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2019

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Glucocorticoids And “Stress” Are Not Synonymous, Scott Macdougall-Shackleton Jul 2019

Glucocorticoids And “Stress” Are Not Synonymous, Scott Macdougall-Shackleton

Brain and Mind Institute Researchers' Publications

Synopsis

Reference to glucocorticoids as “stress hormones” has been growing in prevalence in the literature, including in comparative and environmental endocrinology. Although glucocorticoids are elevated in response to a variety of stressors in vertebrate animals, the primary functions of glucocorticoids are not responding to stressors and they are only one component of complex suite of physiological and behavioral responses to stressors. Thus, the use of the short-hand phrase “stress hormone” can be misleading. Further, simply measuring glucocorticoids is not equivalent to measuring a stress response, nor is manipulating glucocorticoids equivalent to exposing an animal to a stressor. In this commentary …


A Deep Learning Approach To Uncertainty Quantification, Mst Afroja Akter Jul 2019

A Deep Learning Approach To Uncertainty Quantification, Mst Afroja Akter

Mathematics & Statistics ETDs

In this thesis we consider ordinary differential equations (ODEs) with random parameters. We focus on Monte Carlo (MC) sampling for computing the statistics of some quantities of interest (QoIs) given by the solution of the ODE problems. We use the 4th order accurate Runge-Kutta (RK4) method as the deterministic ODE solver. We then develop a hybrid MC sampling method that combines RK4 with neural network models to efficiently compute the statistics of QoIs within a desired accuracy. We present several numerical examples to verify the accuracy and efficiency of the proposed hybrid method compared to classical MC sampling. The hybrid …


Large And Small Data Blow-Up Solutions In The Trojan Y Chromosome Model, Rana D. Parshad, Matthew Beauregard, Eric M. Takyi, Thomas Griffin, Landrey Bobo Jul 2019

Large And Small Data Blow-Up Solutions In The Trojan Y Chromosome Model, Rana D. Parshad, Matthew Beauregard, Eric M. Takyi, Thomas Griffin, Landrey Bobo

Faculty Publications

The Trojan Y Chromosome Strategy (TYC) is an extremely well investigated biological control method for controlling invasive populations with an XX-XY sex determinism. In [35, 36] various dynamical properties of the system are analyzed, including well posedness, boundedness of solutions, and conditions for extinction or recovery. These results are derived under the assumption of positive solutions. In the current manuscript, we show that if the introduction rate of trojan fish is zero, under certain large data assumptions, negative solutions are possible for the male population, which in turn can lead to finite time blow-up in the female and male populations. …


Components Of The Triarchic Model Of Psychopathy Are Nested Within The Five-Factor Model, Courtland S. Hyatt, Donald R. Lynam, Joshua D. Miller Jul 2019

Components Of The Triarchic Model Of Psychopathy Are Nested Within The Five-Factor Model, Courtland S. Hyatt, Donald R. Lynam, Joshua D. Miller

Department of Psychological Sciences Faculty Publications

The triarchic model of psychopathy is a recently developed model of psychopathy that identifies three primary domains: Boldness, Meanness, and Disinhibition. These traits overlap substantially with general and pathological five-factor model of personality (Boldness = low Neuroticism + high Extraversion; Meanness = low Agreeableness; Disinhibition = low Conscientiousness). In the current study (total N = 1,266), we compare domains from the triarchic model of psychopathy and five-factor model in relation to self- and informant-report of external criteria (e.g., pathological traits, antisocial behavior), and quantified their absolute similarity using a profile-matching approach. The corresponding traits from these models show large interrelations …


Biotechnology Patent Law Top Ten Of 2018 Broad Wins, Sovereignty Loses, And Patent Dance, Kevin E. Noonan, Andrew W. Torrance Jul 2019

Biotechnology Patent Law Top Ten Of 2018 Broad Wins, Sovereignty Loses, And Patent Dance, Kevin E. Noonan, Andrew W. Torrance

Akron Law Review

In this article, we discuss what we consider to be the ten important and influential biotechnology patent law judicial decisions of 2018. These hinged on a variety of patent doctrines. An abbreviated new drug application (ANDA) for the multiple sclerosis drug Ampyra set the stage for the Acorda Therapeutics, Inc. v. Roxane Laboratories, Inc. (Fed. Cir. 2018) decision, in which the Court of Appeals for the Federal Circuit (Federal Circuit) provided guidance on how to conduct an obviousness analysis (35 U.S.C. §103). The Berkheimer v. HP Inc. (Fed. Cir. 2018) decision, although addressing a software invention, provided valuable insight into …


