduction

Opioid-related mortality continues to claim tens of thousands of American lives annually. Medicaid plays an outsized role in financing opioid use disorder (OUD) treatment, paying for almost 40% of all Americans who received OUD treatment in 2017. Methods

Using Medicaid T-MSIS Analytic Files data and a novel data set of Medicaid managed care organization (MCO) plan coverage, we examined the relationship between comprehensiveness of benefits for OUD treatment provided by Medicaid MCO plans and the likelihood of OUD diagnosis and medications for OUD (MOUD) receipt among newly enrolled Medicaid beneficiaries in Kentucky. We use two stage least squares to …


Functional Time Transformation Model With Applications To Digital Health, Rahul Ghosal Ph.D., Marcos Matabuena, Sujit K. Ghosh Jul 2025

Functional Time Transformation Model With Applications To Digital Health, Rahul Ghosal Ph.D., Marcos Matabuena, Sujit K. Ghosh

Faculty Publications

The advent of wearable and sensor technologies now leads to functional predictors which are intrinsically infinite dimensional. While the existing approaches for functional data and survival outcomes lean on the well-established Cox model, the proportional hazard (PH) assumption might not always be suitable in real-world applications. Motivated by physiological signals encountered in digital medicine, we develop a more general and flexible functional time-transformation model for estimating the conditional survival function with both functional and scalar covariates. A partially functional regression model is used to directly model the survival time on the covariates through an unknown monotone transformation and …


Effects Of Science Of Reading Pedagogy On Student Self-Efficacy In The Elementary Intervention Classroom, Emily Marie Robinette Jul 2025

Effects Of Science Of Reading Pedagogy On Student Self-Efficacy In The Elementary Intervention Classroom, Emily Marie Robinette

Theses and Dissertations

This action research study investigated the effects Science of Reading pedagogy and curriculum have on students’ reading self-efficacy within the setting of the elementary intervention classroom. The theoretical framework, Albert Bandura’s self-efficacy theory, guided the study’s research questions, review of literature, methodology, and data analysis. The conceptual framework of the Science of Reading theory and educational movement served as the primary source of design and implementation of the intervention. Students participated in pre-, mid-, and post intervention interviews which measured students’ perceptions about their reading self-efficacy throughout the intervention period. They also participated in weekly reading self-efficacy questionnaires, which provided …


Retaining Teacehrs In A Small, Rural District In A Post-Pandemic World, Sonya Murrah Bryant Jul 2025

Retaining Teacehrs In A Small, Rural District In A Post-Pandemic World, Sonya Murrah Bryant

Theses and Dissertations

This dissertation in practice uses improvement science to examine the system in an attempt to improve teacher retention. The improvement project centers around improving teacher retention in a small, rural school district in a post-pandemic world. The district in question saw a stark increase in teachers leaving the district after the pandemic. The improvement team consisting of six district certified staff members including the superintendent, the assistant superintendent for personnel and instruction, the director of special services, the public information officer, a primary school principal, and a teacher. After collaboratively designing a fishbone diagram and driver diagram to analyze the …


The Impact Of Teachers’ Cultural Competence On Curriculum Development In Advanced English Courses, Rhine D. Kirkland Jul 2025

The Impact Of Teachers’ Cultural Competence On Curriculum Development In Advanced English Courses, Rhine D. Kirkland

Theses and Dissertations

As student demographics become increasingly more diverse, it is imperative that classroom teachers are responsive to the needs of learners from varied backgrounds. The purpose of this study was to examine the impact of teachers’ cultural competence on their curriculum development in advanced English courses. This case study provided insight on the use of administrative instructional coaching as a professional learning approach to aid in teachers’ creation and implementation of culturally responsive curriculums based on the tenets of Culturally Relevant Pedagogy. The analysis and triangulation of survey, interview, document, and observation data yielded key themes regarding the considerations and conditions …


Impact Of Simulation On Project Management Knowledge, Self-Efficacy, And Student Perceptions: An Action Research Study With Non-Traditional Undergraduate Students In A Project Management Capstone Course, Deborah Marindin Jul 2025

