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The Effects Of Unidirectional Peer Tutoring On Mathematics Outcomes For Students With Learning Disabilities In An Inclusive, Secondary Setting, Daniel Pyle
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Students with disabilities included in general education settings often require varying levels of supports and services to execute classroom routines effectively while maximizing their learning opportunities. One support that holds potential to increase outcomes for students with disabilities in general education settings is peer tutoring. Therefore, the purpose of this study was to determine the effects that a targeted, unidirectional tutoring intervention had on the math outcomes for students with learning disabilities in a Secondary Mathematics I class. High school students that had advanced skills in mathematics served as interventionists (i.e., peer tutors) and were trained to deliver the unidirectional …
Bio-Inspired Materials And Micro/Nanostructures Enabled By Peptides And Proteins, Swathi Swaminathan
Bio-Inspired Materials And Micro/Nanostructures Enabled By Peptides And Proteins, Swathi Swaminathan
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Bio-nanotechnology refers to the field of science that intersects nanotechnology with biology. The study involves in the creation of bio-mimetic devices that emulate elements and systems of nature finding use in various applications. Nanotechnology involves the characterization of nanomaterials along with the study of molecular self-assembly and nanoelectronics. Controlled binding and assembly of proteins onto nanomaterials is at the core of biological materials science and engineering with wide-ranging applications. This hybrid technology opens up several avenues in the field of sensors, pharmaceuticals, artificial implants and so on.
In this work, different biomaterials and polymers were characterized for phage displayed peptide …
Non-Catalytic Co-Gasification Of Sub-Bituminous Coal And Biomass, Guevara Che Nyendu
Non-Catalytic Co-Gasification Of Sub-Bituminous Coal And Biomass, Guevara Che Nyendu
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Utilization of coal as a low-cost domestic energy source is becoming a subject of utmost importance due to fluctuating crude oil prices. However, coal use emits pollutants such as nitrous oxides (NOx), sulfur oxides (SOx), carbon dioxide (CO2), and particulates that have negative environmental impact and significant issues on health. To minimize the harmful effects of coal use, renewable and sustainable biological or green materials called biomass are processed with coal to produce synthetic gas (syngas) that can be processed into clean energy fuels and value-added products.
Currently, coal is converted using combustion technology; …
Understanding Myth And Myth As Understanding: An Interdisciplinary Approach To Mytho-Logic Narration, Sandra Bartlett Atwood
Understanding Myth And Myth As Understanding: An Interdisciplinary Approach To Mytho-Logic Narration, Sandra Bartlett Atwood
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
I wanted to see if there were points of overlap between the various accounts of creation found in folklore, philosophy and physics. In order to justify such a project, I initially considered literature from each of these disciplines regarding the necessity of interdisciplinary dialogue generally and specifically the need for both intuition and logic when considering how anything actually exists. Through my research and casual observation, I hypothesized that opposition seemed to be a universal characteristic of nature. I then looked at how each discipline has described fundamentally opposing pairs and created a list of primary features that those accounts …
Contribution Of A Novel Obligatory Heterofermentative Nonstarter Lactobacillus Species To Late Gassy Defect In Cheddar Cheese, Fatih Ortakci
Contribution Of A Novel Obligatory Heterofermentative Nonstarter Lactobacillus Species To Late Gassy Defect In Cheddar Cheese, Fatih Ortakci
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Cheddar cheese is usually aged for 3 to 24 months at temperatures ranging from 5 to 13°C. Ripening at elevated temperatures hastens the process, reducing manufacturing costs and enabling manufacturers to bring the product to market more quickly. However, cheeses ripened at elevated temperatures sometimes exhibit late gassy defect that may cause a textural defect, commonly referred to as slit defect. This results in crumbling and