Acid-Mediated N-Iodosuccinimide-Based Thioglycoside Activation For The Automated Solution-Phase Synthesis Of Α-1,2-Linked-Rhamnopyranosides, Victoria R. Kohout, Alyssa L. Pirinelli, Nicola L.B. Pohl Jul 2019

Acid-Mediated N-Iodosuccinimide-Based Thioglycoside Activation For The Automated Solution-Phase Synthesis Of Α-1,2-Linked-Rhamnopyranosides, Victoria R. Kohout, Alyssa L. Pirinelli, Nicola L.B. Pohl

Chemistry Publications

Carbohydrate structures are often complex. Unfortunately, synthesis of the range of sugar combinations precludes the use of a single coupling protocol or set of reagents. Adapting known, reliable bench-chemistry reactions to work via automation will help forward the goal of synthesizing a broad range of glycans. Herein, the preparation of di- and tri-saccharides of alpha 1→2 rhamnan fragments is demonstrated using thioglycoside donors with the development for a solution-phase-based automation platform of commonly used activation conditions using N-iodosuccinimide (NIS) with trimethylsilyl triflate. Byproducts of the glycosylation reaction are shown to be compatible with hydrazine-based deprotection conditions, lending broader functionality …


Stamina: Stochastic Approximate Model-Checker For Infinite-State Analysis, Thackur Neupane, Chris J. Myers, Curtis Madsen, Hao Zheng, Zhen Zhang Jul 2019

Stamina: Stochastic Approximate Model-Checker For Infinite-State Analysis, Thackur Neupane, Chris J. Myers, Curtis Madsen, Hao Zheng, Zhen Zhang

Electrical and Computer Engineering Faculty Publications

Stochastic model checking is a technique for analyzing systems that possess probabilistic characteristics. However, its scalability is limited as probabilistic models of real-world applications typically have very large or infinite state space. This paper presents a new infinite state CTMC model checker, STAMINA, with improved scalability. It uses a novel state space approximation method to reduce large and possibly infinite state CTMC models to finite state representations that are amenable to existing stochastic model checkers. It is integrated with a new property-guided state expansion approach that improves the analysis accuracy. Demonstration of the tool on several benchmark examples shows promising …


Effects Of Microbiota-Directed Foods In Gnotobiotic Animals And Undernourished Children, Jeanette L Gehrig, Siddarth Venkatesh, Hao-Wei Chang, Matthew C Hibberd, Vanderlene L Kung, Jiye Cheng, Robert Y Chen, Sathish Subramanian, Carrie A Cowardin, Martin F Meier, David O'Donnell, Michael Talcott, Larry D Spears, Clay F Semenkovich, Christopher Sawyer, Richard D Head, Michael J Barratt, Jeffrey I Gordon, Et Al Jul 2019

Effects Of Microbiota-Directed Foods In Gnotobiotic Animals And Undernourished Children, Jeanette L Gehrig, Siddarth Venkatesh, Hao-Wei Chang, Matthew C Hibberd, Vanderlene L Kung, Jiye Cheng, Robert Y Chen, Sathish Subramanian, Carrie A Cowardin, Martin F Meier, David O'Donnell, Michael Talcott, Larry D Spears, Clay F Semenkovich, Christopher Sawyer, Richard D Head, Michael J Barratt, Jeffrey I Gordon, Et Al

Open Access Publications

To examine the contributions of impaired gut microbial community development to childhood undernutrition, we combined metabolomic and proteomic analyses of plasma samples with metagenomic analyses of fecal samples to characterize the biological state of Bangladeshi children with severe acute malnutrition (SAM) as they transitioned, after standard treatment, to moderate acute malnutrition (MAM) with persistent microbiota immaturity. Host and microbial effects of microbiota-directed complementary food (MDCF) prototypes targeting weaning-phase bacterial taxa underrepresented in SAM and MAM microbiota were characterized in gnotobiotic mice and gnotobiotic piglets colonized with age- and growth-discriminatory bacteria. A randomized, double-blind controlled feeding study identified a lead MDCF …


