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Sustainable Eco-Friendly Packaging, Kyla Barrett Dec 2024

Sustainable Eco-Friendly Packaging, Kyla Barrett

Sustainable Supply Chain Management

Plastic pollution is one of the most pressing environmental challenges today, threatening marine ecosystems and global environmental health. With 8 to 10 million metric tons of plastic entering our oceans annually, the urgency to implement sustainable practices in packaging has never been greater. This chapter explores the environmental impact of single-use plastics and highlights innovative alternatives like bioplastics and compostable materials. Lessons from global leaders, like Japan's cultural approach to waste management, the European Union's Circular Economy Action Plan, and Costco's efforts in bulk buying and sustainable design, the chapter identifies actionable strategies for industries to adopt eco-friendly practices. Concluding …


Breaking The Yoke: A Systematic Unmasking Of Challenges To Sustainable Rural Development In South Sudan, Gai Chol Paul Dec 2024

Breaking The Yoke: A Systematic Unmasking Of Challenges To Sustainable Rural Development In South Sudan, Gai Chol Paul

Journal of Sustainable Social Impact

South Sudan, a young nation grappling with the legacy of protracted conflict, faces significant challenges in fostering sustainable rural development. While the immense potential of its vast agricultural lands remains largely untapped, the persistent triple threat of insecurity, deficient infrastructure, and the absence of robust government policy actively hinders progress. The ongoing armed conflict, characterized by inter-communal violence and sporadic attacks, casts a long shadow over rural areas in South Sudan. Thus, I developed this mixed-method multiple-case study, grounded in the sustainable livelihoods framework, to explore challenges that hinder sustainable rural development in South Sudan. I collected data through document …


Aligning Artificial Intelligence With Climate Change Adaptation In Egypt, Lara Mohamed Abdelrazik Ms. Dec 2024

Aligning Artificial Intelligence With Climate Change Adaptation In Egypt, Lara Mohamed Abdelrazik Ms.

Future Journal of Social Science

Abstract:

One of the frequently witnessed barriers to accelerating action on climate change is related to the construction of data bases, variables, and models as well as data extraction. According to the Grantham Research Institute on climate change and the environment, several subfields of Artificial Intelligence identify patterns to support the completion of specific tasks towards combating climate change such as; gathering, completing, and interpreting large, and complete datasets by making it possible to enhance data-driven decision-making for climate action. However, the negative side of AI was also recognized.

Learning algorithms to understand how AI’s climate impact goes beyond its …


The Impact Of Student Engagement Activities On Future Climate Change Adaptation: The Case Of Student Simulation Models, Bassel Mostafa Elkalaf Dec 2024

The Impact Of Student Engagement Activities On Future Climate Change Adaptation: The Case Of Student Simulation Models, Bassel Mostafa Elkalaf

Future Journal of Social Science

This paper explores the critical role of student engagement in addressing the growing challenges of climate change, with a focus on the Model United Nations (MUN) as a case study. As climate-related security threats increase globally, educational platforms that prepare youth for effective leadership in climate politics are more essential than ever. MUN, a widely practiced student activity simulating global policy-making, provides a valuable opportunity for students to deepen their understanding of the interconnectedness between climate change, peace, and security. By participating in MUN simulations, students engage in debates, develop innovative solutions, and practice diplomatic skills, all while exploring the …


Leveraging Green Strategies Within Blockchain Technology For Climate Justice And Displacement Management In Developing Countries: A Comparative Study Between Egypt And Germany (2010-2024), Alaa Owis Seddik Ms Dec 2024

Leveraging Green Strategies Within Blockchain Technology For Climate Justice And Displacement Management In Developing Countries: A Comparative Study Between Egypt And Germany (2010-2024), Alaa Owis Seddik Ms

Future Journal of Social Science

Climate change is a significant global issue of the 21st century, disproportionately affecting

developing countries despite their minimal contribution to greenhouse gas emissions. This

discrepancy has brought climate justice to the forefront as an important concept, emphasizing

equitable support and protection for vulnerable populations. Concurrently, blockchain

technology, combined with green strategies, offers potential solutions to enhance transparency,

efficiency, and accountability in various sectors, including climate justice and displacement

management. This research hypothesizes that the integration of blockchain technology with

green strategies can lead to enhanced climate justice, and more effective displacement

management, and provide a model for developing countries like …


Case Study On Seney National Wildlife Refuge: How The Upper Peninsula Led Wildlife Conservation In The Beginning Of The Twentieth Century, Holly A. Galligan Dec 2024