Impact Of Simulation On Project Management Knowledge, Self-Efficacy, And Student Perceptions: An Action Research Study With Non-Traditional Undergraduate Students In A Project Management Capstone Course, Deborah Marindin

Theses and Dissertations

This study investigated the effectiveness of a project management simulation in enhancing non-traditional undergraduate students' project management knowledge, self-efficacy, and perceptions in a project management capstone course. The simulation tool, SimulTrain®, provided an authentic, real-world context to bridge the gap between theoretical knowledge and practical application. Utilizing mixed-methods action research, the study comprehensively evaluated the simulation’s impact on students’ learning. The research was guided by three questions: (1) How does a simulation activity affect non-traditional students’ project management knowledge in a capstone course? (2) To what extent does the simulation impact their self-efficacy? (3) What are students’ perceptions of learning …


Exploring Professional Development Of Expatriate Teachers In Kuwait Through Mentoring, Taji Abdul-Raheem Jul 2025

Exploring Professional Development Of Expatriate Teachers In Kuwait Through Mentoring, Taji Abdul-Raheem

Theses and Dissertations

Professional growth as a teacher is fundamental for teacher retention and an overall determinant of favorable student outcomes. Academic research underscores professional development as an indicator of success for a school’s success as well. Expatriate teachers in Kuwait, who comprise a significant portion of the workforce, come from various backgrounds and levels of readiness for teaching in a contextually and culturally unfamiliar setting. Due to how teachers are hired and approved for teaching without induction, an implementation for continuous professional development has yet to be materialized for teachers in the private sector. This qualitative study leverages Improvement Science to diagnose …


Hearing All The Colors: Stories Of Engagement From Teachers' Perspectives, Carolyn Allison Jul 2025

Hearing All The Colors: Stories Of Engagement From Teachers' Perspectives, Carolyn Allison

Theses and Dissertations

This qualitative case study documented four high school English II End of Course teachers' stories about student engagement in the classroom. Students of color, in particular, have been maligned for underperformance on state-mandated tests. Instead of focusing on the despairing headlines and data, this study focused on how teachers follow the state standards and district curriculum guides to increase success. The teachers' authentic voices on student engagement shine through their stories. Student engagement is not a one-size-fits-all scenario which these teachers prove.

The teachers' stories served as the data for this study. The data was viewed through the lens of …


Apathy Or Agency: Exploring Civic Engagement With Ap Psychology Students, Regina Dilley Jul 2025

Apathy Or Agency: Exploring Civic Engagement With Ap Psychology Students, Regina Dilley

Theses and Dissertations

Sensing my high school students’ apathy toward civic engagement, I used a community of inquiry framework to address this problem of practice. Through mixed-methods action research, I explored participants’ perspectives on community, civic engagement, and their involvement in both spheres. A community of inquiry framework was the foundation for my research questions, and as I collected data, I launched an intervention based upon my findings. Although the results of this study were not statistically significant and are not generalizable, I collected a wealth of survey, interview, and reflection data from 48 students across two classes. Analysis grounded in my observations …


A Neuro-Symbolic Ai Approach To Scene Understanding In Autonomous Systems, Ruwan Tharanga Wickramarachchige Don Jul 2025

A Neuro-Symbolic Ai Approach To Scene Understanding In Autonomous Systems, Ruwan Tharanga Wickramarachchige Don

Theses and Dissertations

Effectively understanding scenes requires a unified representation of scene data and background knowledge. A neuro-symbolic AI approach to scene understanding leverages such a unified representation to enable advanced expression, inference, and labeling of scenes, improving the perception of autonomous systems.