Allocation To Groups: Examples Of Lord's Paradox, Daniel B. Wright Jul 2019

Allocation To Groups: Examples Of Lord's Paradox, Daniel B. Wright

Educational Psychology, Leadership, and Higher Education Faculty Research

Background Educational and developmental psychologists often examine how groups change over time. Two analytic procedures – analysis of covariance (ANCOVA) and the gain score model – each seem well suited for the simplest situation, with just two groups and two time points. They can produce different results, what is known as Lord's paradox. Aims Several factors should influence a researcher's analytic choice. This includes whether the score from the initial time influences how people are assigned to groups. Examples are shown, which will help to explain this to researchers and students, and are of educational relevance. It is shown that …


Lignin Biopolymers In The Age Of Controlled Polymerization, Mitra S. Ganewatta, Hasala N. Lokupitiya, Chuanbing Tang Jul 2019

Lignin Biopolymers In The Age Of Controlled Polymerization, Mitra S. Ganewatta, Hasala N. Lokupitiya, Chuanbing Tang

Faculty Publications

Polymers made from natural biomass are gaining interest due to the rising environmental concerns and depletion of petrochemical resources. Lignin isolated from lignocellulosic biomass is the second most abundant natural polymer next to cellulose. The paper pulp process produces industrial lignin as a byproduct that is mostly used for energy and has less significant utility in materials applications. High abundance, rich chemical functionalities, CO2 neutrality, reinforcing properties, antioxidant and UV blocking abilities, as well as environmental friendliness, make lignin an interesting substrate for materials and chemical development. However, poor processability, low reactivity, and intrinsic structural heterogeneity limit lignins′ polymeric applications …


Operationalizing Ecological Resilience Concepts For Managing Species And Ecosystems At Risk, Jeanne C. Chambers, Craig R. Allen, Samuel A. Cushman Jul 2019

Operationalizing Ecological Resilience Concepts For Managing Species And Ecosystems At Risk, Jeanne C. Chambers, Craig R. Allen, Samuel A. Cushman

Nebraska Cooperative Fish and Wildlife Research Unit: Staff Publications

This review provides an overview and integration of the use of resilience concepts to guide natural resources management actions. We emphasize ecosystems and landscapes and provide examples of the use of these concepts from empirical research in applied ecology. We begin with a discussion of definitions and concepts of ecological resilience and related terms that are applicable to management. We suggest that a resilience-based framework for management facilitates regional planning by providing the ability to locate management actions where they will have the greatest benefits and determine effective management strategies. We review the six key components of a resilience-based framework, …


Year-Round Transpiration Dynamics Linked With Deep Soil Moisture In A Warm Desert Shrubland, D. J. Szutu, S. A. Papuga Jul 2019

Year-Round Transpiration Dynamics Linked With Deep Soil Moisture In A Warm Desert Shrubland, D. J. Szutu, S. A. Papuga

Environmental Science and Geology Faculty Research Publications

Ecohydrological processes in semiarid shrublands and other dryland ecosystems are sensitive to discrete pulses of precipitation. Anticipated changes in the frequency and magnitude of precipitation events are expected to impact the spatial and temporal distribution of soil moisture in these drylands, thereby impacting their ecohydrological processes. Recent field studies have shown that in dryland ecosystems, transpiration dynamics and plant productivity are largely a function of deep soil moisture available after large precipitation events, regardless of where the majority of plant roots occur. However, the strength of this relationship and how and why it varies throughout the year remains unclear. We …


Aep Professor Brings Together Faculty, Students To Restore Local Watersheds (July 12, 2019), University Communications And Marketing Jul 2019

Aep Professor Brings Together Faculty, Students To Restore Local Watersheds (July 12, 2019), University Communications And Marketing

OHIO News Articles Archive

No abstract provided.


