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Sulfur For High Rainfall Pastures In Western Australia, Department Of Primary Industries And Regional Development, Western Australia
Sulfur For High Rainfall Pastures In Western Australia, Department Of Primary Industries And Regional Development, Western Australia
Natural resources factsheets
Sulfur deficiency can substantially reduce pasture yield on sandy soils, particularly in wet years where the sulfate form of sulfur leaches below the root zone of pasture plants, making it unavailable.
This information applies specifically to high rainfall pastures (over 600mm average annual rainfall) in the south-west of Western Australia.
The Department of Primary Industries and Regional Development recommends basing fertiliser decisions on good evidence (soil and tissue test results)
Tissue Sampling And Analysis For High Rainfall Pastures In Western Australia, Department Of Primary Industries And Regional Development, Western Australia
Tissue Sampling And Analysis For High Rainfall Pastures In Western Australia, Department Of Primary Industries And Regional Development, Western Australia
Natural resources factsheets
Tissue testing helps identify nutrient deficiencies that impact plant health. In high rainfall areas ( > 600 mm), pastures are highly productive and have greater demand for both macro- and micronutrients. Micronutrient status is best assessed through plant tissue, as soil levels are difficult to measure accurately.
The Department of Primary Industries and Regional Development recommends tissue testing to assess the effectiveness of fertiliser and soil testing programs, and diagnose emerging macronutrient and micronutrient deficiencies that could cause production losses.
Environmental Impact Of Nitrogen And Phosphorus Fertilisers In High Rainfall Pasture Areas Of Western Australia, Department Of Primary Industries And Regional Development, Western Australia
Environmental Impact Of Nitrogen And Phosphorus Fertilisers In High Rainfall Pasture Areas Of Western Australia, Department Of Primary Industries And Regional Development, Western Australia
Natural resources factsheets
The most commonly used nitrogen and phosphorus fertilisers in the high rainfall (>600mm annual average) south-west of Western Australia can be leached into the groundwater and washed into waterways, resulting in serious environmental and economic damage.
The Department of Primary Industries and Regional Development recommends regular soil testing and consultation with FertCare-accredited advisers to reduce leaching losses and increase profit from added nutrients.
Forage News [2026-03], University Of Kentucky
Glial Cytokine Modulation Improves Sleep And Circadian Disruption In Female Saa Knock-In Mice Of Alzheimer’S-Related Pathology, Teresa Macheda, Margaret R. Hawkins, Carrie E. Johnson, Madison G. Lapid, Haleigh R. Whitlock, Savannah M. Shepard, Makayla F. Cox, Kelly N. Roberts, Leke Bytyqi, Heather M. Hash, Omar A. Abou El-Ezz, Mohammed Abou El-Ezz, Katharina Kohler, Sridhar Sunderam, Bruce F. O'Hara, Linda J. Van Eldik, Michael Paul Murphy, Marilyn J. Duncan, Adam D. Bachstetter
Glial Cytokine Modulation Improves Sleep And Circadian Disruption In Female Saa Knock-In Mice Of Alzheimer’S-Related Pathology, Teresa Macheda, Margaret R. Hawkins, Carrie E. Johnson, Madison G. Lapid, Haleigh R. Whitlock, Savannah M. Shepard, Makayla F. Cox, Kelly N. Roberts, Leke Bytyqi, Heather M. Hash, Omar A. Abou El-Ezz, Mohammed Abou El-Ezz, Katharina Kohler, Sridhar Sunderam, Bruce F. O'Hara, Linda J. Van Eldik, Michael Paul Murphy, Marilyn J. Duncan, Adam D. Bachstetter
Neuroscience Faculty Publications
Introduction: Sleep and circadian disturbances are early Alzheimer's disease (AD) features, yet mechanisms linking amyloid pathology, neuroinflammation, and sex differences remain unclear.
Methods: We longitudinally assessed sleep, circadian rhythms, and cognition in female and male hAPPSAA knock-in and control mice from 2 to 19 months using piezoelectric monitoring. Aged mice (15 months) received MW151, a glial cytokine inhibitor (2.5 mg/kg, every other day, 6 weeks).