losses during cutting of as much as 50%, making slit defect a major economic issue in the cheese industry. Moreover, loose or blown cheese packages are unsuitable for sale in the supermarkets due to …
Ecology And Behavior Of Coyotes In Urban Environments At Varying Spatial Scales, Sharon A. Poessel
Ecology And Behavior Of Coyotes In Urban Environments At Varying Spatial Scales, Sharon A. Poessel
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
As urban development continues to increase throughout the world, wildlife species, including carnivores, will be affected either positively or negatively. Coyotes (Canis latrans) have learned to efficiently adapt to highly developed areas, and conflicts between humans and coyotes, such as attacks on humans and pets, are increasing. We conducted three studies of urban coyotes to understand the factors affecting habitat use by coyotes so that wildlife managers can reduce human-coyote conflicts. Each study was conducted at progressively larger scales, with the first study at a fine scale using captive coyotes, the second study at a local scale in the …
African American Female Engineering Students' Persistence In Stereotype-Threatening Environments: A Critical Race Theory Perspective, Stacie Lesure Gregory
African American Female Engineering Students' Persistence In Stereotype-Threatening Environments: A Critical Race Theory Perspective, Stacie Lesure Gregory
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
African American women are grossly underrepresented in engineering. Despite their low representation in engineering colleges, some are able to persist and earn their degrees. This qualitative study sought to better understand the strategies 10 African American women employed to help them remain resilient in engineering degree programs. For this investigation, there was an underlying assumption that African American women who persist in engineering must contend with stereotype threat. Stereotype threat is a psychosocial phenomenon in which people in stigmatized social categories fear confirming negative stereotypes about their group.
Ten African American female women who have persisted in engineering degree programs …
Persistence Of Engineering Undergraduates At A Public Research University, Matthew Meyer
Persistence Of Engineering Undergraduates At A Public Research University, Matthew Meyer
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
This mixed-methodological study determined which factors contributed to undergraduate student attrition, and evaluated reasons ten undergraduate engineering students failed to complete their engineering degree at a major western research university. Institutional data were collected on engineering students over a multi-year period. These data were separated into groups of engineering students who persisted to the Junior year of their undergraduate engineering program (persisters), and those students who left their engineering program before their Junior year (nonpersisters). A quantitative analysis comparing these two groups of students uncovered significant predictors of persistence/nonpersistence in the engineering program. Qualitative inquiry was used to identify factors …
Aqueous Solvation Method For Recombinant Spider Silk Proteins, Justin A. Jones
Aqueous Solvation Method For Recombinant Spider Silk Proteins, Justin A. Jones
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Spider silk is a remarkable material that has recently garnered significant international interest due to its broad applicability and natural composition. Spider silk fibers demonstrate unparalleled mechanical properties and their biocompatability will allow them to replace products currently on the market such as fibers, threads and sutures that are made from traditional polymers. As spiders cannot be farmed, an emphasis in the Lewis lab is being placed on producing recombinant spider silk proteins (rSSP) in a variety of hosts, including alfalfa, goats, silkworms and Escherichia. coli. To this end, alfalfa, goats and silkworms are being generated with unique rSSP's …
Binding Interactions Of (R)- And (S)-Hydroxypropyl-Com Dehydrogenases And The Zinc Knuckle Proteins Air1 And Air2, Jeremy W. Bakelar
Binding Interactions Of (R)- And (S)-Hydroxypropyl-Com Dehydrogenases And The Zinc Knuckle Proteins Air1 And Air2, Jeremy W. Bakelar
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
A thorough understanding of protein function requires knowledge of how proteins interact with their substrates and with other proteins. The work entailed in this dissertation describes the binding interactions of proteins from two different model systems: (1) the dehydrogenase enzymes R- and S-HPCDH and (2) the zinc knuckle proteins Air1 and Air2.
