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Articles 301 - 330 of 17481
Full-Text Articles in Entire DC Network
Assessing Young Children's Computational Thinking: Validation Of Items And Item Design Features, And Diagnostic Approaches, Chungsoo Na
All Graduate Theses and Dissertations, Fall 2023 to Present
The goals of this multiple-paper dissertation are to evaluate the psychometric evidence of the Computational and Spatial Thinking Assessment (CaST), designed and developed by the Coding in Kindergarten (CiK) research team (supported by NSF #1842116). In Chapter 2 (Paper 1), I evaluate the psychometric quality of the CaST assessment at the item level. The CaST has moderate item difficulty and high item discrimination, on average, with high reliability and no gender- or age-related item bias. In Chapter 3 (Paper 2), I identify seven item design features from the CaST assessment and examine their impact on item difficulty. All item design …
Freshwater Mussel Reintroduction And Recolonization Habitat Modeling Using Hydraulic, Sediment And Geomorphic Parameters, Megan Elizabeth Dinicola
Freshwater Mussel Reintroduction And Recolonization Habitat Modeling Using Hydraulic, Sediment And Geomorphic Parameters, Megan Elizabeth Dinicola
All Graduate Theses and Dissertations, Fall 2023 to Present
Freshwater mussels are an important group of aquatic animals that live within the riverbed, but their populations have been drastically reduced by habitat alteration and other anthropogenic activities. In an effort to bolster populations, river managers and biologists are using mussel reintroductions as part of their restoration efforts but there are gaps in our understanding of where to reintroduce mussels within a river to see them create self-sustaining populations. This research helps shrink this gap by better understanding the physical habitat needs and population expansion potential of subadult freshwater mussels, or the size of mussel that hatcheries grow for reintroduction, …
Characterizing Metabolic Flux Of Plant Secondary Metabolites From Diverse Animal-Source Foods To Humans, Muhammad Ahsin
Characterizing Metabolic Flux Of Plant Secondary Metabolites From Diverse Animal-Source Foods To Humans, Muhammad Ahsin
All Graduate Theses and Dissertations, Fall 2023 to Present
There is a popular saying: “You are what you eat.” But does this also mean, “You are what your food eats”? This dissertation explores that question by examining how farming practices shape the nutritional quality of meat—and what, if anything, those differences mean for the people who consume it. While modern livestock production and nutrition research often emphasize protein and fat, this work tests the idea that animals function as biological mediators, linking soil and plant conditions to human diets through the chemical composition of meat and milk. To evaluate this hypothesis, we tracked health-relevant plant compounds— phytonutrients—across the soil–plant–animal–human …
Drought-Tolerant Plants Of Great Salt Lake: Determining Dormancy Break, Germination, And Seeding Timing Requirements To Improve Restoration Under Hydrologically Extreme Conditions, Montana Horchler
All Graduate Theses and Dissertations, Fall 2023 to Present
Wetlands are declining worldwide, and those in arid regions are especially vulnerable to climate change, drought, water diversions, and other human pressures. As a result, land managers increasingly rely on active revegetation to re-establish native plant communities and their associated ecosystem functions. Restoration that utilizes seeds as the propagule source is often the most cost-effective way to revegetate large areas, but in highly variable environments such as exist at Great Salt Lake, Utah, drought and flooding regularly limit plant establishment. Restoration practitioners require science-informed strategies to reach their goal of establishing diverse native plant communities with high native species cover. …
Social And Institutional Factors Influencing Restoration Decisions In Sagebrush Plant Communities In The Great Basin, Carmen Calzado-Martínez
Social And Institutional Factors Influencing Restoration Decisions In Sagebrush Plant Communities In The Great Basin, Carmen Calzado-Martínez
All Graduate Theses and Dissertations, Fall 2023 to Present
Sagebrush landscapes of the Great Basin in the western United States have changed dramatically over the past century. Invasive grasses, repeated wildfires, and past land-use practices have made it increasingly difficult for native plant communities to recover once they are damaged. Most restoration efforts occur after disturbances such as wildfire, when ecosystems may already be severely degraded. An alternative approach is proactive restoration, which aims to strengthen ecosystems before major damage occurs.