Results: Only females exhibited midlife reductions in light-phase sleep, increased rhythm fragmentation, and reduced rhythm stability, coinciding with selective reversal learning deficits, effects independent of amyloid or cytokine burden. MW151 increased light-phase sleep and …
Generating A Gfp Reporter Via Crispr To Visualize Ssa4 Export, Aara Khairollahi, Rebecca Adams
Generating A Gfp Reporter Via Crispr To Visualize Ssa4 Export, Aara Khairollahi, Rebecca Adams
SPARK Symposium Presentations
In eukaryotic cells, the transport of mRNA from the nucleus to the cytoplasm is a very regulated process controlled by nuclear pore complexes (NPCs). During stress conditions, such as heat shock, most mRNA export is inhibited in Saccharomyces cerevisiae, yet the transcript for SSA4, a gene responsible for refolding denatured essential proteins, is exported. The mechanism behind this selective export remains unknown. To investigate this, we used CRISPR-Cas9 to generate a reporter strain in which the SSA4 open reading frame was replaced or inserted with green fluorescent protein (GFP). This reporter is designed to produce GFP only under conditions that …
Exploring The Synergistic Effects Of Cisplatin And Curcumin In Osteosarcoma Cells, Ellis Stafford, Alexa Cabral, Andrea Florian Ph.D., Reese Nagy
Exploring The Synergistic Effects Of Cisplatin And Curcumin In Osteosarcoma Cells, Ellis Stafford, Alexa Cabral, Andrea Florian Ph.D., Reese Nagy
SPARK Symposium Presentations
Osteosarcoma (OS) is a highly aggressive bone cancer characterized by rapid metastasis, which drastically reduces patient survival rates from 70% in localized cases to 30% upon metastasis. Current treatments combining chemotherapy with cisplatin and surgical intervention are often ineffective against metastatic OS and are associated with significant side effects. Cisplatin targets cancer cells by binding to DNA, disrupting transcription and replication, and inducing apoptosis. To address the challenges associated with current treatments, this study investigates the potential of combining cisplatin with curcumin, the bioactive compound derived from turmeric, as a novel therapeutic approach. Curcumin has shown anticancer properties by inducing …
Ecological Renovation Of Belmont Tennis Courts, Abbie E. Hamilton, Smith David, Darlene Panvini
Ecological Renovation Of Belmont Tennis Courts, Abbie E. Hamilton, Smith David, Darlene Panvini
SPARK Symposium Presentations
Although Belmont works hard to establish adequate green spaces on our campus, there is much work to be done if we want our students and the wildlife around us to maximize their ecosystem services. More specifically, Belmont can strive to implement nature-based solutions for its athletes, who are often competing in highly urbanized facilities. For this project, we have decided to redesign Belmont’s Tennis Courts, improving their design by increasing their green infrastructure. Our new design was created from a biophilic perspective and intends to serve all aspects of the triple bottom line. The new tennis courts will include ecologically …
Hfpo-Da Aquatic Toxicity And Bioaccumulation, Bailey Dawn Rappold
Hfpo-Da Aquatic Toxicity And Bioaccumulation, Bailey Dawn Rappold
Theses, Dissertations and Capstones
Per- and polyfluoroalkyl substances (PFAS) have been detected globally in environmental media and biota. Legacy compounds PFOA and PFOS have been observed to be toxic and bioaccumulative in low doses and have been removed from production and industrial processes. Replacement PFAS chemicals are less understood and present a gap in current knowledge in their toxicological effects. This research utilized extended chronic toxicity studies to assess the impacts of HFPO-DA, a short chain replacement PFAS, on the standard aquatic toxicology organism Pimephales promelas. Organisms were exposed for 29 to 30 days at environmentally relevant concentrations of the toxicant, 7.8125 ng/L …
Downstream Persistence Of Cyanobacteria In New Jersey's Raritan River Basin, Kyle R. Clonan, Meiyin Wu, Heather Heckathorn, Heather A. Desko, Eric Ernst, Pam Reilly, Bob Schuster, Robert Newby, Annie C. Hurley, Alessandra Rossi
Downstream Persistence Of Cyanobacteria In New Jersey's Raritan River Basin, Kyle R. Clonan, Meiyin Wu, Heather Heckathorn, Heather A. Desko, Eric Ernst, Pam Reilly, Bob Schuster, Robert Newby, Annie C. Hurley, Alessandra Rossi
Department of Biology Faculty Scholarship and Creative Works
