Digital Commons Network^™

How Is Our Mobility Affected As We Age? Findings From A 934 Users Field Study Of Older Adults Conducted In An Urban Asian City, Yi Zhen Tan, Ngoc Doan Thu Tran, Sapphire Lin, Fang Zhao, Yee Sien Ng, Dong Ma, Jeonggil Ko, Rajesh Krishna Balan

Research Collection School Of Computing and Information Systems

In this paper, we analyze the results of a large study involving 934 older adults living in an urban Asian city that collected their mobility patterns, in the form of logged GPS data, along with a multitude of demographic and health data. We show that mobility, in terms of average distance travelled per day, is greatly affected by age and by employment status. In addition, other factors such as type of day, household size, physical and financial conditions and the onset of retirement also play a significant role in determining the mobility of an individual. These results will have high …

Criticality Aware Canvas-Based Visual Perception At The Edge, Ila Gokarn

Research Collection School Of Computing and Information Systems

Efficient and effective machine perception remains a formidable challenge in sustaining high fidelity and high throughput of perception tasks on affordable edge devices. This is especially due to the continuing increase in resolution of sensor streams (e.g., video input streams generated by 4K/8K cameras and neuromorphic event cameras that produce ≥ 10 MEvents/second) and computational complexity of Deep Neural Network (DNN) models, which overwhelms edge platforms, adversely impacting machine perception efficiency. Given the insufficiency of the available computation resources, a question then arises on whether selected regions/components of the perception task can be prioritized (and executed preferentially) to achieve highest …

Refining Chatgpt-Generated Code: Characterizing And Mitigating Code Quality Issues, Yue Liu, Thanh Le-Cong, Ratnadira Widyasari, Chakkrit Kla Tantihamthavorn, Li Li, Xuan-Bach Dinh Le, David Lo

Research Collection School Of Computing and Information Systems

Since its introduction in November 2022, ChatGPT has rapidly gained popularity due to its remarkable ability in language understanding and human-like responses. ChatGPT, based on GPT-3.5 architecture, has shown great promise for revolutionizing various research fields, including code generation. However, the reliability and quality of code generated by ChatGPT remain unexplored, raising concerns about potential risks associated with the widespread use of ChatGPT-driven code generation.In this article, we systematically study the quality of 4,066 ChatGPT-generated programs of code implemented in two popular programming languages, i.e., Java and Python, for 2,033 programming tasks. The goal of this work is threefold. First, …

Learning Dynamic Multimodal Network Slot Concepts From The Web For Forecasting Environmental, Social And Governance Ratings, Gary Ang, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

Dynamic multimodal networks are networks with node attributes from different modalities where the at- tributes and network relationships evolve across time, i.e., both networks and multimodal attributes are dynamic; for example, dynamic relationship networks between companies that evolve across time due to changes in business strategies and alliances, which are associated with dynamic company attributes from multiple modalities such as textual online news, categorical events, and numerical financial-related data. Such information can be useful in predictive tasks involving companies. Environmental, social, and gov- ernance (ESG) ratings of companies are important for assessing the sustainability risks of companies. The process of …

Improving Interpretable Embeddings For Ad-Hoc Video Search With Generative Captions And Multi-Word Concept Bank, Jiaxin Wu, Chong-Wah Ngo, Wing-Kwong Chan

Research Collection School Of Computing and Information Systems

Aligning a user query and video clips in cross-modal latent space and that with semantic concepts are two mainstream approaches for ad-hoc video search (AVS). However, the effectiveness of existing approaches is bottlenecked by the small sizes of available video-text datasets and the low quality of concept banks, which results in the failures of unseen queries and the out-of-vocabulary problem. This paper addresses these two problems by constructing a new dataset and developing a multi-word concept bank. Specifically, capitalizing on a generative model, we construct a new dataset consisting of 7 million generated text and video pairs for pre-training. To …

Re-Calibration Of Curial Intervention In Public Policy Challenges Against Arbitral Awards, Darius Chan, Elias Ngai Hum Khong

Research Collection Yong Pung How School Of Law

When an award debtor challenges an award on public policy grounds, usually the principle of finality prevails, and courts will consider the award debtor bound by the decision of the tribunal. However, because public policy has implications beyond the disputing parties themselves, some courts consider themselves justified in reviewing the award. There is therefore a tension between finality versus the court’s duty to stand as the guardian of public policy. Whether a review of an award should be allowed under this ground, and if so, the extent of permissible review, differs across various jurisdictions. For instance, common law authorities have …