Scene understanding remains a central challenge in the machine perception of autonomous systems. It requires the integration of multiple sources of information, background knowledge, and heterogeneous sensor data to perceive, interpret, and reason about both physical and semantic aspects of dynamic environments. Current approaches to scene understanding primarily rely on computer vision and deep learning models that operate directly on …


Sepsis: I Can Catch Your Lies – A New Paradigm For Deception Detection, Anku Rani, Dwip Dalal, Shreya Gautam, Pankaj Gupta, Vinija Jain, Aman Chadha, Amitava Das, Amit P. Sheth Jul 2025

Sepsis: I Can Catch Your Lies – A New Paradigm For Deception Detection, Anku Rani, Dwip Dalal, Shreya Gautam, Pankaj Gupta, Vinija Jain, Aman Chadha, Amitava Das, Amit P. Sheth

Publications

Deception is the intentional practice of twisting information. It is a nuanced societal practice deeply intertwined with human societal evolution, characterized by a multitude of facets. This research explores the problem of deception through the lens of psychology, employing a framework that categorizes deception into three forms: lies of omission, lies of commission, and lies of influence. The primary focus of this study is specifically on investigating only lies of omission. We propose a novel framework for deception detection leveraging NLP techniques. We curated an annotated dataset of 876,784 samples by amalgamating a popular large-scale fake news dataset and scraped …


The Impact Of Artificial Intelligence On The Sport Industry: Trademark Challenges And Legal Issues For Sport Brands, Suji Kim Jul 2025

The Impact Of Artificial Intelligence On The Sport Industry: Trademark Challenges And Legal Issues For Sport Brands, Suji Kim

Theses and Dissertations

This study explores the intersection of artificial intelligence (AI) and trademark law, focusing on the implications of AI-driven brand management in the sport industry. As AI technologies increasingly shape marketing strategies, particularly through fan engagement and content creation, they present new legal challenges, especially concerning trademark infringement, false endorsement, and the protection of athletes’ Name, Image, and Likeness (NIL) rights. The study analyzes key legal issues arising from AI’s role as both a tool and a potential legal actor in brand management, emphasizing the evolving definitions of “use in commerce” and the liability of sport organizations and third-party platforms.

Through …


Relative Hazard Losses Along The Atlantic And Gulf Coasts, Erin Kemp Jul 2025

Relative Hazard Losses Along The Atlantic And Gulf Coasts, Erin Kemp

Theses and Dissertations

Coastal areas face a variety of natural hazards, many of which are increasing in frequency or severity due to climate change. Continued coastal development emphasizes the need for a better understanding of the impact of these hazards on coastal communities. This study aims to improve this understanding by investigating temporal, spatial, and causal patterns in county-level relative losses (RL) from hazards along the Atlantic and Gulf Coasts from 2001 to 2021. Three research questions are addressed: 1) Are relative losses increasing over time in coastal counties? 2) Where are the highest relative losses among coastal counties? and 3) Which hazards …


An Efficient Detection And Deep Clustering Based Pipeline For Reliable Rodent Ultrasonic Vocalization Analysis, Sabah S. Anis Jul 2025

An Efficient Detection And Deep Clustering Based Pipeline For Reliable Rodent Ultrasonic Vocalization Analysis, Sabah S. Anis

Theses and Dissertations

Ultrasonic vocalizations (USVs) are critical for understanding rodents' emotional states and social behaviors. However, manual analysis of USVs is time-consuming, subjective, and prone to errors. This thesis presents an automated pipeline that addresses these challenges by performing efficient USV detection and clustering. The proposed approach significantly reduces the time and effort needed to analyze USV data while improving accuracy and reproducibility.

To address this gap, we introduce ContourUSV, a five-step pipeline for USV detection. First, it begins with generating spectrograms from audio recordings, which are then pre-processed to enhance the contrast between USVs and background noise. Key steps include median …


Exploring Cultural Capital And Literacy Practices In Chinese Immigrant Families: A Critical Ethnographic Case Study, Yuechen Sun Jul 2025

Exploring Cultural Capital And Literacy Practices In Chinese Immigrant Families: A Critical Ethnographic Case Study, Yuechen Sun

Theses and Dissertations

This dissertation explores the cultural capital and literacy practices of Chinese immigrant families residing in a Southeastern U.S. city. Using an ethnographic case study approach, the research examines two groups of Chinese immigrant parents: those with higher educational backgrounds and those who are restaurant owners. The study investigates how parents’ educational and cultural backgrounds influence their perceptions of and commitments to their children’s education, as well as their home literacy practices. It also explores their understanding of the model minority stereotype and their views on educational equity in the U.S. The findings reveal that both groups of parents value education …


