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Gender Differences In Self-Perception Of Ncaa Division I Student-Athletes, Sean Strehlow, Tomika Ferguson, Sarah Stokowski, Lindsey Darvin May 2021

Gender Differences In Self-Perception Of Ncaa Division I Student-Athletes, Sean Strehlow, Tomika Ferguson, Sarah Stokowski, Lindsey Darvin

Publications

No abstract provided.

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Communication Aware Uav Swarm Surveillance Based On Hierarchical Architecture, Chengtao Xu, Kai Zhang, Yushan Jiang, Shuteng Niu, Thomas Yang, Houbing Song Apr 2021

Communication Aware Uav Swarm Surveillance Based On Hierarchical Architecture, Chengtao Xu, Kai Zhang, Yushan Jiang, Shuteng Niu, Thomas Yang, Houbing Song

Publications

Multi-agent unmanned aerial vehicle (UAV) teaming becomes an essential part in science mission, modern warfare surveillance, and disaster rescuing. This paper proposes a decentralized UAV swarm persistent monitoring strategy in realizing continuous sensing coverage and network service. A two-layer (high altitude and low altitude) UAV teaming hierarchical structure is adopted in realizing the accurate object tracking in the area of interest (AOI). By introducing the UAV communication channel model in its path planning, both centralized and decentralized control schemes would be evaluated in the waypoint tracking simulation. The UAV swarm network service and object tracking are measured by metrics of …

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Whole-Community Response Planning For Pennsylvania’S Ongoing Opioid Emergency, Alexander Siedschlag Apr 2021

Whole-Community Response Planning For Pennsylvania’S Ongoing Opioid Emergency, Alexander Siedschlag

Publications

The Penn State Center for Security Research and Education (CSRE), in collaboration with Penn State Homeland Security Programs and the Pennsylvania Emergency Management Agency (PEMA), held a tabletop exercise that addressed first-responder and whole-community response and resilience to the ongoing opioid crisis. The exercise, which took place Sept. 24, 2019, at PEMA headquarters in Harrisburg, Pa., also was supported by the Governor’s Office for Homeland Security and the Pennsylvania Department of Health’s Bureau of Public Health Preparedness. The Dickinson School of Law and Immaculata University were academic contributors. This article summarizes the main outcome in the current COVID-19 context.

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Control Over Skies: Survivability, Coverage, And Mobility Laws For Hierarchical Aerial Base Stations, Vishal Sharma, Navuday Sharma, Mubashir Husain Rehmani, Haris Pervaiz Apr 2021

Control Over Skies: Survivability, Coverage, And Mobility Laws For Hierarchical Aerial Base Stations, Vishal Sharma, Navuday Sharma, Mubashir Husain Rehmani, Haris Pervaiz

Publications

Aerial Base Stations (ABSs) have gained significant importance in the next generation of wireless networks for accommodating mobile ground users and flash crowds with high convenience and quality. However, to achieve an efficient ABS network, many factors pertaining to ABS flight, governing laws and information transmissions must be studied. In this article, multi-drone communications are studied in three major aspects, survivability, coverage, and mobility laws, which optimize the multitier ABS network to avoid issues related to inter-cell interference, deficient energy, frequent handovers, and lifetime. The article includes simulation results of hierarchical ABS allocations for handling a set of users over …

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How Do Canadian Public Health Agencies Respond To The Covid-19 Emergency Using Social Media: A Protocol For A Case Study Using Content And Sentiment Analysis, Anita Kothari, Lyndsay Foisey, Lorie Donelle Phd, Rn, Fcan, Michael Bauer Apr 2021

How Do Canadian Public Health Agencies Respond To The Covid-19 Emergency Using Social Media: A Protocol For A Case Study Using Content And Sentiment Analysis, Anita Kothari, Lyndsay Foisey, Lorie Donelle Phd, Rn, Fcan, Michael Bauer

Publications

INTRODUCTION: Keeping Canadians safe requires a robust public health (PH) system. This is especially true when there is a PH emergency, like the COVID-19 pandemic. Social media, like Twitter and Facebook, is an important information channel because most people use the internet for their health information. The PH sector can use social media during emergency events for (1) PH messaging, (2) monitoring misinformation, and (3) responding to questions and concerns raised by the public. In this study, we ask: what is the Canadian PH risk communication response to the COVID-19 pandemic in the context of social media? METHODS AND ANALYSIS: …