This dissertation examines whether proactive restoration strategies could realistically be used in sagebrush rangelands and what factors influence their adoption. The research combines three complementary approaches. First, interviews …
Analyzing The Influence Of Stem Project-Based Learning On Students' Perceptions And Career Interest In Stem, Melissa S. Barker
Analyzing The Influence Of Stem Project-Based Learning On Students' Perceptions And Career Interest In Stem, Melissa S. Barker
All Graduate Theses and Dissertations, Fall 2023 to Present
Although science, technology, engineering, and mathematics (STEM) enrichment programs aim to increase participation in STEM, the design features that meaningfully influence adolescents’ task values and career-related beliefs remain insufficiently specified. The purpose of this study was to investigate whether STEM PBL activities designed with an interest-focused theoretical lens of Subjective Task Value (STV) and Social Cognitive Career Theory (SCCT) influence students’ perceptions of STEM courses, majors, and careers. Additionally, I sought to understand what elements of the STEM PBL experience were most impactful. I designed and taught STEM PBL activities for students from the Native American lands in southeastern Utah …
Comparing Strategies For Wetland Revegetation In An Uncertain Water Future, Hailey M. Machnikowski
Comparing Strategies For Wetland Revegetation In An Uncertain Water Future, Hailey M. Machnikowski
All Graduate Theses and Dissertations, Fall 2023 to Present
Wetlands worldwide are expected to experience more frequent and intense droughts and floods due to climate change. These shifting water conditions introduce challenges to restoring wetland plants, especially using direct seeding. Seeding is cost and labor-efficient compared to planting, but seeds and seedlings are highly vulnerable to water stress, so restoration efforts often fail when conditions are too wet or dry. Understanding how to improve seed-based revegetation under these conditions is increasingly important. Therefore, we sought to understand the response, measured by percent canopy cover or dry biomass weights, of native plants to different durations of drought in greenhouse experiments, …
Mapping Spatial Variability For Precision Management In Utah’S Tart Cherry Orchards, Kurt T. Wedegaertner
Mapping Spatial Variability For Precision Management In Utah’S Tart Cherry Orchards, Kurt T. Wedegaertner
All Graduate Theses and Dissertations, Fall 2023 to Present
Tart cherry orchards are a major part of the agricultural landscape in Utah, but producing cherries is becoming increasingly difficult and expensive. Orchard land is not uniform. Some parts of a field grow strong, healthy trees, while other parts struggle because of differences in soil, water, and landscape. Even though these differences exist, orchards are usually managed the same way everywhere. Over many years, this causes some trees to become much larger than others, making orchards harder to manage, less efficient to harvest and prune, and more costly to maintain.
This research focused on finding practical ways to measure these …
Developing And Improving Digital Image Correlation (Dic) Techniques For Challenging Environments, Prasenjit Dewanjee
Developing And Improving Digital Image Correlation (Dic) Techniques For Challenging Environments, Prasenjit Dewanjee
All Graduate Theses and Dissertations, Fall 2023 to Present
Understanding how materials and parts deform during testing is crucial for creating safer and more reliable engineering systems. Engineers need to measure not only how much a part deforms, but also where deformation concentrates before any damage or failure happens. Digital image correlation (DIC) is a camera-based, non-contact measurement method that tracks surface motion and deformation across a whole area. It is particularly useful when traditional contact-based measurement techniques cannot withstand harsh conditions or capture enough detail. This dissertation develops optical methods to improve DIC in three challenging measurement situations. First, a shortwave ultraviolet lighting technique is developed to reduce …
Out Of Sight, Out Of Mind? Psychological Distance And Public Perceptions Of The Great Salt Lake, Nathan Thompson
Out Of Sight, Out Of Mind? Psychological Distance And Public Perceptions Of The Great Salt Lake, Nathan Thompson
All Graduate Theses and Dissertations, Fall 2023 to Present
Over the past several years, Great Salt Lake has received a lot of media attention, both locally in Utah as well as nationally and even internationally. Within Utah, public perception surveys have indicated that concern about the lake varies depending on how low the lake levels are. This suggests that a concept called psychological distance might be influencing concern about the lake as well as support for strategies to help the lake. Psychological distance is the perceived distance a person has from an object, event, or person and is manifested in four ways: across physical distance (spatially), across time (temporal), …
Longing For Home, Ryker Eggenberger
Longing For Home, Ryker Eggenberger
All Graduate Theses and Dissertations, Fall 2023 to Present
This thesis is a collection of creative nonfiction essays examining what it means to belong. Multiple factors of belonging are explored, including belonging in human relationships, belonging to oneself, and feeling a sense of belonging to a physical place. Each essay contains three cohesive narratives—called “strands”—which are woven together to form a single essay. These strands include the author’s personal experiences, site visits conducted by the author, and various research topics. The personal experiences explore the author’s relationship to belonging contextualized by his pure obsessive-compulsive disorder. The site visits recount the author’s experiences in natural and community-oriented places. The research …
Comparison Of Consumptive Use Of Furrow And Drip Irrigated Onions, Chad C. Withers
Comparison Of Consumptive Use Of Furrow And Drip Irrigated Onions, Chad C. Withers
All Graduate Theses and Dissertations, Fall 2023 to Present
The State of Utah funded agricultural water optimization studies to determine how agricultural water depletion can be decreased while maintaining or improving yields. Conversion from surface irrigation to drip irrigation is investigated as a method to decrease consumptive use.