R- and S-HPCDH are highly similar enzymes (42% identical) that function in a unique metabolic pathway found in the soil bacterium Xanthobacter autotrophicus. The bacterium produces R- and S-HPCDH simultaneously to facilitate the transformation of two different forms of the organic …
Microbial-Derived Oils And Value-Added Products: Biosynthesis And Applications For Biofuel Production, Alex T. Mccurdy
Microbial-Derived Oils And Value-Added Products: Biosynthesis And Applications For Biofuel Production, Alex T. Mccurdy
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Efforts are being made to replace petroleum-derived fuels with biofuels in a cost competitive manner. It is apparent that the continued use of petroleum is futile as population and technological growth put increasing pressure on the demand for cheap energy and chemicals. Diminishing resources, civil unrest in the Middle East, and the impact of using petrochemicals on the environment are critical driving forces for research in generating renewable petroleum replacements that can be produced with a limited carbon-footprint. Today, biofuels are derived mostly from land-based plants, but their potential for displacing petroleum is limited due to the competition with available …
Factors Contributing To The Conservation Of Phacelia Submutica (Boraginaceae), A Threatened Species In Western Colorado: Reproductive Biology And Seed Ecology, Alicia M. Langton
Factors Contributing To The Conservation Of Phacelia Submutica (Boraginaceae), A Threatened Species In Western Colorado: Reproductive Biology And Seed Ecology, Alicia M. Langton
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Conservation and recovery plans for rare species require biological and ecological information to discern how they may be susceptible to human disturbances. Phacelia submutica is a threatened annual species in western Colorado. Human activities including energy development, recreation, and livestock grazing are occurring within the species’ range. To provide conservation practitioners with a scientific basis for management, this research aimed to elucidate elements of the species’ ecology. Chapter 2 describes the reproductive biology of P. submutica. Potential insect pollinators were not observed during two years of observations. Floral traits and development ensure self-pollination and reduce the likelihood that insects …
Improvement Of Nutrient Utilization Efficiency, Ruminal Fermentation And Lactational Performance Of Dairy Cows By Feeding Birdsfoot Trefoil, Rachael G. Christensen
Improvement Of Nutrient Utilization Efficiency, Ruminal Fermentation And Lactational Performance Of Dairy Cows By Feeding Birdsfoot Trefoil, Rachael G. Christensen
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Condensed tannins (CT) are compounds that have shown potential to reduce the environmental impact of dairy farming waste products. In two live animal studies and a continuous culture study, it was hypothesized that feeding birdsfoot trefoil (Lotus corniculatus, BFT), a CT-containing legume, would improve nutrient utilization, milk, and component yield of dairy cows compared with feeding alfalfa hay or grass pasture in two studies, while feeding BFT forage would decrease methane production and improve rumen fermentation in addition to concentrate supplementation was the hypothesis of the third study. Reduction in milk urea nitrogen (MUN) and …
Cultural Entropy: A Grounded Theory Study Of Early Childhood Experiences In Nature In The Arroyo Grande Creek Watershed, Nathaniel Miles Millard
Cultural Entropy: A Grounded Theory Study Of Early Childhood Experiences In Nature In The Arroyo Grande Creek Watershed, Nathaniel Miles Millard
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Through support from a Quinney Fellowship and the Institute of Outdoor Recreation and Tourism in the Department of Environment and Society at Utah State University, the theory of cultural entropy emerged as an explanation for changing behavior across generations of people living in the Arroyo Grande Creek watershed. Through a trounded theory methodology data collection around early childhood experiences with nature leading towards positive civic engagement with the community, the theory of cultural entropy emerged along with a policy recommendation for reconnecting the community to the local watershed.
Lifelong residents participating in the research were found to have high levels …
Microhabitat Selection By Greater Sage-Grouse Hens In Southern Wyoming, Scott T. Mabray
Microhabitat Selection By Greater Sage-Grouse Hens In Southern Wyoming, Scott T. Mabray
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Greater sage-grouse (Centrocercus urophasianus) populations have been declining throughout the western United States over the past 3 decades. Habitat loss within the range sagebrush steppe ecosystem is a major factor leading to sage-grouse population decline. Understanding the use of microhabitats by hen sage-grouse may provide data that will allow managers to reduce the decline in the sage-grouse population.