Few studies have examined cyanobacteria persistence starting from lacustrine cyanobacteria harmful algal blooms (HABs) downstream. Multiple lakes and reservoirs within New Jersey's Raritan Basin Water Supply Complex (RBWSC) feature recurrent HABs and discharge water into the Raritan River. As the RBWSC provides drinking water to 1.5 million people, these HABs create drinking water treatment and human health concerns. This study quantitatively reviews the persistence of cyanobacteria communities across the RBWSC from cyanobacteria-dominated lacustrine sources to downstream drinking water and qualitatively assess what, if any, water chemistry parameters influenced the persistence, growth, or decline of cyanobacteria during downstream transport. Statistical tests …
From Fog To Function: An Occupational Therapist's Guide To Evaluating And Treating Cancer-Related Cognitive Impairments, Lauren E. Toner
From Fog To Function: An Occupational Therapist's Guide To Evaluating And Treating Cancer-Related Cognitive Impairments, Lauren E. Toner
Entry-Level Occupational Therapy Doctorate - Doctoral Capstone Symposium
Cancer – related cognitive impairment (CRCI) is a common side effect of cancer treatment that interferes with cancer survivors’ occupational performance, independence, and quality of life. Despite its high prevalence, CRCI remains under recognized and inconsistently addressed within oncology care. About 70% of individuals diagnosed with cancer report cognitive changes during or after treatment, yet many do not receive treatment. Occupational therapists are clinically trained to evaluate and treat functional cognition, activities of daily activities, instrumental activities of daily living, and client centered goals, positioning them as key providers in addressing CRCI. However, limited occupational therapy specific resources have hindered …
Practical Considerations For Conducting Canine Behavioral Science, Lucrezia Lonardo, Madeline H. Pelgrim, Jeffrey R. Stevens
Practical Considerations For Conducting Canine Behavioral Science, Lucrezia Lonardo, Madeline H. Pelgrim, Jeffrey R. Stevens
Jeffrey Stevens Publications
Research on behavior in domestic dogs (Canis familiaris) has increased rapidly recently due to the interest in them as pets, working dogs, and model species for understanding evolution, domestication, and even human health. This interest in canine behavioral science has resulted in the creation of dozens of dog lab worldwide, with more starting every year. Our aim here is to review practical issues that potential dog researchers might consider when deciding how to set up a dog lab and conduct research in canine behavioral science. We hope that this can offer a path forward in promoting high-quality, cutting-edge …
A Stable Isotope Comparison Of The Biogenic Carbonate Of Mammalian Tooth Enamel From The Modern Ohio River Valley And Fort Ancient Buffalo Sites, Sara Elizabeth Slack
A Stable Isotope Comparison Of The Biogenic Carbonate Of Mammalian Tooth Enamel From The Modern Ohio River Valley And Fort Ancient Buffalo Sites, Sara Elizabeth Slack
Theses, Dissertations and Capstones
δ18O and δ13C values change in response to anthropogenic factors (Ghosh & Brand, 2003). Little is known about the effects of anthropogenic climate and land use change on the ecology of the Ohio River Valley. The goal of this research was to quantify the effects of European colonization on the native ecology of the region. The specific questions of this research were: (1) How have mammalian tooth enamel δ18O and δ13C compositions shifted over time within the Ohio River Valley in response to anthropogenic climate change and vegetation? (2) Are there differences …
Effect Of Environmental Conditions On German Cockroach (Blattella Germanica) Behavior And Survival, Allison Lopina
Effect Of Environmental Conditions On German Cockroach (Blattella Germanica) Behavior And Survival, Allison Lopina
Theses and Dissertations--Entomology
German cockroaches (Blattella germanica L.) remain one of the most challenging indoor pests to manage, due to resistance to many commonly used insecticides, and necessary contact/interaction with common management tactics. As such, it is critical to fully understand their aggregation, movement, and longevity, such that treatments can be optimally placed to result in maximal efficacy. The first part of this study explored the effects of multiple factors (harborage width, harborage materials, heat, resource-harborage distance) on initial site selection, and how environmental modifications and infestation density impact harborage site switching. The second half of the study aimed to explore the …