Sustainability And The Sunlight Of Disclosure: Esg Disclosure In Three Asian Financial Centres, Rachel Phang, Yaru Chia

Research Collection Yong Pung How School Of Law

The prevailing paradigm of sustainable finance places great importance on environmental, social and governance (ESG) information and, therefore, on the mechanism of reporting and disclosure. This article presents, analyses and compares the approaches to ESG disclosure in three Asian financial centres: Singapore, Hong Kong and Shanghai. The article uncovers commonalities and divergences in the drivers, dynamics, content and trends of ESG disclosure in the selected jurisdictions. In doing so, it looks forwards, seeking to anticipate and shape the development of ESG disclosure in Asia. At the same time, it looks beyond ESG disclosure, remaining mindful that the mechanism itself is …

Fitting The Communication Forum To The Mediation Fuss: Choosing The Appropriate Communication Mode For Mediation In The Post-Pandemic World, Dorcas Quek Anderson

Research Collection Yong Pung How School Of Law

Since the COVID-19 pandemic, mediations have shifted dramatically from face-to-face settings to the virtual realm, resulting in the widespread acceptance of using virtual communication channels, including videoconferencing, audio calls, and text messaging. With the waning of the pandemic, mediators and parties presently face a plethora of choices in fitting their mediation to the appropriate communication channel. Thus, having an accurate, evidence-based understanding of different communication modes’ impact on mediation is necessary to design an optimal mediation process.Some decades ago, Sander and Goldberg formulated the phrase “fitting the forum to the fuss” to describe the process of choosing the most appropriate …

Ai Employment Decision-Making: Integrating The Equal Opportunity Merit Principle And Explainable Ai, Gary Kok Yew Chan

Research Collection Yong Pung How School Of Law

Artificial intelligence (AI) tools used in employment decision-making cut across the multiple stages of job advertisements, shortlisting, interviews and hiring, and actual and potential bias can arise in each of these stages. One major challenge is to mitigate AI bias and promote fairness in opaque AI systems. This paper argues that the equal opportunity merit principle is an ethical approach for fair AI employment decision-making. Further, explainable AI can mitigate the opacity problem by placing greater emphasis on enhancing the understanding of reasonable users (employing organisations) and affected persons (employees and job candidates) as to the AI output. Both the …

Fintech: Finance, Technology And Regulation, Nydia Remolina

Research Collection Yong Pung How School Of Law

Fintech: finance, technology and regulation, by Ross P. Buckley, Douglas W. Arner,and Dirk A. Zetzsche, Cambridge, Cambridge University Press, 2024, 330 pp, £29.99(paperback), ISBN 978-1-009-07821-4

The Impact Of Soft Skills Training On Guest Satisfaction In The Hospitality Industry, Lawrie Colaco Mr

Masters Projects

The hospitality industry has become immensely fast-paced, and prioritizing guest satisfaction levels has been one of the main objectives. While hard skills such as technical expertise and operational proficiency are important aspects which are required by the hospitality staff, soft skills also play a pretty significant role. Soft skills enable the staff to be adaptive and communicative, it raises their empathy levels and teaches them to control their emotions and perform under stressful working environments. The importance of soft skills in this sector cannot be overemphasized, not only does this help with harbouring a positive attitude among the employees but …

Practical Guidance On Establishing A Molecular Testing Pathway For Alterations In Homologous Recombination Repair Genes In Clinical Practice For Patients With Metastatic Prostate Cancer, Martin Schostak, Angela Bradbury, Alberto Briganti, David Gonzalez, Leonard Gomella, Joaquin Mateo, Frédérique Penault-Llorca, Albrecht Stenzinger, Alexander Wyatt, Anders Bjartell

Department of Urology Faculty Papers

CONTEXT: Prostate cancer is a molecularly heterogeneous disease that is amenable to diagnostic testing to identify patients potentially eligible for personalised treatments inform familial risk and provide relevant information about potential prognosis. Several guidelines support the integration of genomic testing in a shared decision-making framework so that both health care professionals (HCPs) and patients are involved in determining the best treatment approach.