The Perfect Match? Correlates Of Job Placement Among Phd Earners, Andrea Johnson Jul 2019

The Perfect Match? Correlates Of Job Placement Among Phd Earners, Andrea Johnson

Department of Sociology: Dissertations, Theses, and Student Research

Earning a doctorate in a field implies a strong desire to stay in that field, yet not all who earn a PhD do stay in their field. Therefore this study assumes that those who leave their chosen field do so either involuntarily or because of strong “pull” factors. Using the Survey of Doctorate Recipients (2015), this study examines a variety of factors that affect job placement among PhD recipients, specifically efforts to “match” doctoral field credentials with occupational outcomes. Analyses explicitly test classic assumptions underlying Human Capital Theory, while also taking into account demographic characteristics social capital differences. Findings indicate …


Physico-Chemical Characteristics Of Ethanol–Diesel Blend Fuel, Tarek M. Aboul-Fotouh, Eslam Alaa, M. A. Sadek, Hany A. Elazab Dr Jul 2019

Physico-Chemical Characteristics Of Ethanol–Diesel Blend Fuel, Tarek M. Aboul-Fotouh, Eslam Alaa, M. A. Sadek, Hany A. Elazab Dr

Chemical Engineering

In this research we are discussing the physicochemical characteristics of sweet diesel after desulphurization alone and also these characteristics are tested with the adding of high purity HPLC ethanol (99.9%). Those fuel properties of ethanol blended with diesel were experimentally determined to find their stability and to increase their properties and efficiency in the diesel engines. First we made 4 blends of diesel with ethanol and the fifth sample was pure diesel. The samples were 0% ethanol and 100 % diesel, the second sample was 5% ethanol and 95 % diesel, the third sample was 10 % ethanol and 90% …


Spg7 Targets The M-Aaa Protease Complex To Process Mcu For Uniporter Assembly, Ca2 Influx, And Regulation Of Mitochondrial Permeability Transition Pore Opening, Stephen Hurst, Ariele Baggett, György Csordás, Shey-Shing Sheu Jul 2019

Spg7 Targets The M-Aaa Protease Complex To Process Mcu For Uniporter Assembly, Ca2 Influx, And Regulation Of Mitochondrial Permeability Transition Pore Opening, Stephen Hurst, Ariele Baggett, György Csordás, Shey-Shing Sheu

Center for Translational Medicine Faculty Papers

The mitochondrial matrix ATPase associated with diverse cellular activities (m-AAA) protease spastic paraplegia 7 (SPG7) has been recently implicated as either a negative or positive regulatory component of the mitochondrial permeability transition pore (mPTP) by two research groups. To address this controversy, we investigated possible mechanisms that explain the discrepancies between these two studies. We found that loss of the SPG7 gene increased resistance to Ca2-induced mPTP opening. However, this occurs independently of cyclophilin D (cyclosporine A insensitive) rather it is through decreased mitochondrial Ca2 concentrations and subsequent adaptations mediated by impaired formation of functional mitochondrial Ca …


Unh Manchester Summer Program Combines English Learning With Stem Skills, Unh Communications And Public Affairs Jul 2019

Unh Manchester Summer Program Combines English Learning With Stem Skills, Unh Communications And Public Affairs

UNH Today Archive

No abstract provided.


Facial Fluctuating Asymmetry: Developmental Origins And Implications For Long-Term Health, Katelyn Marie Rusk Phd Jul 2019

Facial Fluctuating Asymmetry: Developmental Origins And Implications For Long-Term Health, Katelyn Marie Rusk Phd

Anthropology ETDs

Fluctuating asymmetry (FA), characterized by random left-right deviations from perfect symmetry in anatomical structures, is a form of bilateral asymmetry that is thought to reflect underlying developmental instability (DI). DI refers to an organism’s relative ability to buffer against stochastic fluctuations in environmental conditions throughout development. FA is commonly used within evolutionary biology and anthropology as a cumulative indicator of chronic stress exposure during development and its consequences for long-term health. While the FA literature is extensive, there are two primary areas of inquiry that remain incomplete: assessing the full breadth of health correlates of FA across the human life …


Cyclic Amp Efflux Inhibition As A Potential Therapeutic Target For Acute Leukemia: Small Molecule Discovery And Validation, Dominique R. Perez Jul 2019

Cyclic Amp Efflux Inhibition As A Potential Therapeutic Target For Acute Leukemia: Small Molecule Discovery And Validation, Dominique R. Perez

Biomedical Sciences ETDs

Evasion of apoptosis and resistance to chemotherapy are major therapeutic challenges for acute leukemias. Presumably as a means to promote cell survival, multiple elements of the cyclic AMP (cAMP) pathway are aberrantly regulated in acute leukemias. Furthermore, increased intracellular cAMP (icAMP) is known to induce apoptosis. Therefore, modulation of icAMP has long been a target in leukemias. The central hypothesis of this dissertation is that malignant cells produce and remove excess intracellular cAMP to evade apoptosis and promote survival. Consequently, inhibition of cAMP efflux could selectively trigger leukemia cell death. We designed a novel assay to assess icAMP efflux from …