Some Utah onion producers are converting from furrow irrigation to drip irrigation to decrease water and fertilizer use and improve profits. This study compares the consumptive use and yield of three drip irrigated onion fields against the consumptive use and yield of three furrow irrigated onion fields.
Arrays of soil moisture sensors at various depths were placed in drip and furrow …
Where Were Women?: Women In The United States Intelligence Organizations From The Office Of Strategic Services To The Central Intelligence Agency, Madison Harris
All Graduate Theses and Dissertations, Fall 2023 to Present
United States intelligence historians have largely neglected the importance of women’s intelligence labor as well as the centralized intelligence organizations that existed from World War II to the early years of the Central Intelligence Agency (CIA) – including the Office of Strategic Services (OSS), Strategic Service Unit (SSU), and Central Intelligence Group (CIG). While assumptions about women in intelligence work during this period are usually drawn from stereotypical portrayals in popular media, such as books and movies, this thesis utilized statistical data and other agency sources to build a broader understanding of women’s actual labor.
This thesis demonstrates that women …
Effect Of Agroecological Feeding Systems Of Dairy Cattle On The Nutritional Composition Of Milk, Sree Bhavya Immadi
Effect Of Agroecological Feeding Systems Of Dairy Cattle On The Nutritional Composition Of Milk, Sree Bhavya Immadi
All Graduate Theses and Dissertations, Fall 2023 to Present
How food is produced can influence both its nutritional quality and its impact on the environment. In recent years, regenerative (agroecological) farming practices have gained attention for their potential to improve soil health, biodiversity, and the nutritional value of foods. In dairy production, these practices often involve growing more diverse forage crops, reducing soil disturbance, and relying less on monoculture-grown feed rations. However, there is still limited real-world evidence showing how these practices affect the nutritional composition of milk produced on commercial dairy farms.
This dissertation explores how regenerative feeding and feed production practices influence the nutritional quality of milk, …
A Survey On Digital Reading Materials And Personal Study Of Christian Religious Texts, Teancum Price
A Survey On Digital Reading Materials And Personal Study Of Christian Religious Texts, Teancum Price
All Graduate Theses and Dissertations, Fall 2023 to Present
Religion, including reading from religious texts such as scriptures, are a part of the daily lives of many people. Modern technology has influenced the way that this religious reading takes place, but its effects have not yet been studied. Existing research of the effects of technology on reading focus on topics such as reading comprehension, but the study of religious texts is often focused on achieving a religious experience, so the existing research does not capture the whole scope of these changes. In our study, we surveyed two universities (Utah State University and Abilene Christian University) to ask individuals how …
Examination Of The Association Among Family Communication Patterns, Attitudes Toward Sex, And Sexual Communication Self-Efficacy, Brooklynn Edelmayer
Examination Of The Association Among Family Communication Patterns, Attitudes Toward Sex, And Sexual Communication Self-Efficacy, Brooklynn Edelmayer
All Graduate Theses and Dissertations, Fall 2023 to Present
The purpose of this study was to gain a better understanding of the role that family communication plays in the development of sexual attitudes and sexual communication self-efficacy. Essentially, each family has a unique communication environment, which consists of how open communication is, the variety of topics a family might discuss, and expectations of conformity that parents have for their children. Attitudes toward sex can be conservative–reflecting traditional views toward sex–or progressive–reflecting tolerance and flexibility toward various sexual lifestyles. Sexual communication self-efficacy is the degree to which an individual feels comfortable communicating about sex with a sexual partner. Participants in …
Cannabis: A Model Plant To Study Light-Mediated Reproductive Development, Madigan J.H. Eckels
Cannabis: A Model Plant To Study Light-Mediated Reproductive Development, Madigan J.H. Eckels
All Graduate Theses and Dissertations, Fall 2023 to Present
Cannabis (Cannabis sativa) is a plant of increasing importance for research, medical, recreational, industrial, and agricultural purposes, but a strict legal landscape means that it was chronically understudied. Now that research institutions can utilize this plant for study, we require updated terminology to describe various cannabis flowering types that occur under ideal and non-ideal growing conditions. We introduce new flowering terminology and describe them in text and with photographs.