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Placenta-Expanded Stromal Cell Therapy In A Rodent Model Of Simulated Weightlessness, Amber M. Paul, Linda Rubinstein, Charles Houseman, Metadel Abegaz, Steffy Tabares Ruiz Apr 2021

Placenta-Expanded Stromal Cell Therapy In A Rodent Model Of Simulated Weightlessness, Amber M. Paul, Linda Rubinstein, Charles Houseman, Metadel Abegaz, Steffy Tabares Ruiz

Publications

Long duration spaceflight poses potential health risks to astronauts during flight and re-adaptation after return to Earth. There is an emerging need for NASA to provide successful and reliable therapeutics for long duration missions when capability for medical intervention will be limited. Clinically relevant, human placenta-derived therapeutic stromal cells (PLX-PAD) are a promising therapeutic alternative. We found that treatment of adult female mice with PLX-PAD near the onset of simulated weightlessness by hindlimb unloading (HU, 30 d) was well-tolerated and partially mitigated decrements caused by HU. Specifically, PLX-PAD treatment rescued HU-induced thymic atrophy, and mitigated HU-induced changes in percentages of …

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Cognitive Digital Twins For Smart Manufacturing, Muhammad Intizar Ali, Pankesh Patel, John G. Breslin, Ramy Harik, Amit Sheth Apr 2021

Cognitive Digital Twins For Smart Manufacturing, Muhammad Intizar Ali, Pankesh Patel, John G. Breslin, Ramy Harik, Amit Sheth

Publications

Smart manufacturing or Industry 4.0, a trend initiated a decade ago, aims to revolutionize traditional manufacturing using technology-driven approaches. Modern digital technologies such as the Industrial Internet of Things (IIoT), Big Data Analytics, Augmented/Virtual Reality, and Artificial Intelligence (AI) are the key enablers of new smart manufacturing approaches. The digital twin is an emerging concept whereby a digital replica can be built of any physical object. Digital twins are becoming mainstream; many organizations have started to rely on digital twins to monitor, analyze, and simulate physical assets and processes. The current use of digital twins for smart manufacturing is largely …

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The Impact Of Positive Feedback On Student Outcomes And Perceptions, Emily Faulconer, J. C. Griffith, A. B. Gruss Apr 2021

The Impact Of Positive Feedback On Student Outcomes And Perceptions, Emily Faulconer, J. C. Griffith, A. B. Gruss

Publications

High quality feedback on assessments and deliverables is vital to student success. This pilot study sought to understand the impact of combining positive and performance-gap feedback in an immediate feedback scenario where students were provided multiple attempts to complete an assignment. 176 online undergraduate students were surveyed after completing a general inorganic chemistry course. Some students were provided performance-gap feedback, while others were provided performance-gap and positive feedback. The results suggest that type of feedback provided does not change students’ perceptions and self-reported behaviors in the course. However, students who were provided both performance-gap and positive feedback received an average …

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Advancing Team Cohesion: Using An Escape Room As A Novel Approach, Tara N. Cohen, Joseph R. Keebler, Andrew C. Griggs Ii, Elizabeth H. Lazzara, Falisha F. Kanji, Kate A. Cohen, Bruce L. Gewertz Apr 2021

Advancing Team Cohesion: Using An Escape Room As A Novel Approach, Tara N. Cohen, Joseph R. Keebler, Andrew C. Griggs Ii, Elizabeth H. Lazzara, Falisha F. Kanji, Kate A. Cohen, Bruce L. Gewertz

Publications

Objective: An escape room was used to study teamwork and its determinants, which have been found to relate to the quality and safety of patient care delivery. This pilot study aimed to explore the value of an escape room as a mechanism for improving cohesion among interdisciplinary healthcare teams.
Methods: This research was conducted at a nonprofit medical center in Southern California. All participants who work on a team were invited to participate. Authors employed an interrupted within-subjects design, with two pre- and post- escape room questionnaires related to two facets of group cohesion: (belonging – (PGC-B) and …

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Zero-Bias Deep Learning Enabled Quick And Reliable Abnormality Detection In Iot, Yongxin Liu, Jian Wang, Jianqiang Li, Shuteng Niu, Houbing Song Apr 2021

Zero-Bias Deep Learning Enabled Quick And Reliable Abnormality Detection In Iot, Yongxin Liu, Jian Wang, Jianqiang Li, Shuteng Niu, Houbing Song