My objective was to determine the factors lead to site selection by hen sage-grouse hens. This was accomplished by addressing several questions regarding the interactions of habitat selection and predator avoidance among sage-grouse hens. I examined if (1) sites occupied …
The Effect Of Polydimethylsiloxane Substrate Modification On A549 Human Epithelial Lung Cancer Cell Morphology And Biomechanics, Sherissa A. Ward
The Effect Of Polydimethylsiloxane Substrate Modification On A549 Human Epithelial Lung Cancer Cell Morphology And Biomechanics, Sherissa A. Ward
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
The function of cells is dependent on factors including chemical, physical, and mechanical stimuli. A compilation of these factors make up the cellular niche. Though the impact of chemical stimuli has been a known factor for many years, the impact of mechanical and physical stimuli are areas of recent interest now being studied. Previous studies on mechanical and physical stimuli have shown a large impact on various aspects of cellular function.
The effects of cancer are wide spread throughout the entire population. The majority of cancer research and treatment is regarding intracellular chemical pathways. Yet, many forms of cancer are …
Postharvest Degradation Of Microalgae: Effect Of Temperature And Water Activity, Jacob A. Nelson
Postharvest Degradation Of Microalgae: Effect Of Temperature And Water Activity, Jacob A. Nelson
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Though usually a nuisance in swimming pools and ponds, algae has the potential to be a valuable commodity for use as food and fuel. But before algae butter and biofuel become commonplace, issues with harvesting and storing this new crop need to be overcome. Though there has been ample research into how to grow and use algae, scientists have spent little time figuring out what to do after you pull it out of the water and before you eat it (or turn it into biodiesel). Algae, like all food products, starts to spoil as soon as it is harvested.
This …
The Role Of Medical Comorbidities On The Risk For Severe Dementia, Institutionalization, And Death In Alzheimer's Disease: A Population Study In Cache County, Utah, Mac J. Gilbert
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Alzheimer’s disease is a progressive disease that impairs cognitive and functional abilities. Without a cure, it is estimated there will be 81 million cases of Alzheimer’s disease by 2040. Life for the individual with Alzheimer’s disease, and their family, changes drastically when the affected individual experiences significant problems with memory, thinking, and ability to complete daily tasks. Some become so debilitated that they need to be placed in a nursing home for supportive care. Until a cure is discovered, it will be important to identify what can be done to help those with Alzheimer’s disease minimize time spent experiencing severe …
Relative Toxicity Of Select Dehydropyrrolizidine Alkaloids And Evaluation Of A Heterozygous P53 Knockout Mouse Model For Dehydropyrrolizidine Alkaloid Induced Carcinogenesis, Ammon W. Brown
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Dehydropyrrolizidine alkaloids (DHPAs) are toxins produced by approximately 3% of the world’s flowering plants that can be present naturally or as contaminants in animal feed and the human food supply. Many of these compounds have been determined to cause cancer in animals and probably also cause cancer in humans. Due to the difficulty in obtaining sufficient amounts of pure DHPAs most toxicity research has been done via injection of a small amount into the abdomen of a rodent, although natural exposure is exclusively oral. For the same reason, cancer research is limited to a handful of the hundreds of known …
Dna Methylation In Lung Tissues Of Mouse Offspring Exposed In Utero To Polycyclic Aromatic Hydrocarbons, Trevor J. Fish
Dna Methylation In Lung Tissues Of Mouse Offspring Exposed In Utero To Polycyclic Aromatic Hydrocarbons, Trevor J. Fish