Professional Learning Communities And Digital Literacy: A Framework For Elementary Education, Lauren Hunt Jul 2025

Professional Learning Communities And Digital Literacy: A Framework For Elementary Education, Lauren Hunt

Theses and Dissertations

As digital technologies redefine the definition of literacy, elementary teachers face the challenge of effectively integrating digital literacies into their classroom spaces. This dissertation examines how professional development can enhance teachers’ understanding and implementation of high-quality digital literacy practices. Grounded in the New Literacies framework, the study identifies key characteristics of effective digital literacy instruction and explores how professional development that is contextualized, meaningful, and sustained can foster these practices. Using data from classroom observations, professional learning communities, and teacher interviews, the research highlights how individualized coaching and collaboration empower teachers to create authentic, engaging, and critical digital literacy experiences. …


Post-Selection Inference In Regression Models, Qinyan Shen Jul 2025

Post-Selection Inference In Regression Models, Qinyan Shen

Theses and Dissertations

This dissertation develops new methodology for valid statistical inference following model selection in various regression settings. We first consider the logistic regression model for a binary response that can only be observed at the group level, as in group testing, and is subject to testing error. With the true responses only partially observed, we employ the expectation-maximization (EM) algorithm to account for missing information in the response data and simultaneously conduct variable selection using the LASSO-penalized log-likelihood function. After variable selection, we extend an existing post-selection inference method based on the polyhedral lemma \parencite{lee2016exact} to make inferences on selected covariates, …


Exploring Technology Use And Loneliness Among African American Older Adults, Sarah Pace Jul 2025

Exploring Technology Use And Loneliness Among African American Older Adults, Sarah Pace

Theses and Dissertations

Loneliness among African American older adults is a pressing public health concern, affecting more than one-quarter of this population and increasing the risk of premature death. This study explores the experiences of loneliness among African American older adults and examines the technologies they use, the purposes they serve, and their perceived role in mitigating loneliness. It also investigates barriers and facilitators to technology use for promoting social connection. Guided by the Social Support Theory and Technology Acceptance Model 3 (TAM3), the study centers the perspectives of an underrepresented population.

Fifteen African American women aged 67–82 participated in semi-structured interviews between …


Methods And Applications For Bayesian Semiparametric Survival Analysis, Zile Zhao Jul 2025

Methods And Applications For Bayesian Semiparametric Survival Analysis, Zile Zhao

Theses and Dissertations

Survival analysis is a cornerstone of biomedical and clinical research and plays an important role in fields as diverse as engineering, actuarial science, and sociology. In this dissertation, we develop new semiparametric Bayesian methodology for three problems from survival analysis: 1) adjustment for treatment crossover in randomized controlled trials (RCTs), 2) multilevel modeling of clustered survival outcomes when the cluster size is also informative, and 3) divide-and-conquer Bayesian inference for massive survival data. Our methods are semiparametric in the sense that we assume the covariates have a linear effect with regard to the log-hazard or the log- survival time; however, …


The Moderating Effects Of Religious Support And Family Support Between Racial Discrimination And Psychological Health Outcomes Among Black Adolescents, Tiera Cleveland Jul 2025

The Moderating Effects Of Religious Support And Family Support Between Racial Discrimination And Psychological Health Outcomes Among Black Adolescents, Tiera Cleveland

Theses and Dissertations

Racial discrimination is a common experience for Black adolescents. This study aimed to examine family support and religious support as a moderating variable between discrimination and mental health among Black adolescents. This study utilized data from an existing data set, the National Survey of American Life-Adolescent (NSAL-A). The NSAL-A included 1170 adolescents: 810 African American1 and 360 Black Caribbean2. The sample contained an equal amount of female (n = 608) and male (n = 562) Black adolescents3, who range in age from 13 to 17 years. Significant findings suggest that family support moderates the impact …


Quinone-Mediated Extracellular Electron Transfer In Escherichia Coli During Glucose Oxidation Metabolism, Megan Danielle Whisonant Jul 2025

Quinone-Mediated Extracellular Electron Transfer In Escherichia Coli During Glucose Oxidation Metabolism, Megan Danielle Whisonant