OBJECTIVE: To review current guidelines on molecular diagnostic testing for homologous recombination repair (HRR) gene alterations in patients with metastatic prostate cancer, with the aim of providing practical considerations for effective guideline implementation and establishment of an appropriate …

Shaping Green Regionalism: New Trade Law Approaches To Environmental Sustainability, Pasha L. Hsieh

Research Collection Yong Pung How School Of Law

Green regionalism aims to mutually reinforce environmental governance and economic integration. The article provides the first analysis of green regionalism in international law. It argues that green regionalism represents a paradigm shift in global normative endeavours towards environmental sustainability. By contextualising three waves of global regionalism, the article unveils the evolving architecture of green regionalism alongside negotiations of the World Trade Organization and multilateral environmental agreements. Moreover, it sheds light on the pertinent disputes and features of new green initiatives galvanised by the European Union, the United States and Asia-Pacific countries. These developments are pivotal in understanding the trade-environment nexus …

Law, Love, And Freedom: From The Sacred To The Secular, Seow Hon Tan

Research Collection Yong Pung How School Of Law

In this book, published under a series on the intersection of law and Christianity, Neoh undertakes the ambitious project of exploring the concepts of law, love, and freedom to illuminate the moral vision which underlies our secular legal order.

Reversal Of Propofol-Induced Depression Of The Hypoxic Ventilatory Response By Bk-Channel Blocker Ena-001: A Randomized Controlled Trial, Simone Jansen, Maarten Van Lemmen, Erik Olofsen, Laurence Moss, Joseph Pergolizzi, Thomas Miller, Robert Colucci, Monique Van Velzen, Philip Kremer, Albert Dahan, Rutger Van Der Schrier, Marieke Niesters

Department of Medicine Faculty Papers

BACKGROUND: The use of anesthetics may result in depression of the hypoxic ventilatory response. Since there are no receptor-specific antagonists for most anesthetics, there is the need for agnostic respiratory stimulants that increase respiratory drive irrespective of its cause. The authors tested whether ENA-001, an agnostic respiratory stimulant that blocks carotid body BK-channels, could restore the hypoxic ventilatory response during propofol infusion. They hypothesize that ENA-001 is able to fully restore the hypoxic ventilatory response.

METHODS: In this randomized, double-blind crossover trial, 14 male and female healthy volunteers were randomized to receive placebo and low- and high-dose ENA-001 on three …

Polymer-Based Drug-Eluting Stent Treatment Extends The Time To Reintervention For Patients With Symptomatic Femoropopliteal Artery Disease: Clinical Evidence And Potential Economic Value, William Gray, Yoshimitsu Soga, Masahiko Fujihara, Osamu Iida, Anvar Babaev, Daizo Kawasaki, Thomas Zeller, David O'Connor, Michael Jaff, Anna Chavez, Stefan Müller-Hülsbeck

Department of Medicine Faculty Papers

Aim: Use long-term follow-up data from the IMPERIAL study to determine whether drug-eluting polymer-based nitinol stent treatment can delay the time to repeat intervention for femoropopliteal artery disease and how such a delay may result in cost savings in a value-based episode of care. Patients & methods: The IMPERIAL randomized controlled trial was an international study of a paclitaxel-eluting polymer-coated stent (Eluvia, Boston Scientific, MA, USA) versus a polymer-free paclitaxel-coated stent (Zilver PTX, Cook Corporation, IN, USA) for treating lesions of the femoropopliteal arterial segment. Study patients (n = 465) had symptomatic lower limb ischemia. Safety and efficacy assessments were …

Development And External Validation Of The 'Global Surgical-Site Infection' (Glossi) Predictive Model In Adult Patients Undergoing Gastrointestinal Surgery, Viren P. Punja, Melanie K. Sion, Michael S. Weinstein

Department of Medicine Faculty Papers

Background: Identification of patients at high risk of surgical-site infections may allow surgeons to minimize associated morbidity. However, there are significant concerns regarding the methodological quality and transportability of models previously developed. The aim of this study was to develop a novel score to predict 30-day surgical-site infection risk after gastrointestinal surgery across a global context and externally validate against existing models. Methods: This was a secondary analysis of two prospective international cohort studies: GlobalSurg-1 (July-November 2014) and GlobalSurg-2 (January-July 2016). Consecutive adults undergoing gastrointestinal surgery were eligible. Model development was performed using GlobalSurg-2 data, with novel and previous scores …