Plants use light as a resource to power photosynthesis, and a greater total sum of photons generally increases yield. In controlled environment agriculture where growers utilize light fixtures instead …
Learning About The Direct Experiences Of Very Young Children With Hearing Loss: A Feasibility Study, Jenni M. Funk
Learning About The Direct Experiences Of Very Young Children With Hearing Loss: A Feasibility Study, Jenni M. Funk
Undergraduate Honors Capstone Projects
We aimed to explore the feasibility of employing a developmentally appropriate, modified puppet interview method to elicit thoughts and perspectives directly from very young children (ages 3 to 6 years old) who are deaf or hard-of-hearing. Little is known about the direct experiences of children with hearing loss, making it difficult to improve care. In our field of speech and hearing sciences, there is no current method of gathering direct experiences of young children and placing them at the center of care. We proposed that researchers may be able to learn about the direct experiences of very young children who …
Climate Change-Related Effects On Carbon Emissions And Net Ammonification Across Lowland To Upland Soils From A High-Latitude Coastal Ecosystem, Jenna M. Ross, Karen H. Beard, Katharine C. Kelsey, Matteo Petit Bon, A. Joshua Leffler
Climate Change-Related Effects On Carbon Emissions And Net Ammonification Across Lowland To Upland Soils From A High-Latitude Coastal Ecosystem, Jenna M. Ross, Karen H. Beard, Katharine C. Kelsey, Matteo Petit Bon, A. Joshua Leffler
Wildland Resources Faculty Publications
Warming, sea-level rise, and changing herbivory patterns are affecting ecosystem processes in northern coastal soils, including carbon and nitrogen cycling, although their combined effects are poorly understood. We studied the impact of these changes in a full-factorial microcosm experiment using four distinct soil types from the Yukon-Kuskokwim Delta of western Alaska. Soil was collected from three coastal wetlands, which differ in flooding frequency and use by migratory geese, and one rarely-flooded upland tundra used by geese in late summer. Microcosms containing these soils were incubated for 16 weeks at 10°C or 18°C, with or without three short-term floods, and with …
Quantifying Evapotranspiration From The Wetlands In The Peripheral Area Between The Most Downstream Stream Gages And The Open Water Body Of The Great Salt Lake, Motasem S. Abualqumboz, David G. Tarboton
Quantifying Evapotranspiration From The Wetlands In The Peripheral Area Between The Most Downstream Stream Gages And The Open Water Body Of The Great Salt Lake, Motasem S. Abualqumboz, David G. Tarboton
Publications
Study region: The eastern peripheral area between the most downstream stream gages and the open water body of the Great Salt Lake (GSL), located in northern Utah within the semiarid western United States (US).
Study focus: As GSL levels decline, the eastern peripheral area is expanding, exposing former lakebed, much of which has transitioned into natural and managed wetlands. Evapotranspiration (ET) from these wetlands consumes water that would otherwise reach the open-water lake body, yet these losses remain poorly quantified and directly affect the GSL water balance. This study compares a water-balance-based ET estimate for the wetlands in the peripheral …
Creating Sustainable School And Home Gardens: Zooming Into Nature With Digital Microscopes, Rita Hagevik, Kaitlin Campbell, Kathy Cabe Trundle, Lawrence Krissek
Creating Sustainable School And Home Gardens: Zooming Into Nature With Digital Microscopes, Rita Hagevik, Kaitlin Campbell, Kathy Cabe Trundle, Lawrence Krissek
All Current Publications
This fact sheet provides information about using digital microscopes in the garden. It discusses how they work, choosing the right digital microscope, uses in the garden, and activities. It is part of the Creating Sustainable School and Home Gardens resource sheet series from Utah State University Extension and Smart Foodscapes.