Publications

Abnormality detection is essential to the performance of safety-critical and latency-constrained systems. However, as systems are becoming increasingly complicated with a large quantity of heterogeneous data, conventional statistical change point detection methods are becoming less effective and efficient. Although Deep Learning (DL) and Deep Neural Networks (DNNs) are increasingly employed to handle heterogeneous data, they still lack theoretic assurable performance and explainability. This paper integrates zero-bias DNN and Quickest Event Detection algorithms to provide a holistic framework for quick and reliable detection of both abnormalities and time-dependent abnormal events in Internet of Things (IoT).We first use the zero bias dense …

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The Jackson Laboratory For Genomic Medicine : Celebrating Five Years Of Discovery, The Jackson Laboratory Apr 2021

The Jackson Laboratory For Genomic Medicine : Celebrating Five Years Of Discovery, The Jackson Laboratory

Publications

Commemorating the five year anniversary of The Jackson Laboratory for Genomic Medicine in Farmington, CT.

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Using A Connected Learning Framework To Promote Democratic Education During A Transition To Online Learning, Abigail H. Baker, Jennifer L. Kassimer Apr 2021

Using A Connected Learning Framework To Promote Democratic Education During A Transition To Online Learning, Abigail H. Baker, Jennifer L. Kassimer

Publications

In this essay, we discuss how a Connected Learning (CL) approach to education can offer students and teachers a democratic framework to follow when designing instruction, especially with the recent shift to online and hybrid instruction due to the global pandemic. We present literature on the opportunities and challenges of transitioning to online instruction in the midst of the pandemic. We then discuss how the CL framework promotes a democratic approach to teaching and learning. Finally, we offer guidance on how to design a unit or lesson plan using a CL framework to provide both a connected and democratic learning …

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How Partnership Trust Can Facilitate And Result From Cbpr: An Assessment Of Situational, Organizational, And Institutional Related Factors, Jenneil Charles, Arelis Moore De Peralta, Victoria Prieto Rosas, Julie Smithwick Apr 2021

How Partnership Trust Can Facilitate And Result From Cbpr: An Assessment Of Situational, Organizational, And Institutional Related Factors, Jenneil Charles, Arelis Moore De Peralta, Victoria Prieto Rosas, Julie Smithwick

Publications

This study used secondary qualitative data analysis to determine the extent to which selected constructs of Community-Based Participatory Research (CBPR) promoted and supported the development of partnership trust among organizational and community stakeholders of a community-based health organization (CBHO). The Centers for Disease Control (CDC) identifies partnership trust as an integral factor that contributes to the optimal performance of public health research networks in their attempts to develop relationships with the communities and partners with whom they work. The present study was preceded by two studies which were informed by a modified version of Dietz and Den Hartog’s Multidimensional Measure …

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Disciplinary Literacy: Successes And Challenges Of Professional Development, Emily Howell, Wendy Barlow, Jeanne Dyches Apr 2021

Disciplinary Literacy: Successes And Challenges Of Professional Development, Emily Howell, Wendy Barlow, Jeanne Dyches

Publications

Literacy research has investigated disciplinary literacy for over a decade. The focus on disciplines as cultures of distinct literacy practice has been integrated into national standards and classroom implementation. Yet, research exploring the professional development in-service teachers receive specific to delivering disciplinary literacy instruction remains limited. This systematic literature review addresses this gap by analyzing 58 articles using the search terms professional development, disciplinary literacy, and content area literacy. The researchers discuss four focused themes that have emerged in disciplinary literacy research in relation to professional development (PD): disciplinary literacy as strategy instruction, differentiation and disciplinary literacy, measures of disciplinary …

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Examining The Relationship Between Ethical Leadership And Moral Judgments Of Sports Managers, Andrew Rudd, Sarah Stokowski Apr 2021

Examining The Relationship Between Ethical Leadership And Moral Judgments Of Sports Managers, Andrew Rudd, Sarah Stokowski

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No abstract provided.