Computational Investigation Of The Interactions Between Bioactive Compounds And Biological Assemblies, Tye D. Martin Jul 2019

Computational Investigation Of The Interactions Between Bioactive Compounds And Biological Assemblies, Tye D. Martin

Biomedical Engineering ETDs

Small, biologically active molecules with unique properties and applications are potential solutions to a wide range of threats to global health including infectious agents and neurodegenerative disease. Experimental studies on a class of oligomeric p-phenylene ethynylenes (OPEs) have shown potential both as bioactive antimicrobials and fluorescent sensing agents for tracking amyloid-β (Aβ) aggregates found in Alzheimer’s Disease (AD). A second type of small molecule with potential applications in AD therapy, curcumin, has been found to interfere with Aβ fibril growth. Curcumin also attenuates Aβ-membrane interactions and Aβ toxicity. Our goal has been to use computational techniques to better understand the …


Tumor-Released Autophagosomes Induces Cd4, Yong-Qiang Chen, Peng-Cheng Li, Ning Pan, Rong Gao, Zhi-Fa Wen, Tian-Yu Zhang, Fang Huang, Fang-Yuan Wu, Xi-Long Ou, Jin-Ping Zhang, Xue-Jun Zhu, Hong-Ming Hu, Kang Chen, Yun-Lang Cai, Li-Xin Wang Jul 2019

Tumor-Released Autophagosomes Induces Cd4, Yong-Qiang Chen, Peng-Cheng Li, Ning Pan, Rong Gao, Zhi-Fa Wen, Tian-Yu Zhang, Fang Huang, Fang-Yuan Wu, Xi-Long Ou, Jin-Ping Zhang, Xue-Jun Zhu, Hong-Ming Hu, Kang Chen, Yun-Lang Cai, Li-Xin Wang

Articles, Abstracts, and Reports

BACKGROUND: CD4

METHODS: TRAPs isolated from tumor cell lines and pleural effusions or ascites of cancer patients were incubated with CD4

RESULTS: Heat shock protein 90α (HSP90α) on the surface of TRAPs from malignant effusions of cancer patients and tumor cell lines stimulated CD4

CONCLUSIONS: HSP90α on the surface of TRAPs programs the immunosuppressive functions of CD4


Do Cytotypes Of Black Flies Of The Simulium Arcticum Complex (Diptera: Simuliidae) Arise From Sibling Species?, Gerald F. Shields, D. Grant Hokit Jul 2019

Do Cytotypes Of Black Flies Of The Simulium Arcticum Complex (Diptera: Simuliidae) Arise From Sibling Species?, Gerald F. Shields, D. Grant Hokit

Western North American Naturalist

To better understand the evolutionary radiation of the Simulium arcticum complex of black flies (Diptera: Simuliidae), we compared the geographic distributions of present-day larvae to their sex-chromosome diversity. We used the 5 known data sets including collections and sex-chromosome analysis from 307 geographic locations of 31 taxa of approximately 20,000 larvae from throughout the geographic range of distribution of the complex, from Alaska, western Canada, and the western United States to southern California, Arizona, and New Mexico. Siblings (reproductively isolated in sympatry) have considerably larger geographic distributions than do cytotypes (not reproductively isolated in sympatry), suggesting that the former may …


Dental Variation In A Collection Of Lemmiscus Curtatus From The Northern Plains Of Southern Saskatchewan: Implications For Morphological Evolution, Christopher J. Bell, Christopher N. Jass, Robert W. Burroughs Jul 2019

Dental Variation In A Collection Of Lemmiscus Curtatus From The Northern Plains Of Southern Saskatchewan: Implications For Morphological Evolution, Christopher J. Bell, Christopher N. Jass, Robert W. Burroughs

Western North American Naturalist

We provide the first documentation of morphological variation in the lower first molar (m1) of Lemmiscus curtatus from southern Canada. A total of 370 specimens were obtained from owl pellets taken from 4 localities in southern Saskatchewan. The 4 most common morphotypes are, in order of descending relative abundance, molars with 5 closed triangles and a well-developed but widely open sixth triangle, molars with 5 closed triangles and a sixth triangle that is pinched at the confluence of the anterior cap, molars with 5 closed triangles and incipient closure of the sixth triangle from the anterior cap, and specimens with …


Front Matter, Vol. 79 No. 2 Jul 2019

Front Matter, Vol. 79 No. 2

Western North American Naturalist

No abstract provided.