Are You Lost? Developing A Map (Metadata Application Profile) For Your Institutional Repository, David Advent, Connor Murphy
Are You Lost? Developing A Map (Metadata Application Profile) For Your Institutional Repository, David Advent, Connor Murphy
Library Faculty & Staff Presentations
Developing a MAP (Metadata Application Profile) for your Institutional Repository.
Effects Of Spatially Targeted Fertilizer Strategies On Canopy Growth Across Contrasting Tart Cherry Orchard Sites, Kurt Wedegaertner, Brent Black, Matt Yost, Grant Cardon
Effects Of Spatially Targeted Fertilizer Strategies On Canopy Growth Across Contrasting Tart Cherry Orchard Sites, Kurt Wedegaertner, Brent Black, Matt Yost, Grant Cardon
Plants, Soils and Climate Student Research
Variable-rate fertilization is increasingly promoted in perennial orchard systems, but its effectiveness remains difficult to predict because tree responses are often inconsistent and strongly conditioned by site-specific constraints. To address this, we evaluated soil-based and vigor-based zoning frameworks across four commercial tart cherry (Prunus cerasus) orchards representing contrasting soil conditions, canopy structures, and management histories. Within each orchard, management zones were defined using either soil apparent electrical conductivity (ECa) or satellite-derived canopy vigor. Fertilization strategies were implemented by varying fertilizer application timing among zones using split-application approaches while maintaining a constant total fertilizer rate. Tree-level canopy structure was …
Reflective Refinement Through Iterative Model Building, Idris Solola, Hillary Swanson, Sarah Schwartz, Rida Munir, Jared B. Arnell, Ravi Sinha
Reflective Refinement Through Iterative Model Building, Idris Solola, Hillary Swanson, Sarah Schwartz, Rida Munir, Jared B. Arnell, Ravi Sinha
Instructional Technology and Learning Sciences Student Research
While research has emphasized the role of classroom discourse, hands-on demonstrations, and carefully crafted prompts in eliciting and responding to students’ ideas, there’s a need to investigate how the systematic design of modeling instruction can serve as the structure that naturally supports responsive teaching. Drawing on the knowledge in pieces (KiP) epistemology and the concept of responsive teaching, we present an instructional approach called guided reflective refinement (GRR), which guides students to articulate and examine their thinking through building and evaluating models. We analyzed middle school students’ model drafts over a 7-day unit on conservation of energy to understand the …
Evaluating The Impact Of Residential Landscape Audits Using 5-Second Water Use Data, Mahmud Aveek, Camilo J. Bastidas Pacheco, David E. Rosenberg, Jeffery S. Horsburgh, Kelly Kopp, Belize A. Lane
Evaluating The Impact Of Residential Landscape Audits Using 5-Second Water Use Data, Mahmud Aveek, Camilo J. Bastidas Pacheco, David E. Rosenberg, Jeffery S. Horsburgh, Kelly Kopp, Belize A. Lane
Civil and Environmental Engineering Student Research
We used 5-s water use data to evaluate the effectiveness of residential landscape water audits in summer 2022. Fifty-nine households in two northern Utah cities were monitored for 2–5 weeks before and 3–10 weeks after an audit. We found that the distribution of weekly irrigation volumes postaudit was statistically less than the distribution preaudit (significant at the 1.9E10-5 level). Collectively, the participants reduced their landscape irrigation water use by approximately 379,000 L per week (100,300 gal per week; 0.3 acre-feet per week). We also analyzed changes in irrigation event volume, duration, frequency, and the number of days between events at …
Building On Common Ground: Autistic Adults' And Parents Of Young Autistic Children's Perspectives Of Early Behavioral Intervention Practices, Sophia R. D'Agostino, Naima Bhana-Lopez, Trenton J. Landon, Alyssa Roylance, Avery Briggs
Building On Common Ground: Autistic Adults' And Parents Of Young Autistic Children's Perspectives Of Early Behavioral Intervention Practices, Sophia R. D'Agostino, Naima Bhana-Lopez, Trenton J. Landon, Alyssa Roylance, Avery Briggs
Special Education and Rehabilitation Counseling Faculty Publications