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Polycyclic aromatic hydrocarbons (PAHs) comprise an important class of environmental pollutants that are known to cause lung cancer in animals and suspected lung carcinogens in humans. PAHs are also known to cause cancer in offspring when provided to a pregnant mouse. Some evidence from cell-based studies points to PAHs as modulators of the epigenome, that is modifications to DNA structure that control the expression of genes. Inappropriate changes to the epigenome and consequently expression of cancer-critical genes are often characteristic of cancer cells. The objective of this thesis research was to determine the impact of transplacental exposure to two model …
Winter Ecology Of Common Ravens In Southern Wyoming And The Effects Of Raven Removal On Greater Sage-Grouse Populations, Luke W. Peebles
Winter Ecology Of Common Ravens In Southern Wyoming And The Effects Of Raven Removal On Greater Sage-Grouse Populations, Luke W. Peebles
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Common raven (Corvus corax; hereafter raven) populations have been increasing rapidly in the western United States, and these ravens cause damage to livestock, human health and safety, and wildlife species including greater sage-grouse (Centrocercus urophasianus; hereafter sage-grouse). The goals of my research were to gain a better understanding of the winter ecology of ravens, to see how raven populations were impacted by intensive removal during the winter, and to determine if raven removal aids sage-grouse populations. I found that ravens captured at landfills used these landfills sporadically for foraging, and these ravens regularly used bridges and …
Development Of Genetic Goat And Hamster Models Of Atrial Fibrillation And Long Qt Syndrome; And Genetic Hamster Models Of Middle East Respiratory Syndrome, Dane A. Rasmussen
Development Of Genetic Goat And Hamster Models Of Atrial Fibrillation And Long Qt Syndrome; And Genetic Hamster Models Of Middle East Respiratory Syndrome, Dane A. Rasmussen
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Atrial fibrillation (AF) and long QT syndrome (LQTS) are potentially lethal heart rhythm disorders that can be caused by mutations in the potassium channel gene KCNQ1. Middle East Respiratory Syndrome (MERS) is a viral infection with the potential to replicate the devastating effects of the SARS outbreak in 2003. All three of these diseases are in need of genetic animal models.
To address these needs, my thesis project focused on the development of genetic goat and hamster models of AF and LQTS, and genetic hamster models of MERS. Because of the goat’s similar organ size/physiology and the hamster’s similar lipid …
Implementation Of Online Tutoring Program To Increase University Student Information Retention, April Litchford
Implementation Of Online Tutoring Program To Increase University Student Information Retention, April Litchford
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
This thesis discusses an online tutoring program, MasteringNutrition©, that was implemented as a required portion of an entry level collegiate nutrition course. The tutoring program was introduced to test the ability of the program to improve memory of nutrition information taught during the course. The MasteringNutrition© program combines various teaching techniques that have been successful in increasing student learning. The major techniques discussed include: Socratic questioning, metacognition, and problem based learning. These techniques are incorporated into the MasteringNutrition© program.
To test the effect of the Mastering© tutoring program, ten questions specific to course learning objectives were asked of students in …
Introducing Two New Weed Control Tools: A "Smart" Spray Wand And A Wildland Weed Treatment Time Model, Bryan E. Dayton
Introducing Two New Weed Control Tools: A "Smart" Spray Wand And A Wildland Weed Treatment Time Model, Bryan E. Dayton
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Wildland invasive weed treatment, a primary task of land managers, is expensive. Variables including weed canopy cover, slope, land cover, and weed visibility can affect treatment time and cost. A partnership was established with the Department of Plants, Soils, and Climate at Utah State University, Providia Management Group (PMG Environmental LLC) and Jardyne Technologies to develop a wildland weed treatment time model to better understand the effect of these variables on treatment time.