Integrated Management Of Diplodia Ear Rot And A Comparison Of Stenocarpella Species Affecting Corn, Luke C. Warner
Integrated Management Of Diplodia Ear Rot And A Comparison Of Stenocarpella Species Affecting Corn, Luke C. Warner
Theses and Dissertations--Plant Pathology
Corn is a globally important crop used for food, feed, and ethanol production, but often the grain quality is threatened by Diplodia ear rot, caused by Stenocarpella maydis and Stenocarpella macrospora. Effective management of Diplodia ear rot is difficult to achieve. This study evaluated the efficacy of foliar fungicides, including products listed by the Organic Material Research Institute (OMRI), against S. maydis in vitro and in field settings, as well as comparingthe aggressiveness of the two causal pathogens of Diplodia ear rot. The in vitro assays indicated a wide variation in sensitivity of S. maydis to the fungicide active ingredients, …
A Comprehensive Statistical And Regional Analysis Of Lng-Powered Marine Vessels On Ghg Mitigation Strategies Considering Existing Bunkering Stations And Gwp Values, Canberk Hazar, Onur Yuksel, Murat Bayraktar
A Comprehensive Statistical And Regional Analysis Of Lng-Powered Marine Vessels On Ghg Mitigation Strategies Considering Existing Bunkering Stations And Gwp Values, Canberk Hazar, Onur Yuksel, Murat Bayraktar
Journal of Marine Science and Technology–Taiwan
This study aims to quantify and analyse emissions from marine vessels that can operate on liquefied natural gas (LNG) but continue to use conventional fuels, largely due to the limited availability of LNG bunkering stations (BSs) over long distances. Four regions have been identified as having high concentrations of LNG-fueled vessels but limited access to operational BSs: the West Coast of the United States of America (USA), South Africa–Good Hope–Madagascar, Northwest Africa, and Brazil. This selection is based on the geographical distribution of these ships and the existing infrastructure. Hourly greenhouse gas (GHG) emissions have been calculated by considering the …
Planaria Dugesia Japonica As A Model Organism For Measuring The Toxicity Of Environmental Contaminants Per- And Poly-Fluoroalkyl Substances (Pfas), Caitlyn Rodeo
Behavioral Neuroscience Honors Papers
A group of synthetic chemicals, per- and poly-fluoroalkyl substances (PFAS) are ubiquitous in the environment and have significant detrimental effects on physiology and behavior. Planaria have recently increased in popularity as a model for toxicology and regeneration research. These organisms possess a primitive centralized nervous system that is thought to be more similar to the vertebrate brain than to other invertebrate brains in terms of structure and function, and possesses the same neuronal subpopulations and neurotransmitters as the mammalian brain. While other studies have investigated the behavioral effects of perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS) on planaria, there is …
Chinese Athletes’ And Parents’ Motivations For U.S. Collegiate Sports Participation, Wenting Sun, Russell D. Ravert, Simran Kaur Sethi
Chinese Athletes’ And Parents’ Motivations For U.S. Collegiate Sports Participation, Wenting Sun, Russell D. Ravert, Simran Kaur Sethi
Kinesiology and Health Promotion Faculty Publications
To gain an understanding of international student recruitment and retention in collegiate athletics, this study examines the motivations and decision-making processes of Chinese high school athletes and their parents in pursuing U.S. collegiate sport opportunities. Using the push–pull framework and an ecological perspective, it explores how individual aspirations, family priorities, institutional resources, and national policies shape transnational mobility. Semistructured focus group discussions with 10 athletes and eight parents revealed six key motivational themes and highlighted the influence of recent collegiate sport-related policy changes in China. The findings suggest that while both groups value U.S. sport pathways, athletes and parents may …
Music, Eeg And Stress: Connections Between Music And Electroencephalographic Patterns And The Mediation Of Physiological And Psychological Stress, Alexa Warren
Behavioral Neuroscience Honors Papers