Case Study On Seney National Wildlife Refuge: How The Upper Peninsula Led Wildlife Conservation In The Beginning Of The Twentieth Century, Holly A. Galligan

HS 390 Primary Research Papers

The research presented in this paper will weave together the story of how the Upper Peninsula became a crucial hub for wildlife conservation in the first half of the twentieth century. Seeking to answer the question of how and why this occurred, as well as why it is distinct from the social movement of the 1960s, the research is based on public awareness, photographic research developments, and the concept of the national system for conservation. Hunting played the main role in the motivations for this movement therefore, it is also heavily discussed throughout. The previous research on this subject emerged …


Environmental Views On The Rural To Urban Continuum, Sydney Fisk, Jessica D. Ulrich-Schad Dec 2024

Environmental Views On The Rural To Urban Continuum, Sydney Fisk, Jessica D. Ulrich-Schad

Utah People and Environment Poll (UPEP)

As climate change and other environmental issues continue to worsen in Utah and worldwide, understanding Utahns’ top concerns and their opinions about political leaders’ efforts to address these environmental issues is increasingly important. In the 2023 Utah People and Environment Poll (UPEP), a representative statewide sample of respondents were asked how concerned they were about a myriad of environmental problems in Utah including drought, the drying of the Great Salt Lake, poor air quality, population growth, climate change, and wildfires. Survey respondents were also asked to rate how well they believe politicians are addressing the same environmental issues. Looking at …


Estimating Medium-Term Regional Monthly Economic Activity Reductions During The Covid-19 Pandemic Using Nighttime Light Data, Ma Flordeliza P. Del Castillo, Toshio Fujimi, Hirokazu Tatano Dec 2024

Estimating Medium-Term Regional Monthly Economic Activity Reductions During The Covid-19 Pandemic Using Nighttime Light Data, Ma Flordeliza P. Del Castillo, Toshio Fujimi, Hirokazu Tatano

SOSE Affiliate: Manila Observatory

Economic impact estimates of the initial lockdowns due to the COVID-19 pandemic showed a significant reduction in economic activities globally. However, the succeeding impacts and their spatiotemporal distribution within countries remain unknown. Studies showed that nighttime light data (NTL) has effectively revealed the spatiotemporal dimensions of the economic effects of COVID-19. Thus, this study used NTL data to determine the medium-term regional monthly economic impacts of the pandemic in the Philippines in terms of the Economic Activity Reduction (EAR) index. We generated a spatial error model, regressing pre-pandemic NTL on mean temperature, maximum rainfall, and built-up area. This model explained …


Exploitative Labor In Los Angeles' Fashion Industry: A Path Towards Ethical Supply Chains, Magali Rodriguez Dec 2024

Exploitative Labor In Los Angeles' Fashion Industry: A Path Towards Ethical Supply Chains, Magali Rodriguez

Sustainable Supply Chain Management

This chapter explores exploitative labor practices within Los Angeles' fashion industry and proposes pathways toward ethical supply chains. The fashion industry, particularly in Los Angeles, relies on labor-intensive production, which often leads to low wages, unsafe conditions, and systemic inequality. The complexity of global supply chains, power imbalances, and consumer demand for cheap clothing contribute to the persistence of exploitative practices. More than half of garment contractors in Los Angeles fail to meet minimum wage standards. The chapter emphasizes the importance of Corporate Social Responsibility (CSR) and ethical sourcing, which includes accountability, transparency, and respect for human rights. It examines …


The Integration Of Environmental Concerns And Philosophy Into Business Strategies, Johann Thorne Dec 2024

The Integration Of Environmental Concerns And Philosophy Into Business Strategies, Johann Thorne

Electronic Theses and Dissertations

My thesis focuses on how a business can better integrate environmental philosophies and principles into their business model without detracting from the business's primary objectives, specifically that of generating profit. However, this thesis also seeks to extend the business's objectives to include the environment using these environmental philosophies, arguing that the business should have some obligation to the environment in terms of morality, as well as social obligations. This is an evolution of some common ethical theories used within the business world, but I argue they do not suffice to protect the environment. Instead, I develop an ethical pluralist framework …