Latin American Trans-Ancestry Initiative For Ocd Genomics (Latino): Study Protocol, James J Crowley, Carolina Cappi, Marcos E Ochoa-Panaifo, Renee M Frederick, Minjee Kook, Andrew D Wiese, Diana Rancourt, Elizabeth G Atkinson, Paola Giusti-Rodriguez, Jacey L Anderberg, Latin American Trans‐Ancestry Initiative For Ocd Genomics, Brazilian Obsessive‐Compulsive Spectrum Disorder Working Group, Jonathan S Abramowitz, Victor R Adorno, Cinthia Aguirre, Gilberto S Alves, Gustavo S Alves, Naeshia Ancalade, Alejandro A Arellano Espinosa, Paul D Arnold, Daphne M Ayton, Izabela G Barbosa, Laura Marcela Barón Castano, Cynthia N Barrera, María Celeste Berardo, Dayan Berrones, John R Best, Tim B Bigdeli, Christie L Burton, Joseph D Buxbaum, Jennifer L Callahan, Maria Cecília B Carneiro, Sandra L Cepeda, Evelyn Chazelle, Jessica M Chire, Macarena Churruca Munoz, Pamela Claisse Quiroz, Journa Cobite, Jonathan S Comer, Daniel L Costa, Jennifer Crosbie, Victor O Cruz, Guillermo Dager, Luisa F Daza, Anabel De La Rosa-Gómez, Daniela Del Río, Fernanda Z Delage, Carolina B Dreher, Lucila Fay, Tomas Fazio, Ygor A Ferrão, Gabriela M Ferreira, Edith G Figueroa, Leonardo F Fontenelle, Diego A Forero, Daniele T H Fragoso, Bharathi S Gadad, Sheldon R Garrison, Andres González, Laura D Gonzalez, Marco A González, Polaris Gonzalez-Barrios, Wayne K Goodman, Dorothy E Grice, Jerry Guintivano, Daniel G Guttfreund, Andrew G Guzick, Matthew W Halvorsen, Joseph D Hovey, Hailiang Huang, Jonathan Irreño-Sotomonte, Reinhard Janssen-Aguilar, Matias Jensen, Alexandra Z Jimenez Reynolds, Joali Alexandra Juárez Lujambio, Nasim Khalfe, Madison A Knutsen, Caleb Lack, Nuria Lanzagorta, Monicke O Lima, Melanie O Longhurst, David A Lozada Martinez, Elba S Luna, Andrea H Marques, Molly S Martinez, Maria De Los Angeles Matos, Caitlyn E Maye, Joseph F Mcguire, Gabriela Menezes, Charlene Minaya, Tomás Miño, Sara M Mithani, Circe Montes De Oca, Alonso Morales-Rivero, Maria E Moreira-De-Oliveira, Olivia J Morris, Sandra I Muñoz, Zainab Naqqash, Ambar A Núñez Bracho, Belinda E Núñez Bracho, Maria Corina Ochoa Rojas, Luis A Olavarria Castaman, Trinidad Olivos Balmaceda, Iliana Ortega, Darpan I Patel, Ainsley K Patrick, Mariel Paz Y Mino, Jose L Perales Orellana, Bárbara Perdigão Stumpf, Tamara Peregrina, Tania Pérez Duarte, Kelly L Piacsek, Maritza Placencia, María Belén Prieto, Lucas C Quarantini, Yana Quarantini-Alvim, Renato T Ramos, Iaroslava C Ramos, Vanessa R Ramos, Kesley A Ramsey, Elise V Ray, Margaret A Richter, Bradley C Riemann, Juan C Rivas, Maria C Rosario, Camilo J Ruggero, Angel A Ruiz-Chow, Alejandra Ruiz-Velasco, Melisa N Sagarnaga, Aline S Sampaio, Leonardo C Saraiva, Russell J Schachar, Sophie C Schneider, Ethan J Schweissing, Laura D Seligman, Roseli G Shavitt, Keaton J Soileau, S Evelyn Stewart, Shaina B Storch, Emily R Strouphauer, Vissente Tapia Cuevas, Kiara R Timpano, Beatriz Treviño-De La Garza, Alexie Vallejo-Silva, Javier Vargas-Medrano, María I Vásquez, Guadalupe Vidal Martinez, Saira A Weinzimmer, Mauricio A Yanez, Gwyneth Zai, Lina M Zapata-Restrepo, Luz M Zappa, Raquel M Zepeda-Burgos, Anthony W Zoghbi, Euripedes C Miguel, Carolyn I Rodriguez, Mayra C Martinez Mallen, Pablo R Moya, Tania Borda, María Beatriz Moyano, Manuel Mattheisen, Stacey Pereira, Gabriel Lázaro-Muñoz, Karen G Martinez-Gonzalez, Michele T Pato, Humberto Nicolini, Eric A Storch