The “smart” spray wand (SSW) is a new precision tool used to develop this model. The SSW is a spray wand with an integrated GPS and a …
Statistical Dependence In Imputed High-Dimensional Data For A Colorectal Cancer Study, Anvar Suyundikov
Statistical Dependence In Imputed High-Dimensional Data For A Colorectal Cancer Study, Anvar Suyundikov
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
The research objective of this dissertation was to provide novel statistical methods to fill potential gaps in the analyses of micro-ribonucleic acid (miRNA) data, and consequently to identify the miRNAs that contribute to cancer development. Mainly, this dissertation addressed the statistical issues raised by the statistical dependence of imputed (i.e., the missing data were replaced with substituted values) miRNA data in the colorectal cancer study. This dissertation presented a modified imputation method, the weighted KNN imputation accounting for dependence, that predicted the expression levels of missing normal samples with greater imputation accuracy than other imputation methods, and had moderate power …
Pathway Pioneer: Heterogeneous Server Architecture For Scientific Visualization And Pathway Search In Metabolic Network Using Informed Search, Vipul Kantilal Oswal
Pathway Pioneer: Heterogeneous Server Architecture For Scientific Visualization And Pathway Search In Metabolic Network Using Informed Search, Vipul Kantilal Oswal
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
PathwayPioneer is a website to visualize the biological models. The complex metabolic models are hard to perceive when read through text format. It is even more difficult to understand the flow of network and different subsystem or pathways. PathwayPioneer organizes different subsystems into simple graphical representation. We simplify the complex network based on subsystem and compartment. Users can do computation (flux balance analysis) through the user interface and perceive the changed model visually. Our system is one of its kind to handle large model files with quick response time.
Biologists are often interested in knowing different alternative pathways targeting a …
An Exploration Of Object And Scientific Skills-Based Strategies For Teaching Archaeology In A Museum Setting, Candice L. Cravins
An Exploration Of Object And Scientific Skills-Based Strategies For Teaching Archaeology In A Museum Setting, Candice L. Cravins
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
A pilot study conducted at the Utah State University Museum of Anthropology explores the most engaging strategies for teaching archaeology to children in a museum setting. During a week-long summer workshop event in June 2013, two styles or modes of teaching archaeology were contrasted and evaluated: object-based teaching and scientific-skills based teaching. The teaching styles are evaluated based on third and fourth grade students' level of excitement and engagement with various archaeology activities - which activities are the most interesting and engaging to children while they are in the museum? The first mode of teaching archaeology focuses on object-based learning. …
Multi-Scale Modeling Of Microbial Defection In The Presence Of Antibiotics, Darshan Dilip Nahar
Multi-Scale Modeling Of Microbial Defection In The Presence Of Antibiotics, Darshan Dilip Nahar
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
Limited environmental resources push life into competition. In terms of microbes, we assume that the only goal is to grow and competition means to grow faster than the peers. Organisms tend to adapt to their environmental conditions and improve their efficiency in using the common resources to grow faster. While different organisms compete they engage into various social behaviors like cooperation to work together towards a common goal, e.g., production of public goods that benefits the entire population. Hence a part of the resources at hand is dedicated to participate in cooperative activities if the cost-to-benefit ratio is less than …
Usda Forest Service Perspectives On Forest Management In A Changing Climate, Jamie E. Laatsch
Usda Forest Service Perspectives On Forest Management In A Changing Climate, Jamie E. Laatsch
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
As climate change becomes more problematic for the Forest Service (FS) and other federal land management agencies in the U.S., it has become increasingly important to understand how their employees view climate change and related challenges. This study examined how FS employees in the Intermountain West view forest management in the face of climate change, what barriers and opportunities they see in terms of dealing with climate change, and how different levels of agency management view climate change-related issues differently. This study found that many FS employees believe climate change is an important issue; however, they have not done much …
Beetles, Fungi And Trees: A Story For The Ages? Modeling And Projecting The Multipartite Symbiosis Between The Mountain Pine Beetle, Dendroctonus Ponderosae, And Its Fungal Symbionts, Grosmannia Clavigera And Ophiostoma Montium, Audrey L. Addison
All Graduate Theses and Dissertations, Spring 1920 to Summer 2023
As data collection and modeling improve, ecologists increasingly discover that interspecies dynamics greatly affect the success of individual species. Models accounting for the dynamics of multiple species are becoming more important. In this work, we explore the relationship between mountain pine beetle (MPB, Dendroctonus ponderosae Hopkins) and two mutualistic fungi, Grosmannia clavigera and Ophiostoma montium. These species are involved in a multipartite symbiosis, critical to the survival of MPB, in which each species benefits.
Extensive phenological modeling has been done to determine how temperature affects the timing of life events and cold-weather mortality of MPB. The fungi have also …