Research Overview On Urban Heat Islands Driven By Computational Intelligence, Chao Liu, Siyu Lu, Jiawei Tian, Lirong Yin, Lei Wang, Wenfeng Zheng Dec 2024

Research Overview On Urban Heat Islands Driven By Computational Intelligence, Chao Liu, Siyu Lu, Jiawei Tian, Lirong Yin, Lei Wang, Wenfeng Zheng

Faculty Publications

In recent years, the intensification of the urban heat island (UHI) effect has become a significant concern as urbanization accelerates. This survey comprehensively explores the current status of surface UHI research, emphasizing the role of land use and land cover changes (LULC) in urban environments. We conducted a systematic review of 8260 journal articles from the Web of Science database, employing bibliometric analysis and keyword co-occurrence analysis using CiteSpace to identify research hotspots and trends. Our investigation reveals that vegetation cover and land use types are the two most critical factors influencing UHI intensity. We analyze various computational intelligence techniques, …


Indigenous Ecocinema: Decolonizing Media Environments, Salma Monani Dec 2024

Indigenous Ecocinema: Decolonizing Media Environments, Salma Monani

Gettysburg College Faculty Books

Introducing the concepts of d-ecocinema and d-ecocinema criticism, Monani expands the purview of ecocinema studies and not only brings attention to a thriving Indigenous cinema archive but also argues for a methodological approach that ushers Indigenous intellectual voices front and center in how we theorize this archive. Its case-study focus on Canada, particularly the work emanating from the imagineNATIVE Film + Media Arts Festival in Toronto--a nationally and internationally recognized hub in Indigenous cinema networks--provides insights into pan-Indigenous and Nation-specific contexts of Indigenous ecocinema.

This absorbing text is the first book-length exploration foregrounding the environmental dimensions of cinema made by …


The Disappearing Fishermen, Areli Palomo Contreras Dec 2024

The Disappearing Fishermen, Areli Palomo Contreras

Kroc IPJ Research and Resources

The Disappearing Fishermen is one of a series of ethnographic journalism stories about the violence embedded in the web of power structures shaping our global market system. In the Honduran wetlands of the Central American Gulf of Fonseca, these structures result in multiple forms of harm and damage to artisanal fishing communities. During the eighties and the nineties, the shrimp farming industry that settled in these wetlands was conceived to meet the Global North’s “need” for shrimp. Powerful international institutions including the World Bank and development agencies such as USAID provided loans to private companies, while the Honduran government enabled …


The Role Of Christianity In Shaping Agrarian Policies And Environmental Interactions: A Comparative Analysis Of The Uk And The Netherlands, Grace N. Brimble Dec 2024

The Role Of Christianity In Shaping Agrarian Policies And Environmental Interactions: A Comparative Analysis Of The Uk And The Netherlands, Grace N. Brimble

University Honors Theses

This thesis explores the enduring influence of Protestant Christianity on agrarian practices and environmental policies in the UK and the Netherlands, focusing on how historical religious values shape modern ecological and political landscapes. Despite increasing secularism, Protestant ethics--emphasising stewardship, diligence, and moral responsibility--persist culturally, influencing debates on sustainability, rural identity, and land use. Using case studies such as nitrogen policy protests in the Netherlands and post-Brexit agricultural transitions in the UK, this analysis highlights the symbolic role of Christian values in framing resistance and adaptation to contemporary challenges. The research combines discourse analysis and ethnographic perspectives to uncover the interplay …


Assessing Kulpmont Borough's Greenhouse Gas Inventory, Zane Hensal Dec 2024

Assessing Kulpmont Borough's Greenhouse Gas Inventory, Zane Hensal

Student Project Reports

No abstract provided.


