Volume 13 | Issue 3 |

 Abstract

Artificial Intelligence (AI) is increasingly becoming integral to corporate decision-making, influencing strategies, risk assessments, and compliance management. However, as AI technologies evolve, they bring forth significant legal and ethical challenges that need to be addressed. This paper examines the key ethical dilemmas and legal complexities surrounding AI-driven decision-making within corporate environments. Issues such as algorithmic bias, lack of transparency, accountability gaps, and the potential for discrimination in hiring, lending, and resource allocation are explored in depth. Furthermore, the paper emphasizes the need for a specific legal framework to regulate AI applications in India, considering the limitations of existing laws like the Information Technology Act, 2000. Comparative analysis with AI regulations in the EU, USA, and China highlights lessons that India can draw from these global practices. It also proposes key areas for new AI legislation in India, including AI ethics and fairness, liability and risk allocation, data governance, and AI-driven audits. The paper suggests the establishment of an independent AI regulatory body to monitor corporate AI practices and enforce ethical standards. Additionally, it advocates for mandatory AI impact assessments, ethical AI certifications, and the development of sector-specific regulations to safeguard consumer rights and maintain fairness in AI decision-making. The findings underscore the importance of a balanced approach that fosters AI innovation while ensuring legal accountability and ethical responsibility. The paper concludes by stressing the urgency for India to create a regulatory framework to harness AI's potential while mitigating its risks.

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 Keywords

Artificial Intelligence, Corporate Decision-Making, Legal Challenges, Ethical Issues, AI Legislation, Algorithmic Bias, Transparency, Accountability, AI Ethics, India, Regulatory Framework, Data Governance, Liability.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Electroencephalogram (EEG) headset technology is transforming how humans interact with machines by enabling brain-computer interfaces (BCI). EEG headsets detect electrical signals from the brain and translate them into commands that control devices such as computers, games, and assistive tools. This hands-free control mechanism has opened up new possibilities in healthcare, gaming, and accessibility for individuals with disabilities. Initially developed for medical diagnostics, EEG headsets have now expanded into portable, wireless devices used in everyday life. Companies like Emotiv, NeuroSky, and Open BCI have developed consumer-friendly headsets that integrate seamlessly with virtual reality, education, and smart home control. This report explores the components, working principles, applications, and future potential of EEG headset technology, highlighting its growing role in revolutionizing human-computer interaction.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

EEG (Electroencephalogram), EEG Headset Technology, Brain-Computer Interface (BCI), Neural Signals, Machine Learning, Signal Processing, Neurofeedback Therapy, Wireless EEG Headsets, Medical Diagnostics, Gaming and Virtual Reality (VR), Healthcare Applications, Cognitive Training, Artificial Intelligence (AI), Smart Home Automation, Accessibility & Assistive Technology, Epilepsy Detection, Neuroscience, Dry Electrodes, Wearable EEG Devices, Neural Prosthetics, Mental State Classification, Da

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

As India is densely populated country, there is a need of centralized and secure application which can be useful to track the infants and also their vaccination schedule. In most of developing countries vaccination tracking is done manually by using paper which is very tedious and also information of vaccination may go missing. This project aims to develop an application which will register personal information of infant/parent. This information will get stored in database and fingerprint in block-chain. To check schedule or to monitor status of vaccine fingerprint will be inserted on device. The main aim of the project is to track vaccination status of infant using fingerprint. This application will also notify about the upcoming vaccine schedule as a reminder to parents, reducing chance of any infant not being vaccinated. This project will help to reduce disadvantage of existing system where we used paper-based approach. To develop this project, we will be using fingerprint device and to store fingerprint we will be using blockchain which will store info using SHA256 encryption. Thus, the project reviewed will be helpful for parents, medical institutes, government bodies. This innovation will guarantee the monitoring of vaccination progress and that no infant is left who is not vaccinated.

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 Keywords

SHA256, Blockchain, Biometric, fingerprint, vaccination, encryption

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

India's varied road towards economic progress and constitutional compatibility is closely linked to its future vision, which is best summed up in the ambitious plan known as Vikshith Bharat, or Vision 2047. By the time India celebrates its 100th anniversary of independence, this goal is to make the country a developed one. India's constitution, a living instrument that upholds the rule of law, defends fundamental rights, and promotes inclusive progress, is a key factor in determining the direction of the country. This essay explores the relationship between economic policies and constitutional principles, demonstrating how upholding constitutional norms can promote just and sustainable economic growth. Examining the many facets of constitutional compatibility, the study concentrates on economic reforms, social justice, and governance. It emphasises how crucial it is to have a strong legal system that upholds individual liberties and democratic ideals while promoting economic endeavours. The study also looks at how important constitutional modifications and judicial interpretations affect development and economic policy. A strategic plan for attaining rapid economic growth, technical improvements, and enhanced living standards for all residents is outlined in Vision 2047. This vision emphasises the necessity of investments in infrastructure, healthcare, education, and other areas in addition to structural reforms in a number of other sectors, including as agriculture, industry, and services. The role of good governance, transparency, and accountability is emphasised as the paper analyses the institutional and regulatory adjustments and initiatives that are required to realise this vision. The paper offers an analysis of current and past economic policies in the context of the Indian constitution, offering insights into the opportunities and problems that the country may face in the future. It makes the case that attaining long-term development objectives and making sure that progress benefits all facets of society depend on matching economic tactics with constitutional aspirations. The study ends with policymakers receiving advice on how to improve constitutional compatibility and encourage sustainable economic development leading up until 2047.