The interrelation between music and the brain is an evolving interdisciplinary interest within neuroscience research. Relying on the capacity of music to elicit emotional and physical responses, as well as scientific principles like entrainment, this area of research explores the potential for utilizing targeted music as a holistic non-pharmacological therapeutic intervention. This is often executed via musical entrainment, which is the basis for this study. Utilizing a complex, yet elegant design, this research incorporates a cross disciplinary approach into a randomized controlled study bridging science and the arts. The purpose of this study is to expand this body of knowledge …
Expectancy Effects On Mental Fatigue, Ethan Li
Expectancy Effects On Mental Fatigue, Ethan Li
Behavioral Neuroscience Honors Papers
This thesis explores mental fatigue as a state arising from sustained cognitive demand and explores the use of the gradual-onset performance task (gradCPT) for mental fatigue research. The study examines whether expectancy effects (placebo or nocebo conditions) influence mental fatigue-related outcomes. Expectancy effects were induced by asking participants to view an inert optical illusion after describing its benefits (placebo) or harms (nocebo) to mental fatigue. Out of 73 participants, results showed significant decreases in performance over time, along with significantly increased subjective fatigue as measured by the VAS-F subscale, supporting gradCPT as an effective fatigue inducer in short periods of …
I Want To Be The Very Best: Are Gamified Applications Like Pokémon Go Associated With Positive Health Outcomes?, Derek D. Mesa
I Want To Be The Very Best: Are Gamified Applications Like Pokémon Go Associated With Positive Health Outcomes?, Derek D. Mesa
Master's Theses or Doctor of Nursing Practice
Physical activity is a significant problem facing the United States, which can be associated with several negative health outcomes. Poor physical health and poor mental well-being are two outcomes that are often examined by researchers alongside reported physical activity. With the introduction of more advanced technology, interventions such as gamification can be made widely available to diverse groups. Gamification is the use of game-like elements in non-game environments, such as physical activity and health improvement. To determine if gamification has an association with the domains of physical activity, mental well-being, and physical health, this study employed a cross-sectional mixed methods …
Insecticide Resistance Testing In Cluster Caterpillar (Spodoptera Litura) From Population Across Wa, Department Of Primary Industries And Regional Development, Western Australia
Insecticide Resistance Testing In Cluster Caterpillar (Spodoptera Litura) From Population Across Wa, Department Of Primary Industries And Regional Development, Western Australia
Horticulture factsheets
A study by the Department of Primary Industries and Regional Development (DPIRD) was undertaken with the aim to better manage insecticide resistance in the cluster caterpillar (Spodoptera litura). Cluster caterpillar is an endemic armyworm species in WA, particularly in the State’s north, which affects a wide range of host plants including table grapes, capsicums, aubergine, cow peas, mung beans, maize, cotton and asparagus. The work was undertaken in response to field reports, from northern Western Australian horticultural regions, that some commonly used insecticides no longer provide adequate control, raising concerns that resistance has developed to some insecticides.
Root-Knot Nematodes In Western Australian Horticulture, Department Of Primary Industries And Regional Development, Western Australia
Root-Knot Nematodes In Western Australian Horticulture, Department Of Primary Industries And Regional Development, Western Australia
Horticulture factsheets
Root-knot nematodes (Meloidogyne species, RKN) are unsegmented round worms which are usually invisible to the naked eye, but the galls they produce in infested plant roots are often easy to spot. RKNs are plant-parasitic with a broad host range, which includes vegetables, field crops, tree and vine fruits, ornamentals, pastures and some weed species.
Root-knot nematodes reduce yields of many horticulture crops, including carrot, potato, sweet potato, tomato, capsicum, pumpkin, zucchini, avocado, grapes and lettuce. RKNs favour the sandy soils common throughout the south-west of Western Australia’s (WA’s) horticultural area.