The purpose of this study was to examine the perspectives of autistic adults and parents of autistic children regarding applied behavior analysis (ABA)-based early intervention, their beliefs about best practices in early intervention, and their recommendations for improving service delivery. A mixed-methods design was used to compare quantitative survey data from 70 participants (33 autistic adults, 37 parents) with qualitative interview responses (12 autistic adults, 12 parents), exploring perceptions of ABA and early intervention implementation. Quantitative analyses revealed significant group differences in perceptions of ABA’s benefits and side effects: parents rated ABA-based interventions more positively overall, whereas autistic adults expressed …
The Need For Tribal Enrollment Verification Programs At Urban Indian Organizations, William O. Carson, Felina M. Cordova-Marks, Byron E. Upshaw, Caleigh Curley, John W. Molina
The Need For Tribal Enrollment Verification Programs At Urban Indian Organizations, William O. Carson, Felina M. Cordova-Marks, Byron E. Upshaw, Caleigh Curley, John W. Molina
Journal of Indigenous Research
Urban Indian Organizations (UIOs) serve as community centers, providing culturally responsive services to urban American Indian/Alaska Native (AI/AN) populations. The majority offer patient navigation, which helps clients with scheduling and understanding treatment plans. They also provide insurance navigation, assisting clients with accessing eligible health insurance plans. Given their unique standing in a competitive marketplace, and since most UIOs require their clients to be enrolled tribal members, providing enrollment verification services is needed. Currently, prospective clients are responsible for verification, with no support provided. This can be a significant issue as UIOs serve a large number of AI/ANs, with tribal affiliations …
Feeding Strategies And Milking Behavior In Robotic Milking Systems, Katherine M. Kennedy, Elizabeth French, Porter D. Ricks, Emma K. Lundgreen
Feeding Strategies And Milking Behavior In Robotic Milking Systems, Katherine M. Kennedy, Elizabeth French, Porter D. Ricks, Emma K. Lundgreen
Animal, Dairy, and Veterinary Science Faculty Publications
Adoption of automatic milking systems (AMS) in the US are expected to increase rapidly in the coming years driven primarily by a desire to improve labor efficiency and flexibility and decrease reliance on hired labor. As such, feeding and milking strategies to best optimize milk production and economic gains tailored to US dairy production systems are needed. Initially introduced as a method to encourage the cow to visit the AMS more frequently, offered feeds through the AMS provide an opportunity to individualize nutrient needs. Often, a pelleted concentrate is offered through the AMS due to its uniformity and customizable nature. …
“That Would Be Confusing For Fifth Graders”: Boundary Infrastructure Moves In A Research-Practice Partnerships, Jody E. Clarke-Midura, Alireza Zandi, Saríah López-Fierro, Mimi M. Recker
“That Would Be Confusing For Fifth Graders”: Boundary Infrastructure Moves In A Research-Practice Partnerships, Jody E. Clarke-Midura, Alireza Zandi, Saríah López-Fierro, Mimi M. Recker
Publications
Research Practice Partnerships (RPPs) are a key strategy for educational improvement, yet little is known about the interactional mechanisms that drive their success. This study analyzes a three-year RPP co-designing integrated math and computer science lessons. We identify "boundary infrastructure moves”, actions partners use to navigate differences. Our findings reveal that productive tension, often sparked by a "potential overstep," was highly generative. A case study shows how a teacher challenging a lesson's terminology initiated a negotiation that transformed the artifact and created a new, shared vocabulary tool. We argue that productive tension is an essential mechanism for growth in RPPs …
Rule-Based Snow Detection Limits And Rwis Integration On Udot Traffic Cameras, Michael J. Davies
Rule-Based Snow Detection Limits And Rwis Integration On Udot Traffic Cameras, Michael J. Davies
Statewide Student Research Symposium
Over 58,000 residents of Utah's Uinta Basin depend on three highway corridors that each cross high-elevation mountain passes, yet the nearest Doppler radar is approximately 200 km away. BasinWX Roads (basinwx.com/roads) applies a rule-based computer vision pipeline to 46 existing Utah Department of Transportation (UDOT) traffic cameras, integrated with 9 Roadway Weather Information System (RWIS) stations, to provide automated road condition assessments without deploying new hardware. We characterize fundamental limitations of pixel-brightness approaches to snow detection using a labeled dataset of 138 images from four NYSDOT cameras scored by six independent coders. Full-image white pixel analysis achieved only …