Socio-Ecological Drivers Of Anthropogenic Marine Debris Effects On Coral Reef Communities In The Florida Keys, Usa, Tokea Payton Dec 2024

Socio-Ecological Drivers Of Anthropogenic Marine Debris Effects On Coral Reef Communities In The Florida Keys, Usa, Tokea Payton

All Dissertations

The Florida Keys reef tract has rapidly shifted from a structurally complex, hard coral-dominated reef to a less rugose, soft coral-dominated reef. Persistent anthropogenic stressors facilitate ecological transitions by including recreational and commercial fishing and increased anthropogenic marine debris. These artificial structures are becoming habitats for small marine taxa known as cryptofauna. Cryptofauna are among the most essential yet understudied reef taxa where little is known about their fate considering degrading coral reefs and increasing anthropogenic disturbance. With increased anthropogenic stressors on the marine environment, the SCUBA diving community has initiated extensive marine debris removal efforts to assist in cleaning …


Napa Valley Certified Organic Viticulture Napa Valley Vineyards Go Green: Transitioning To Organic Cultivation, Eric E. Tapia Dec 2024

Napa Valley Certified Organic Viticulture Napa Valley Vineyards Go Green: Transitioning To Organic Cultivation, Eric E. Tapia

Undergraduate Honors Theses

The shift to sustainable agriculture in Napa Valley necessitates certified organic vineyards among wine industry stakeholders to facilitate systemic change. Nonetheless, numerous impediments—such as fiscal constraints, inadequate access to information, and agricultural education—are intended to address these barriers for fostering an environmental stewardship program focused on innovation and sustainability. The methods employed to investigate the transition to organic vineyards include qualitative and quantitative approaches, such as interviews with vintners and data analysis of annual crop yields and the economic impact of certified organic vineyards in Napa Valley. The investigation reveals that vineyard proprietors face significant early challenges, including a steep …


Wine-Rs Or Losers: Assessing Socio-Economic Impacts Of Eu Regulations On Climate-Exacerbated Plant Diseases And Pests Within Northern Italian Viticulture, Kyley N. Fishman Dec 2024

Wine-Rs Or Losers: Assessing Socio-Economic Impacts Of Eu Regulations On Climate-Exacerbated Plant Diseases And Pests Within Northern Italian Viticulture, Kyley N. Fishman

Undergraduate Honors Theses

As climate change furthers weather events and unprecedented hot and wet seasons, European farmers are amongst those challenged by these threats. Balancing sustainable and traditional practices while maintaining socio-economic stability can be difficult, especially under European Union (EU) agricultural regulations. A key area of concern for some agro-regulations is viticulture, or grape growing, which is amongst the most climate-sensitive agricultural sectors. These agro-regulations address multiple goals, including sustainability, exports, and cultural heritage protection. Yet, to what extent EU climate-driven agricultural regulations influence regional wine-growing operations’ socio-economics remains unclear, particularly in managing climate-aggravated pests and plant diseases. My thesis aims to …


Financial Risk In A Changing Climate, Mashuk S. Rahman Dec 2024

Financial Risk In A Changing Climate, Mashuk S. Rahman

LSU New Orleans Theses and Dissertations

Essay 1:

Given the missing-not-at-random (MNAR) nature of carbon emissions figures under the voluntary disclosure regulator environment, this research imputes synthetic emissions figures for both disclosing and non-disclosing publicly traded US firms, using an IV approach adapted for sample bias correction. The forward-observing implied cost of equity capital measure is consistently higher for carbon-intensive firms regardless of disclosure decision. This higher cost found in the large swath of high-emitting firms reduces the net present value of green transition investments, thus fueling existing research on the counterproductive natures of capital allocation in efforts to reduce corporate pollution. Contrary to emerging research, …


“It’S Essential We Learn How To Grow For Ourselves”: The Legacies Of Black Gardening In Racialized Food Systems., Funmi Odumosu Nov 2024

“It’S Essential We Learn How To Grow For Ourselves”: The Legacies Of Black Gardening In Racialized Food Systems., Funmi Odumosu

USF Tampa Graduate Theses and Dissertations

In this thesis, I aim to investigate the impact of food racism on Black communities, with a specific focus on the importance of gardening in combatting food apartheid and fostering holistic connections to nature and community in school-aged children. Inequitable access to major retail supermarkets and unequal distribution of healthy food options are intentionally occurring patterns in the food spaces of predominately Black communities. These food system inequities exacerbate a lack of consumption and potential consequences on the health and well-being of children of color particularly during critical physical and cognitive developmental periods.