Center for Medical Ethics and Health Policy Staff Publications

Obsessive-compulsive disorder (OCD) is a debilitating psychiatric disorder. Worldwide, its prevalence is ~2% and its etiology is mostly unknown. Identifying biological factors contributing to OCD will elucidate underlying mechanisms and might contribute to improved treatment outcomes. Genomic studies of OCD are beginning to reveal long-sought risk loci, but >95% of the cases currently in analysis are of homogenous European ancestry. If not addressed, this Eurocentric bias will result in OCD genomic findings being more accurate for individuals of European ancestry than other ancestries, thereby contributing to health disparities in potential future applications of genomics. In this study protocol paper, we …

Fatigue And Depressive Mood In Chronic Low Back Pain, Anitha Saravanan, Hl Matthews, D Tell, A Starkweather, L Janusek

Faculty Articles, Papers, and Other Scholarship

Purpose

Design and Methods

Group For Research In Pathology Education At The International Association Of Medical Science Educators (Gripe@Iamse), 52nd Annual Meeting, 2023, Cancun, Mexico, Peter G Anderson, Mostafa Belghasem, Kristine Mccluskey, Leah Williamson, Cynthia N Perry, Christine G Roth, Osvaldo Padilla, Brandi Mccleskey

Faculty and Staff Publications

No abstract provided.

Contextual Factors Influencing The Association Between The Affordable Care Act’S Medicaid Expansion And Veteran Va-Medicaid Dual Enrollment, Patrick N O'Mahen, Chase S Eck, Cheng Rebecca Jiang, Laura A Petersen

Center for Medical Ethics and Health Policy Staff Publications

Objective: To evaluate changes in dual enrollment after Affordable Care Act Medicaid expansion by VA priority group, (e.g., service connection), sex, and type of state expansion.

Study setting: Our cohort was all Veterans ages 18-64 enrolled in VA and eligible for benefits due to military service-connection or low income from 2011 to 2016; the unit of analysis was person-year.

Study design: Difference-in-difference and event-study analysis. The outcome was dual VA-Medicaid enrollment for at least 1 month annually. Medicaid expansion, VA priority status, whether a state expanded by a Section 1115 waiver, and sex were independent variables. We controlled for race, …

Measurement Invariance Of The Pandemic Anxiety Inventory In Different Demographic Groups, Irvin Sam Schonfeld, Tasmyn Prytherch, Mark Cropley, Jay Verkuilen, Renzo Bianchi

Publications and Research

Background The Pandemic Anxiety Inventory (PAI) was developed in the context of the COVID-19 pandemic. Its content allows it to assess anxiety in connection to any pandemic. Previous research has demonstrated the instrument’s reliability and validity. An important question for clinicians and researchers, however, remains open: Does the PAI have similar meaning for members of different demographic groups? The finding of measurement invariance would allow clinicians and researchers to comparatively assess pandemic-related anxiety across demographic groups, including favored and disfavored groups.

Methods We conducted a multi-group confirmatory factor analysis to assess the measurement invariance of the PAI using data obtained …

The Realm That I Am: An Interdisciplinary Memoir On Identity And Healing, Maria Rowen Flores

University Honors Theses

This thesis is an interdisciplinary exploration into identity, self, and meaning-making. Engaging queer studies, Chicano/a Studies, narrative therapy, creative nonfiction, and visual arts, this project is both a collage and self-portrait in two parts. Part one uses the ideas of philosophers Gloria Anzaldúa, María Lugones, Jack Halberstam, and Judith Butler to explore identity formation in the author’s family and social contexts. Part two follows the experience of having C-PTSD and uses memoir and creative writing to explore the narrative therapeutic mode. Both sections explore themes of identity, social isolation, relationships, failure, mental illness, trauma, and addiction. The work is underscored …

Assessing Nicotine Intake And Cotinine Levels In Inbred High Drinking In The Dark (Ihdid) Mice: A Potential Model For Nicotine Use Disorders (Nuds), Jonathan Palacios