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Impact Of Covid-19 On Airline Industry And Strategic Plan For Its Recovery With Special Reference To Data Analytics Technology, Rajee Olaganathan Apr 2021

Impact Of Covid-19 On Airline Industry And Strategic Plan For Its Recovery With Special Reference To Data Analytics Technology, Rajee Olaganathan

Publications

This paper discusses the status quo of the airline industry around the world facing the COVID-19 pandemic situation. The purpose of the first part of this study was to assess the impact of COVID-19 on global air traffic, airline revenues by region of operation, number of international passengers by region, and the number of domestic passenger traffic by route group. The data for this study was collected from January 2019 to December 2020 from the International Civil Aviation Organization (ICAO) database. The research strategy of the second part of this study is based on PEST analysis which is applied to …

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Stem Education As A Vital Preventive Response To A Pandemic, Emily Faulconer, Katherine Baker, Oliver Grundmann, Sarah Haines, Tyra Hall-Pogar Apr 2021

Stem Education As A Vital Preventive Response To A Pandemic, Emily Faulconer, Katherine Baker, Oliver Grundmann, Sarah Haines, Tyra Hall-Pogar

Publications

T he extraordinary work to develop feasible vaccines, effective medical treatments, and accurate epidemiological studies to alleviate the SARS-CoV2 pandemic would not have been possible without collaboration between academia, industry, government laboratories, and regulatory agencies that speak the common language researchers around the world know—science!

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An Overview On Deficit And Requirements Of The Irish National Soil Phosphorus Balance, Ciarán O'Donnell, Aoife Egan, Joseph R. Harrington, Denise Barnett, Patrick Forrestal, Niamh Power Apr 2021

An Overview On Deficit And Requirements Of The Irish National Soil Phosphorus Balance, Ciarán O'Donnell, Aoife Egan, Joseph R. Harrington, Denise Barnett, Patrick Forrestal, Niamh Power

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Phosphorus (P) is an essential life-supporting nutrient for which there is no substitute. Modern farming practice and food production are supported by the application of mineral P fertiliser derived from finite mined phosphate rock. The European Union does not have indigenous mineral phosphate reserves, which poses a significant issue to food security. This research paper assesses the potential of indigenous recycled P sources to replace imported P fertiliser within the Republic of Ireland. The research is undertaken at NUTS 3 (Nomenclature of Territorial Units) regional level, the nutrient soil P requirement is established, and the extent to which the …

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Does Instructor Quality Affect Student Performance In A College Statistics Course?, John Griffith, Emily Faulconer, Bobby Mcmasters Apr 2021

Does Instructor Quality Affect Student Performance In A College Statistics Course?, John Griffith, Emily Faulconer, Bobby Mcmasters

Publications

Various instructor qualities have been shown to have variable influences student outcomes in online courses. In this study, the impact of faculty quality on student performance was examined by comparing student performance when taught by excellent faculty and average faculty (determined through administrative evaluations). We examined 328 student grades from a 2019 January term 200 level elementary statistics course. Student performance measures included final course scores, grade distributions and pass rates. Learning modality (asynchronous vs. synchronous) and course design (e.g. syllabus, textbook, assignment and assessment design, etc.) as confounding variables were controlled through the template approach implemented at the study …

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Cyber Supply Chain Risk Management: Implications For The Sof Future Operating Environment, J. Philip Craiger, Laurie Lindamood-Craiger, Diane M. Zorri Apr 2021

Cyber Supply Chain Risk Management: Implications For The Sof Future Operating Environment, J. Philip Craiger, Laurie Lindamood-Craiger, Diane M. Zorri

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The emerging Cyber Supply Chain Risk Management (C-SCRM) concept assists at all levels of the supply chain in managing and mitigating risks, and the authors define C-SCRM as the process of identifying, assessing, and mitigating the risks associated with the distributed and interconnected nature of information and operational technology products and service supply chains. As Special Operations Forces increasingly rely on sophisticated hardware and software products, this quick, well-researched monograph provides a detailed accounting of C-SCRM associated laws, regulations, instructions, tools, and strategies meant to mitigate vulnerabilities and risks—and how we might best manage the evolving and ever-changing array of …

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"When They Say Weed Causes Depression, But It's Your Fav Antidepressant": Knowledge-Aware Attention Framework For Relationship Extraction, Shweta Yadav, Usha Lokala, Raminta Daniulaityte, Krishnaprasad Thirunarayan, Francois Lamy, Amit Sheth Mar 2021

"When They Say Weed Causes Depression, But It's Your Fav Antidepressant": Knowledge-Aware Attention Framework For Relationship Extraction, Shweta Yadav, Usha Lokala, Raminta Daniulaityte, Krishnaprasad Thirunarayan, Francois Lamy, Amit Sheth