Many solutions to these inequities entail implementing …


Spatial Gap-Filling Of Himawari-8 Hourly Aod Products Using Machine Learning With Model-Based Aod And Meteorological Data: A Focus On The Korean Peninsula, Youjeong Youn, Seoyeon Kim, Seung Hee Kim, Yangwon Lee Nov 2024

Spatial Gap-Filling Of Himawari-8 Hourly Aod Products Using Machine Learning With Model-Based Aod And Meteorological Data: A Focus On The Korean Peninsula, Youjeong Youn, Seoyeon Kim, Seung Hee Kim, Yangwon Lee

Institute for ECHO Articles and Research

Given the complex spatiotemporal variability of aerosols, high-frequency satellite observations are essential for accurately mapping their distribution. However, optical remote sensing encounters difficulties in detecting Aerosol Optical Depth (AOD) over cloud-covered regions, creating data gaps that limit comprehensive environmental analysis. This study introduces a spatial gap-filling method for Himawari-8/Advanced Himawari Imager (AHI) hourly AOD data, using a Random Forest (RF) model that integrates meteorological variables and model-based AOD data. Developed and validated over South Korea from 1 January to 31 December 2019, the model effectively improved data coverage from 6% to 100%. The approach demonstrated high performance in blind tests, …


Safeguarding Ecological Knowledge From The Effects Of Climate Change: An Archival Approach, Daena Jean Carrillo Nov 2024

Safeguarding Ecological Knowledge From The Effects Of Climate Change: An Archival Approach, Daena Jean Carrillo

LSU Doctoral Dissertations

Creating resources that facilitate the preservation of community-based archives and ecological knowledge in the Louisiana coastal region is integral to its survival amongst the effects of climate change. Research and records created and stored within the Louisiana coastal region have a higher predisposition to the drastic and pervasive effects of climate change and natural disasters. Modern archivists can insert themselves into the work of climate change action through their advocacy of safeguarding collections that have been created by communities and individuals through raw scientific and observational data and unpublished research. Just as archivists continue to frame their professional work around …


Beyond Direct Education And Facilitation: Revisiting The Role Of Extension In Community & Regional Food Systems Development, Catie M. Demets, Lindsey Day Farnsworth Nov 2024

Beyond Direct Education And Facilitation: Revisiting The Role Of Extension In Community & Regional Food Systems Development, Catie M. Demets, Lindsey Day Farnsworth

Journal of Extension

The fundamental issues that community and regional food systems aim to address are inherently systems problems, yet many Extension programs continue to focus food system development efforts on activities and actors that directly support the food value chain. While important, the impact of these interventions is limited. Drawing from interviews with directors of four of the nation’s leading Community and Regional Food Systems Extension programs, this article makes a case for rethinking Extension’s role in community and regional food systems development in relationship to key leverage points through a typology of Extension roles and corresponding examples.


Using Moss As An Inexpensive Air Pollution Bioindicator For Environmental Equity In Santa Clara Country, California, Tam Dan Tran Nov 2024

Using Moss As An Inexpensive Air Pollution Bioindicator For Environmental Equity In Santa Clara Country, California, Tam Dan Tran

Master's Theses

Toxins pervade urban areas and pose long-term health risks to humans. I examine moss as an affordable bioindicator and assess whether moss monitor results reflect other air quality (AQ) indicators, environmental factors, and social vulnerability. Specifically, I investigate (1) whether moss is an effective atmospheric pollution indicator and (2) whether low-income or high-lead-risk neighborhoods experience greater exposure to air pollution. I set out Hypnum cupressiforme moss for two months of exposure in 28 Santa Clara County locations and then measured chromium, zinc, nickel, and the loss of chlorophyll fluorescence in the moss tissue. I gathered real-time particulate matter (PM2.5) measurements …


Mammal Response To Wildfire In Redwood Forests In Northern California, Kristine Doerr Nov 2024

Mammal Response To Wildfire In Redwood Forests In Northern California, Kristine Doerr

Master's Theses

California has historically experienced recurrent wildfires that have shaped many of the region’s unique ecosystems such as coast redwood (Sequoia sempervirens) forests. Redwood forests, particularly old-growth redwoods, are vital habitats for many wildlife species. Still, these long-living, fire-resistant trees are facing altered fire regimes due to fire suppression and climate change. The 2020 CZU Lightning Complex Fire was a consequence of these changes and significantly altered the landscape of the Santa Cruz Mountain region. This study analyzes mammal recovery after wildfire in high and low fire severity locations of the CZU Fire using two camera trap grids. The high-severity grid …