University Honors Theses

Nicotine use disorders (NUDs) pose a persistent global health threat, contributing to significant morbidity and mortality. It is a complex issue arising from a combination of different factors; thus, it is crucial to approach it from different perspectives. In this study, we aimed to determine whether the inbred High Drinking in the Dark (iHDID) mice replicate lines (iHDID-1 and iHDID-2) represent a good model for nicotine use disorders (NUDs). We measured nicotine (50µg/mL) intake in a Drinking in the Dark (DID) assay (n=12/sex/line). At the end of the DID assay, we measured serum cotinine levels using a cotinine ELISA kit. …

Virtual Field Environments Capstone Software Review, Ashton Sawyer

University Honors Theses

This is a review of the Virtual Field Environments computer science capstone project, sponsored by geology professor Rick Hugo. The tool aims to create and render VFEs, interactable 360° environments hosted on the web that are used as virtual field trips for K-12 students. This essay discusses the development process, including understanding requirements, tool and technology selection, problem-solving, and decision-making strategies. It also highlights the differences between the capstone and the other core computer science courses, and how those differences help to prepare students for the workforce. The project was completed over the course of twenty weeks by a team …

Development Of A Two-Photon Imaging System, Jesseca Hollenbaugh

University Honors Theses

The objective of this project was to convert a Sarastro 2000 confocal laser scanning microscope (CLSM) into a system capable of far-field two-photon excitation (TPE) imaging for the use of the PSU Biology department. TPE microscopy operates on the ability of fluorophores to accept two photons each with half the energy of a desired transition in a single quantum event via a virtual energy state and then emit a higher energy photon upon relaxation. This is preferable to single-photon excitation (SPE) imaging due to lower photon imaging, causing less damage to delicate biological samples, as well as the inherent localization …

Comparing Erwartung And Die Glückliche Hand Through The Female Gaze, Angela Tinio

University Honors Theses

During the early 20^th century, the rise of psychoanalysis impacted society by offering a revolutionary approach to the mind. This rise occurred due to the work of the work of Sigmund Freud (1856-1939), who believed many mental disorders were rooted in the subconscious. Psychoanalysis revolutionized how we approach the brain and offered a new perspective on patient treatment. Artists in the early 20^th century also explored and insisted on new ways to view society through art. Schoenberg and Freud were both pioneers in their field of work, and Freud even inspired Schoenberg's early atonal music. Freud may have …

Evolution Of Morning Sickness And How It Relates To Maternal Nutrition And Fetal Development, Leena Macias

University Honors Theses

A multitude of pregnant mothers throughout the world experience some sort of nausea and vomiting symptoms while pregnant. There is a large body of literature that has examined the evolutionary significance of nausea and vomiting of pregnancy (NVP), and why it continues to persist within our society. The purpose of this thesis is to perform a literature review and to add onto the current literature present within this multidisciplinary field. In order to do so, the field's published works were compiled and examined, being careful to only choose credible and significant sources in order to understand why pregnant mothers experience …

The Pursuit Of Productivity: A Marxist Analysis Of How Frederick Winslow Taylor And Dr. W. Irving Clark Revolutionized The American Factory During The Early Twentieth Century, Stephen Hood

University Honors Theses

In 1911, two events occurred that laid the framework for a revolution in factory management; Frederick Winslow Taylor published his famous work The Principles of Scientific Management; and The Norton Emery Company hired W. Irving Clark to open a first-of-its-kind medical facility. Clark's work should be understood as an extension of the scientific management that Taylor championed during the turn of the twentieth century. The factory served as a laboratory for men like Clark and Taylor to create new methods for increasing productivity while attempting to overcome contradictions inherent to the capitalist mode of production. By utilizing the work …

An Exploration Of Degrowth: Reimagining The Economy In The Face Of Climate Change, Nicole Kristene Martinez-Bergman

University Honors Theses

Climate change is an issue of great magnitude facing the world, and communities are already feeling its effects, especially the most vulnerable. As the planet warms, it threatens to upend global ecosystems, from the oceans to the forests to the earth's atmosphere. Furthermore, the strains climate change places on the earth are a threat to global economic systems as erratic weather damages cities and creates an increasingly unstable agricultural system. However, these changes to the climate are due to anthropogenic impacts, meaning humans have caused this issue. This uniquely positions humans to create a structure to slow and eventually reverse …