Theses and Dissertations

The growing global demand for energy, ongoing reliance on fossil fuels, and increasing water pollution from industrial and anthropogenic sources present significant environmental challenges. In response to these issues, renewable and sustainable energy sources offer substantial potential for reducing dependence on fossil fuels and ensuring access to clean water. Microbial electrochemical systems (MESs) have emerged as promising, eco-friendly solutions for energy-efficient wastewater treatment and bioremediation. A key challenge in MESs development is facilitating effective electron transfer between microorganisms and electrode surfaces. The first chapter of this thesis discusses the fundamentals of MES types, explains mechanisms of extracellular electron transfer, and …


Action Research Integrating Heggerty’S Phonemic Awareness Instruction For Transfer Into Third-Grade Writing, Jennifer Elizabeth Jones Jul 2025

Action Research Integrating Heggerty’S Phonemic Awareness Instruction For Transfer Into Third-Grade Writing, Jennifer Elizabeth Jones

Theses and Dissertations

Writing requires the ability to encode phonemes to separate sounds to spell. Students who are mystified by print often find writing a laborious task. This action research investigated the impact of Heggerty's Bridge the Gap phonological instruction on third grade writing development, specifically focusing on elaboration. Recognizing that strong phonological foundations are crucial for both reading and writing success, this study addressed the gap in phonological instruction found in upper elementary grades. The research questions guided the research: What is the impact of phonological awareness instruction on third-grade students’ elaboration domain in writing? 2.) What are the third-grade students' perceptions …


The Potential Importance Of Microenvironment On Polymer Bound Chemical Reagents, Nathan Joseph Halsteter Jul 2025

The Potential Importance Of Microenvironment On Polymer Bound Chemical Reagents, Nathan Joseph Halsteter

Theses and Dissertations

In this thesis will provide a brief history of polymer bound reagents, their uses, and advancements. The importance of polymer microenvironments will be explored using a model kinetic resolution reaction utilizing polymer bound reagents to observe how changes in a polymer’s microenvironment effects the yield and selectivity of a reaction. It was found that there are copious factors that affect polymer bound reagents, and no direct conclusion could be drawn from the study.


Impact Of Participation In Extracurricular Activities On Female Students’ Motivation, Noha Ibrahim Jul 2025

Impact Of Participation In Extracurricular Activities On Female Students’ Motivation, Noha Ibrahim

Theses and Dissertations

This study investigated the impact of extracurricular activities (ECAs) on academic motivation among female high school students at a semi-governmental international school in the UAE. It addressed three research questions: (1) the effect of ECA participation on academic motivation, (2) students’ perceptions of how these activities influence their motivation, and (3) teachers’ perspectives on their impact. I conducted this action research in a school of 4,500 K-12 students predominantly local and from high-income backgrounds with an international teaching staff. Participants included grade 11 and 12 female students (ages 16–18) enrolled in one of four clubs (Reading, International, Sports, and Art) …


As Iron Sharpens Iron: Intentional Near-Peer Mentorship In The Collegiate Applied Studio, Morgan Smith Owen Jul 2025

As Iron Sharpens Iron: Intentional Near-Peer Mentorship In The Collegiate Applied Studio, Morgan Smith Owen

Theses and Dissertations

Undergraduate students struggle to adjust to the expectations of university music programs. Mentoring programs are consistently cited as tools to build social capital and academic success, but there are few documented studies of mentoring applied directly to the traditional model of conservatory music instruction. Effective near-peer mentoring can build musicianship skills and develop accountability, establishing stronger practice routines and easing the transition to collegiate music study for younger students. This case study examines three models of mentorship to identify ways to create an intentional mentorship program within the applied studio, regardless of scale or specific form of instruction.