Proteome-Based Identification And Validation Of Nxpe3 In Childhood Acute Lymphoblastic Leukaemia, Najia Tabassum, Yamna Khurshid, Basir Syed, Aftab Ahmad, Sadia Muhammad, Rehan Imad, Talat Mirza
Proteome-Based Identification And Validation Of Nxpe3 In Childhood Acute Lymphoblastic Leukaemia, Najia Tabassum, Yamna Khurshid, Basir Syed, Aftab Ahmad, Sadia Muhammad, Rehan Imad, Talat Mirza
Pharmacy Faculty Articles and Research
Background: Childhood acute lymphoblastic leukaemia (cALL) tends to metastasize to central nervous system. Treatment with antileukemic agents against CNS leukaemia is an essential component for cure in ALL. Hence, it is essential to identify biomarkers for CNS infiltration. Proteomics, supported by mass spectrometry, is the platform for exploring biomarkers in various biological samples, contributing to translational research. Objectives: This study aimed to identify the plasma proteome profile of children across different risk groups of cALL. Neurexophilin and PC-esterase family, member 3 (NXPE3), was validated. The protein-protein interactions (PPI) of NXPE3 were evaluated with bioinformatics analyses. Methods: Plasma …
Temporal Avoidance By Gray Foxes Reflects Growing Pressure From Expanding Coyotes In The Neotropics, Madison Odenbach
Temporal Avoidance By Gray Foxes Reflects Growing Pressure From Expanding Coyotes In The Neotropics, Madison Odenbach
Undergraduate Theses, Professional Papers, and Capstone Artifacts
Coyotes (Canis latrans) are rapidly expanding their range towards South America, potentially threatening the world’s highest canid diversity residing on that continent. A better understanding of their interactions with native species is needed to anticipate potential competitive impacts. In Costa Rica, native gray foxes (Urocyon cinereoargenteus) likely occupy a similar niche to the coyote newcomer, yet little data exists on their interactions in tropical ecosystems. We hypothesized the two species separate temporally to minimize the potential for competition in our study area, given preliminary data suggesting high spatial overlap (57.1% of coyote-detected sites overlap with fox-detected …
Growth And Development Of Lettuce And Mizuna Under Urrm-Representative Conditions, Claudia Garrido-Ruiz, Bruce Bugbee, Juan D. González-Teruel, Alexandra Cartwright, Scott B. Jones
Growth And Development Of Lettuce And Mizuna Under Urrm-Representative Conditions, Claudia Garrido-Ruiz, Bruce Bugbee, Juan D. González-Teruel, Alexandra Cartwright, Scott B. Jones
NASA
The Utah Reusable Root Module (URRM) is a zero-discharge plant growth system under development for operation in microgravity aboard the International Space Station. Qualification of the URRM requires defining expected crop performance under representative operating conditions to evaluate nominal biological behavior. This study presents experimental results documenting the growth of mizuna (Brassica rapa var. japonica) and Outredgeous lettuce (Lactuca sativa L.) under URRM-representative conditions defined by the use of a silicone rubber fringe top cover for root-zone containment.
Ground-based experiments were conducted using the Greenhouse System, URRM Simulator – Replicate 1, and URRM Simulator – Replicate 2, …
Winter 2026, Humayun Islam
Enhancing The Playing Field: Effects Of Playground Renovation On Recess Physical Activity, Hudson M. Parsley
Enhancing The Playing Field: Effects Of Playground Renovation On Recess Physical Activity, Hudson M. Parsley
2026 Honors Symposium
Background: Children in recent years have become increasingly sedentary, which poses major risks to their health and overall well-being. Recess is a point of interest in the field of exercise science, as research has found increased recess time is associated with increased levels of PA, but little is known on how the quality of recess, such as playground structures, affects physical activity. Purpose: The aim of my study is to investigate if there is a significant change in physical activity habits during recess among elementary school students due to a change in playground play structures and surfaces, in the form …
Comparing Strength Testing Measures And The Association Of Strength And Body Composition In Young Children, Abigayle R. Spong
Comparing Strength Testing Measures And The Association Of Strength And Body Composition In Young Children, Abigayle R. Spong
Theses and Dissertations--Kinesiology and Health Promotion
Muscle strength is an important component of physical fitness; however, measuring it with isokinetic dynamometry (IKD) is expensive and requires dedicated space. Handheld dynamometry (HHD) provides a practical alternative for field and clinical settings. Thus, the purpose of this study was to compare peak knee flexion and extension torque measured by IKD and HHD in 37 children (ages 5-11 years) and examine relationships with body composition. Participants completed a RAMPing protocol at 90o knee flexion consisting of two warm-up contractions at 50% and 75% effort followed by three maximal voluntary isometric contractions. Body composition was assessed via DXA scans. …
Spatial Temporal Modeling Of Infectious Disease Patterns In Texas, Robert E. Lashbrook
Spatial Temporal Modeling Of Infectious Disease Patterns In Texas, Robert E. Lashbrook
Earth & Environmental Sciences Theses
The Texas Department of State Health Services monitors numerous notifiable conditions statewide, including Campylobacter, Salmonella, Shiga toxin-producing Escherichia coli (STEC), Rabies, and West Nile virus (WNV). Given the substantial health, economic, and public health burden associated with these conditions, improving prediction is an important step toward reducing their overall impact. This study evaluated whether external demographic, social, climate, and environmental data could improve prediction of county-year disease activity across Texas. County level data was analyzed using supervised machine learning models, including linear regression, ridge regression, multilayer perceptron, random forest, XGBoost, as well as K-means clustering to identify broader …