Publications

With the increasing legalization of medical and recreational use of cannabis, more research is needed to understand the association between depression and consumer behavior related to cannabis consumption. Big social media data has potential to provide deeper insights about these associations to public health analysts. In this interdisciplinary study, we demonstrate the value of incorporating domain-specific knowledge in the learning process to identify the relationships between cannabis use and depression. We develop an end-to-end knowledge infused deep learning framework (Gated-K-BERT) that leverages the pre-trained BERT language representation model and domain-specific declarative knowledge source (Drug Abuse Ontology (DAO)) to jointly extract …

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Women’S Perceptions Of The Aviation Workplace: An Exploratory Study, Lindsay Stevenson, Haydee Cuevas, Katya K. Rivera, Katie Kirkpatrick, Marisa Aguiar, Jorge L. D. Albelo Mar 2021

Women’S Perceptions Of The Aviation Workplace: An Exploratory Study, Lindsay Stevenson, Haydee Cuevas, Katya K. Rivera, Katie Kirkpatrick, Marisa Aguiar, Jorge L. D. Albelo

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The purpose of this exploratory study was to garner a better understanding of the following research question: What factors may contribute to women’s retention in aviation occupations in the United States? The Aviation Occupation Survey was developed drawing from the published literature in organizational retention and diversity in aviation to explore this research question. The survey consisted of 50 Likert-scale items on nine subjects related to career retention. A total of 188 participants (women = 70, men = 118) completed the survey. Results revealed similarities between women and men on perceptions about numerous aspects of their workplace, particularly job satisfaction, …

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Leadership Crisis Communication During The Pandemic Of 2020, Daryl Watkins, Steven Walker Mar 2021

Leadership Crisis Communication During The Pandemic Of 2020, Daryl Watkins, Steven Walker

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COVID-19 provided a unique opportunity to examine leadership communication strategies during an extended crisis. The authors used political discourse analysis to review the crisis communication of President Donald Trump and seven U.S. governors using the U.S. Center for Disease Control crisis communication framework. The findings demonstrated that U.S. governors typically used effective communication strategies during their press briefings. President Trump often did not use effective crisis communication. The governors’ crisis communication styles were consistent with the CDC’s guidelines. The governors’ communication styles demonstrate that they are “in the arena,” while President Trump has attempted to remove himself from the arena.

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Pivoting To Online Learning—The Future Of Learning And Work, Danielle J. Camacho, Jill M. Legare Mar 2021

Pivoting To Online Learning—The Future Of Learning And Work, Danielle J. Camacho, Jill M. Legare

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The purpose of this article is to contribute to the emergent body of research that addresses the changing landscape of education transitioning from brick and mortar to online/remote learning. A review of related literature for this paper includes an early perspective of online education, emergent trends, methods used to support educators and learners and a summary of best practices and opportunities for educators. Transitioning courses from on-ground to online education requires a student-centered approach, a clear understanding of the objectives, and a plan to address each of the learning goals. Remote learning does not equate to a less rigorous learning …

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Cyber Security Framework For Vehicular Network Based On A Hierarchical Game, Hichem Sedjelmaci, Imane Horiya Brahmi, Nirwan Ansari, Mubashir Husain Rehmani Mar 2021

Cyber Security Framework For Vehicular Network Based On A Hierarchical Game, Hichem Sedjelmaci, Imane Horiya Brahmi, Nirwan Ansari, Mubashir Husain Rehmani

Publications

The growth of electronic devices in connected vehicles and their connections to the untrusted network, present unprecedented exposure to attacks. Therefore, a reliable and efficient cyber security framework is mandatory to protect vehicular networks against the cyber attackers. Thereby, we propose a cyber defense framework based on a hierarchical cooperative game to secure legitimate vehicles from attacks. In the proposed hierarchical game, there are two kinds of players, the head agent and secondary agents that cooperate between each other to detect, predict and react efficiently against suspected attacks. The Intrusion Detection System (IDS), Intrusion Prediction System (IPS), and Intrusion Reaction …

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Sharing Airspace: Simulation Of Commercial Space Horizontal Launch Impacts On Airlines And Finding Solutions, Janet K. Tinoco, Chunyan Yu, Rodrigo Firmo, Carlos Alberto Castro, Mohammad Moallemi, Ryan Babb Mar 2021

Sharing Airspace: Simulation Of Commercial Space Horizontal Launch Impacts On Airlines And Finding Solutions, Janet K. Tinoco, Chunyan Yu, Rodrigo Firmo, Carlos Alberto Castro, Mohammad Moallemi, Ryan Babb