End Matter, Vol. 79 No. 2 Jul 2019

End Matter, Vol. 79 No. 2

Western North American Naturalist

No abstract provided.


Methodology For The Integration Of Optomechanical System Software Models With A Radiative Transfer Image Simulation Model, Keegan S. Mccoy Jul 2019

Methodology For The Integration Of Optomechanical System Software Models With A Radiative Transfer Image Simulation Model, Keegan S. Mccoy

Theses

Stray light, any unwanted radiation that reaches the focal plane of an optical system, reduces image contrast, creates false signals or obscures faint ones, and ultimately degrades radiometric accuracy. These detrimental effects can have a profound impact on the usability of collected Earth-observing remote sensing data, which must be radiometrically calibrated to be useful for scientific applications. Understanding the full impact of stray light on data scientific utility is of particular concern for lower cost, more compact imaging systems, which inherently provide fewer opportunities for stray light control. To address these concerns, this research presents a general methodology for integrating …


Adapt Or Die—Response Of Large Herbivores To Environmental Changes In Europe During The Holocene, E Hofman‐Kamińska, Hervé Bocherens, Dorothée G. Drucker, Ralph M. Fyfe, Witold Gumiński, Daniel Makowiecki, Martina Pacher, Giedrė Piličiauskienė, Tomasz Samojlik, Jessie Woodbridge, Rafał Kowalczyk Jul 2019

Adapt Or Die—Response Of Large Herbivores To Environmental Changes In Europe During The Holocene, E Hofman‐Kamińska, Hervé Bocherens, Dorothée G. Drucker, Ralph M. Fyfe, Witold Gumiński, Daniel Makowiecki, Martina Pacher, Giedrė Piličiauskienė, Tomasz Samojlik, Jessie Woodbridge, Rafał Kowalczyk

School of Geography, Earth and Environmental Sciences

No abstract provided.


Biocide Resistance And Transmission Of Clostridium Difficile Spores Spiked Onto Clinical Surfaces From An American Health Care Facility, Calie Dyer, Lee P. Hutt, Robert Burky, Lovleen Tina Joshi Jul 2019

Biocide Resistance And Transmission Of Clostridium Difficile Spores Spiked Onto Clinical Surfaces From An American Health Care Facility, Calie Dyer, Lee P. Hutt, Robert Burky, Lovleen Tina Joshi

School of Biomedical Sciences

Clostridium difficile is the primary cause of antibiotic-associated diarrhea globally. In unfavourable environments the organism produces highly resistant spores which can survive microbicidal insult. Our previous research determined the ability of C. difficile spores to adhere to clinical surfaces; finding that spores had marked different hydrophobic properties and adherence ability. Investigation into the effect of the microbicide sodium dichloroisocyanurate on C. difficile spore transmission revealed that sub-lethal concentrations increased spore adherence without reducing viability. The present study examined the ability of spores to transmit across clinical surfaces and their response to an in-use disinfection concentration of 1,000-ppm of chlorine-releasing agent …


Newsroom, Georgia Southern University Jul 2019

Newsroom, Georgia Southern University

Newsroom (2006-2023)

  • Georgia southern biology professor gives presentation at Critical Care Nurses Conference
  • Counseling alumnus pursues passion of helping college students, authors a book about motivation


Situational Context Of Police Use Of Deadly Force: A Comparison Of Black And White Subjects Of Fatal Police Shootings, Shana Lynn Meaney Ruess Jul 2019

Situational Context Of Police Use Of Deadly Force: A Comparison Of Black And White Subjects Of Fatal Police Shootings, Shana Lynn Meaney Ruess

Dissertations and Theses

Police use of deadly force is an understudied yet deeply important issue in our society. Recent years have seen a dramatic increase in public concern over use of deadly force, particularly when that force is used against people of color. Due to the relative low frequency of deadly force incidents, little is known about when such force is used, or who it is used on. Recent studies have found a racial disparity between white and black subjects of deadly force, with black subjects significantly over represented as a proportion of the population. This study further expands our understanding of police …