Exploring Community Adaptation To Public Safety Power Shutoff Events: Findings From Two Case Studies Of Unincorporated Mountain Communities In Southern California, Ramiro M. Brown Nov 2024

Exploring Community Adaptation To Public Safety Power Shutoff Events: Findings From Two Case Studies Of Unincorporated Mountain Communities In Southern California, Ramiro M. Brown

Master's Theses

As aging electrical infrastructure in the US continues to succumb to unyielding weather patterns brought on by climate change, there is an urgency among Investor-Owned Utilities (IOUs) to reduce the likelihood of their equipment sparking a wildfire. Public Safety Power Shutoffs (PSPS) – the intentional de-energization of the electrical grid on high fire weather danger days – have become a staple in IOU Wildfire Mitigation Plans (WMPs) since 2018 as one way to avoid wildfire ignitions via electrical infrastructure. One criticism of PSPS events is that they create their own hazard by cutting off power to thousands – sometimes millions-of …


Win-Win Ecology: Can Mosses Promote Dudleya Germination To Restore California Quarries?, Kate L. Worrell Nov 2024

Win-Win Ecology: Can Mosses Promote Dudleya Germination To Restore California Quarries?, Kate L. Worrell

Master's Theses

Human actions directly damage habitat for native plants; restoration ecology facilitates successful plant re-establishment in these environments. Open-pit mines leave behind steep, rocky, and nutrient-deficient habitats that are some of the most degraded ecosystems on the planet. Dudleya or ‘live-forevers’— a genus of native California succulent plants that contains many rare, threatened, or endangered species — grow on rocky cliffs and may create a successful reclamation-restoration story. However, Dudleya germination is poorly understood. Much of the literature on Dudleya cites a single field report suggesting that bryophytes facilitate germination, but no previous experiments have evaluated this proposal. In this study, …


The Impacts Of Recreational Infrastructure On Mammal Use Of Riparian Zones In Northern California Regional Parks, Emily A. Matthews Nov 2024

The Impacts Of Recreational Infrastructure On Mammal Use Of Riparian Zones In Northern California Regional Parks, Emily A. Matthews

Master's Theses

Public lands have been important for the protection of riparian habitats; however, many public lands are also used for recreation, which can reduce mammal habitat use. Understanding how mammals are affected by recreation in riparian areas can help guide management decisions. The goal of this research is to understand the effect of recreation on mammal use of riparian habitats in two popular East Bay Regional Parks, Charles Lee Tilden and Wildcat Canyon, and to map the extent of that impact. Cameras were deployed in the riparian areas of a high, moderate, and low development site (Alvarado, Tilden, and Wildcat Canyon) …


A Trailside Study Of A Coast Redwood Forest Understory Specis, Trillium Ovatum, In The Santa Cruz Mountains, Mary Yan Nov 2024

A Trailside Study Of A Coast Redwood Forest Understory Specis, Trillium Ovatum, In The Santa Cruz Mountains, Mary Yan

Master's Theses

To fully understand one of the world’s greatest terrestrial carbon sinks, the coast redwood forest, a co-occurring species may be the key to unique and accessible opportunities to collectively monitor the health of this important habitat. I investigated the relationship between hiking trails and Trillium ovatum within the redwood forests of three California State Parks. Utilizing quadrats across 115 one-meter plots and 58 10-meter transects, T. ovatum occurrence and abundance were recorded and analyzed with factors including proximity to trails, distance from streams, elevation, slope, canopy cover, duff depth, co-occurring understory species, and tree species dominance. Results indicated a higher …


An Assessment Of Anthropogenic Injuries On White Sharks (Carcharodon Carcharias) In Central California, Kaitlyn Yee Nov 2024

An Assessment Of Anthropogenic Injuries On White Sharks (Carcharodon Carcharias) In Central California, Kaitlyn Yee

Master's Theses

As human activities increasingly impact marine ecosystems, understanding the effects of anthropogenic activity on white sharks is important for their continued conservation. Human-induced injuries are observed in many shark species. Such injuries have been found to have physiological and ecological impacts. Four sites in Central California off the coasts of Aptos, Año Nuevo Island, Southeast Farallon Island, and Point Reyes are all known areas of white shark aggregation with varying levels of human use and protection. Utilizing a vast video database, this study evaluated the effects of natural and non-natural anthropogenic shark injury types across all locations, age classes, and …