Characteristics Of Individuals Who Desired A Mentor But Did Not Have One: A Nationally Representative Study, Kenzie Delposen Jul 2025

Characteristics Of Individuals Who Desired A Mentor But Did Not Have One: A Nationally Representative Study, Kenzie Delposen

Theses and Dissertations

Youth are experiencing increased mental health challenges due to the parallel increase in loneliness and social isolation. Mentorship has emerged as a potential solution to reduce social isolation and provide support, guidance, and encouragement to young people. The context of the mentoring relationship positively impacts adolescent lives by promoting a safe, stable, nurturing relationship (SSNR) to reinforce the intrinsic motivation to connect with others. However, many young people lack these relationships despite indicating that there were times when they wanted one (Garringer & Banning, 2023). Access to mentorship is influenced by factors such as racial or ethnic background, socioeconomic status …


Transgressive Desire And Women’S Liberation In The British Strike Bildungsroman, Carl Clinton Sweat Jul 2025

Transgressive Desire And Women’S Liberation In The British Strike Bildungsroman, Carl Clinton Sweat

Theses and Dissertations

This dissertation examines the intersection of gender and class identity in British proletarian Bildungsromane set during the General Strike of 1926 and the Miners’ Strike of 1984/5, referred to collectively as “Strike Bildungsromane.” These prolonged industrial conflicts temporarily disrupted the gender division of labor that had hitherto been a defining aspect of pit village life. This development encouraged proletarian writers of the interwar and post-war periods to consider coalfield women as political agents, capable of subverting their preordained roles within the private sphere. These moments of subtle subversion are critical to the General Strike novels explored in this study, …


An Investigation Of The Impact Of Child-Centered Play Therapy Facilitated Through A Virtual Playroom On Disruptive Behaviors: A Single-Case Research Design, Keeland Kelley Lodato Jul 2025

An Investigation Of The Impact Of Child-Centered Play Therapy Facilitated Through A Virtual Playroom On Disruptive Behaviors: A Single-Case Research Design, Keeland Kelley Lodato

Theses and Dissertations

This multi-manuscript dissertation comprises two interconnected articles that collectively explore facilitating Child-centered play therapy (CCPT) through telemental health (TMH) using a virtual playroom. Chapter Three includes a qualitative manuscript using thematic analysis to understand the experiences of eight counseling students who participated in a training where they learned how to create and utilize a virtual playroom, followed by a virtual play session with elementary-aged children. The results from this study provided six emergent themes and subthemes. Chapter Four includes a quantitative manuscript using a single-case research design. More specifically, this study used a reversal design to investigate the impact of …


Reactivity Of Redox-Active Carboranyl Diphosphines And Carboranyl Diphosphoniums: Metal-Free Pathways For Small Molecule Activations And Transformations, Amanda Lynn Humphries Jul 2025

Reactivity Of Redox-Active Carboranyl Diphosphines And Carboranyl Diphosphoniums: Metal-Free Pathways For Small Molecule Activations And Transformations, Amanda Lynn Humphries

Theses and Dissertations

Transition metal catalysis has been an integral part of synthetic chemistry for its ability to selectively activate strong substrate bonds, promoting numerous crucial transformations. Despite their utility, the precious metals that are often employed in these catalytic reactions suffer from several drawbacks (including high toxicity, low natural abundance, high costs, and low sustainability), increasing the motivation to design suitable metal-free alternatives. Towards this end, several ambiphilic main-group systems have been devised to show metal-like reactivity, such as carbenes, borylenes, and Frustrated Lewis Pairs. This manuscript will describe the ambiphilic reactivity of carborane-based phosphorus compounds, highlighting the unique metallomimetic reactivity that …


Characterizing Dissolved Organic Matter Composition In A Southeastern United States Watershed, Gwendolyn Marcelette Hopper Jul 2025

Characterizing Dissolved Organic Matter Composition In A Southeastern United States Watershed, Gwendolyn Marcelette Hopper

Theses and Dissertations

Dissolved organic matter (DOM) has important roles in many biogeochemical cycles. DOM is primarily composed of dissolved organic carbon (DOC), nitrogen, and phosphorus, and the processing of DOM is important for nutrient regulation and carbon cycling. In the coastal plains of the southeastern United States, there are many rivers and streams known as “blackwaters” with exceptionally high concentrations of chromophoric dissolved organic matter (CDOM) leached from terrestrial soils, coinciding with a region experiencing some of the nation’s highest rates of development. As changes in land use and climate continue to occur, DOM composition from natural to anthropogenically impacted systems can …