Publications

Commercial space transportation is becoming more affordable and accessible. Consequently, we expect to see significant expansion of commercial space launch activities in the coming decade. As space vehicles travel through airspace during the launch and re-entry stages, they potentially disrupt the regular operations of traditional users. This paper estimates the potential economic and operational impacts of commercial space horizontal launch activities on airlines under various launch scenarios using predictive fast-time simulation modeling, focusing on Cecil Air and Space Port in Jacksonville (Florida) and the rules governing the national airspace system (NAS) in the United States. Our results indicate that the …

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Finding Renewal In The Midst Of Disaster: The Case Of The Deepwater Horizon Oil Spill, Andrew S. Pyle, Robert R. Ulmer Mar 2021

Finding Renewal In The Midst Of Disaster: The Case Of The Deepwater Horizon Oil Spill, Andrew S. Pyle, Robert R. Ulmer

Publications

In 2010, the United States experienced the worst environmental disaster in its history. An explosion on a BP oilrig located in the Gulf of Mexico triggered the crisis. As a result, the United States coast guard and BP were charged with crisis communication in its response to the crisis. This essay provides an unprecedented examination and analysis of the communication experiences of public information officers who worked in the unified command center in Houma, Louisiana during the Deepwater Horizon oil spill response. The authors use the discourse of renewal theory to understand the communication practices and choices of the public …

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Building Inclusivity And Empathy Through Writers' Workshop, Beth Beschorner, Anna H. Hall Mar 2021

Building Inclusivity And Empathy Through Writers' Workshop, Beth Beschorner, Anna H. Hall

Publications

All children have the right to experience a safe and inclusive classroom that engages them in learning and advances equity. Writers' workshop is particularly well suited for creating a safe and inclusive space. Writers' workshop encourages children to share their own stories and listen to, learn about, and develop empathy for others. This instructional strategy can also encourage conversation about important social issues in local communities and the broader world. This article explains specific approaches that can be used within the writers' workshop framework to examine assumptions, use inclusive language, and practice respectful interactions.

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Hemodynamic Response To Device Titration In The Shunted Single Ventricle Circulation - A Patient Cohort Modeling Study, Chet Villa, Farha Zafar, Angela Lorts, Ethan Kung Mar 2021

Hemodynamic Response To Device Titration In The Shunted Single Ventricle Circulation - A Patient Cohort Modeling Study, Chet Villa, Farha Zafar, Angela Lorts, Ethan Kung

Publications

Clinical outcomes of ventricular assist device (VAD) support for shunted single ventricle patients trail the larger population due in part to the challenges in optimizing VAD support and balancing systemic and pulmonary circulations. We sought to understand the response to VAD titration in the shunted circulation using a lumped-parameter network modeling six patient-specific clinical cases. Hemodynamic data from six patients (mean body surface area = 0.30 m2) with a systemic-to-pulmonary shunt was used to construct simulated cases of heart failure and hemodynamic response to increasing VAD flow from 5 to 10 L/min/m2. With increasing VAD flow, …

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A Population-Based Case-Control Study Of The Association Between Cervical Spondylosis And Tinnitus, Yen-Fu Cheng, Sudha Xirasagar Mbbs., Ph.D., Tzong-Hann Yang, Chuan-Song Wu, Nai-Wen Kuo, Herng-Ching Lin Mar 2021

A Population-Based Case-Control Study Of The Association Between Cervical Spondylosis And Tinnitus, Yen-Fu Cheng, Sudha Xirasagar Mbbs., Ph.D., Tzong-Hann Yang, Chuan-Song Wu, Nai-Wen Kuo, Herng-Ching Lin

Publications

OBJECTIVE: This population-based study aimed to study the association between tinnitus and cervical spondylosis. DESIGN: A case-control study. STUDY SAMPLE: We retrieved data from the Taiwan Longitudinal Health Insurance Database. We identified 2465 patients with tinnitus (cases) and 7395 comparison patients by propensity score matching. Multivariable logistic regressions were conducted to estimate the odds (OR) of a diagnosis of cervical spondylosis preceding the tinnitus diagnosis relative to controls. RESULTS: We found that 1596 (16.19%) of 9860 sample patients had received a diagnosis of cervical spondylosis before the index date, significantly different between the tinnitus group and control group (17.20% vs. …

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