A Secure Open-Source Intelligence Framework For Cyberbullying Investigation

Cyberbullying has become a pervasive issue based on the rise of cell phones and internet usage affecting individuals worldwide. This paper proposes an open-source intelligence pipeline using data from Twitter to track keywords relevant to cyberbullying in social media to build dashboards for law enforcement agents. We discuss the prevalence of cyberbullying on social media, factors that compel individuals to indulge in cyberbullying, and the legal implications of cyberbullying in different countries also highlight the lack of direction, resources, training, and support that law enforcement officers face in investigating cyberbullying cases. The proposed interventions for cyberbullying involve collective efforts from various stakeholders, including parents, law enforcement, social media platforms, educational institutions, educators, and researchers. Our research provides a framework for cyberbullying and provides a comprehensive view of the digital landscape for investigators to track and identify cyberbullies, their tactics, and patterns. An OSINT dashboard with real-time monitoring empowers law enforcement to swiftly take action, protect victims, and make significant strides toward creating a safer online environment.Comment: 8 pages, 5 figure, under revie

Land Use Intensification Effects on Soil C Dynamics in Subtropical Grazing Land Ecosystems

The impacts of land intensification on carbon (C) responses are important components of soil organic carbon (SOC) management. Grazing land intensification typically involves the use of highly productive plant species that can support greater grazing pressure, removal of higher proportions of site biomass and nutrients during mechanical harvest or grazing, and increased use of fertilizers, particularly N. Current improved grazing land management strategies are aimed at increasing above-ground biomass yield, with less regard for below-ground C dynamics. Because intensive management affects above- and below-ground C inputs (Schuman et al. 1999; Liu et al. 2011a,b), it can therefore have important implications on the amount and characteristics of SOC stored in grazing lands (Franzluebbers and Stuedemann, 2003; Dubeux et al. 2006; Silveira et al. 2013). The objective of this study was to investigate the long-term impacts of converting native rangeland ecosystems into intensively managed systems on SOC dynamics in subtropical ecosystems

AI on the Road: A Comprehensive Analysis of Traffic Accidents and Accident Detection System in Smart Cities

Accident detection and traffic analysis is a critical component of smart city and autonomous transportation systems that can reduce accident frequency, severity and improve overall traffic management. This paper presents a comprehensive analysis of traffic accidents in different regions across the United States using data from the National Highway Traffic Safety Administration (NHTSA) Crash Report Sampling System (CRSS). To address the challenges of accident detection and traffic analysis, this paper proposes a framework that uses traffic surveillance cameras and action recognition systems to detect and respond to traffic accidents spontaneously. Integrating the proposed framework with emergency services will harness the power of traffic cameras and machine learning algorithms to create an efficient solution for responding to traffic accidents and reducing human errors. Advanced intelligence technologies, such as the proposed accident detection systems in smart cities, will improve traffic management and traffic accident severity. Overall, this study provides valuable insights into traffic accidents in the US and presents a practical solution to enhance the safety and efficiency of transportation systems.Comment: 8,

Negotiating the intellectual property protocol under the agreement establishing the African continental free trade area : priorities and opportunities for Nigeria

EarlyMarch 2021, following its ratification of the Agreement Establishing the African Continental Free Trade Area (AfCFTA agreement), Nigeria’s National Office of Trade launched a consultative process into issues constituting the country’s priorities as it prepares to participate in the negotiation of the AfCFTA agreement’s protocol on intellectual property rights (IPRs). We contributed a position paper to that process, with a focus on key policy considerations that should form Nigeria’s negotiation priorities on IPRs. This article describes some of the most important points of our submission and concludes by stressing that the broad policy focus should be to champion initiatives that promote Nigeria’s national interest and, at the same time, recognize and accommodate the ideals of inclusiveness, openness, and collaboration within the context of the AfCFTA. In this regard, the paper recommends that Nigeria should prioritize negotiations in recognition of her strongest economic assets in copyright-related sectors and focus on institutional capacity-building for its patent and technology transfer offices so that Nigeria can effectively take advantage of the relevant Trade-Related Aspects of Intellectual Property Rights flexibilities locally. Nigeria can learn from South Africa in domesticating the appropriate legal framework for benefit sharing and the general protection of traditional knowledge and genetic resources. The Swakopmund Protocol on the Protection of Traditional Knowledge and Expressions of Folklore 2010, the Arusha Protocol for the Protection of New Varieties of Plants 2015, and the African Union model law for the protection of the rights of local communities, farmers, breeders, and for the regulation of access to biological resources offer relevant guidance.This article is adapted from the Position Paper submitted at the request of the Nigerian Office for Trade Negotiations (NOTN) on 29 March 2021.https://www.degruyter.com/journal/key/ldr/html?lang=enam2022Procedural LawProcedural La

A Comprehensive Analytical Review on Cybercrime in West Africa

Cybercrime is a growing concern in West Africa due to the increasing use of technology and internet penetration in the region. Legal frameworks are essential for guiding the control of cybercrime. However, the implementation proves challenging for law enforcement agencies due to the absence of a dedicated and effective regional institutional follow-up mechanism. This study conducted a systematic literature review focusing on West Africa's prevalence of cybercrime, governing policies, regulations, and methodologies for combating cybercrime. West-Africa countries face significant cybercrime challenges, exacerbated by inadequate resources and a dearth of security experts. This study pinpoints potential cybercrime prevention strategies, such as leveraging the Triage framework and broadening research to cover pivotal areas like cyber aggression and cyberbullying. Our research findings highlight the urgency for policymakers and law enforcement agencies to devise more efficient prevention strategies and policies. Overall, this study provides invaluable insights into the state of cybercrime in West Africa to guide the formulation of potent prevention and intervention strategies