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 Keywords

Keywords : Constitutional compatibility , economic development , India ,Vikshith bharath , vision 2047

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Creative Commons Attribution 4.0 and The Open Definition

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This study examines the literature on technostress, which is related to the extensive use of technology in modern life. As digital tools enhance productivity and communication, they also create challenges. This research identifies publication trends, influential articles, and emerging themes in technostress literature through bibliometric analysis of Scopus data. Findings show significant growth in research from 2013 to 2024, reflecting concerns about individuals' well-being. The paper highlights the need for effective prevention strategies and recommends future research to address technostress's impacts on individual and organizational health.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Technostress, Techno anxiety, Digital tools, Bibliometric Analysis

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The rise of digital learning has paved the way for interactive platforms that facilitate knowledge acquisition in an engaging and structured manner. The Stacked-ML Interactive Platform is designed to provide a comprehensive learning experience for individuals looking to enhance their skills in Machine Learning (ML) and programming. By leveraging a problem-based learning approach, the platform offers daily challenges, real-time code execution, and personalized progress tracking. This study examines the core features of the platform, including problem categorization, an integrated Python code editor, and user engagement strategies. Additionally, we discuss the technical implementation, key challenges, and potential enhancements that can further optimize the user experience. The Stacked-ML Interactive Platform serves as an innovative tool for learners of varying expertise levels, ensuring continuous skill development through practical application and interactive problem-solving.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Machine Learning, Programming, Interactive Learning, Problem-Based Learning, Code Execution, Educational Platform, Online Learning, Python, User Engagement

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Cancer is a complex disease characterized by uncontrolled cell proliferation, often driven by genetic and epigenetic alterations that disrupt normal cell cycle regulation. Among the key players in cell cycle progression, cyclin-dependent kinase 4 (CDK4) plays a pivotal role in facilitating the transition from the G1 phase to the S phase by phosphorylating the retinoblastoma (RB) protein. Overactivity of CDK4, whether due to genetic mutations, amplification, or dysregulated signaling pathways, has been implicated in the pathogenesis of various malignancies, including breast cancer, melanoma, glioblastoma, and sarcomas. CDK4 inhibitors, such as Palbociclib, Abemaciclib, and Ribociclib, have emerged as promising therapeutic agents that exert dual anti-cancer effects: they induce cell cycle arrest and promote apoptotic cell death. These inhibitors prevent RB phosphorylation, thereby maintaining its tumor suppressor activity and restricting E2F-dependent transcription. In addition to their role in cell cycle inhibition, growing evidence suggests that CDK4 inhibitors enhance apoptotic signaling by modulating key pathways involving p53 activation, Bcl-2 family proteins, and caspase cascades. This review comprehensively explores the molecular mechanisms through which CDK4 inhibitors regulate apoptotic pathways, their therapeutic potential in cancer treatment, ongoing clinical applications, and the future prospects of CDK4-targeted therapies in overcoming resistance and improving patient outcomes.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

CDK 4, Cancer, Apoptosis, Necroptosis, Cell Death

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The surge of fake reviews on e-commerce platforms threatens consumer trust and skews purchasing behavior. Traditional detection methods often fail against evolving deceptive strategies. This study introduces a hybrid CNN-GAN model for fake review detection, where CNNs extract linguistic and semantic features, while GANs generate synthetic fake reviews to enhance model robustness. The adversarial training process refines both the generator, which mimics genuine reviews, and the discriminator, which differentiates real from fake ones. Experiments on real-world e-commerce datasets demonstrate improved accuracy and resilience against adversarial manipulation, providing a scalable solution to enhance online review authenticity.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Fake review detection, E-commerce, CNN, GAN, Adversarial learning, Fraud detection, Online trust.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Licence: creative commons attribution 4.0

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Digital competency, ICT, Educational Resource, Digital Platforms, Digital Skill

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Creative Commons Attribution 4.0 and The Open Definition

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Indian storytelling has a deep-rooted tradition that spans oral narratives, religious epics, and folklore. With the emergence of graphic novels, this storytelling tradition has evolved to incorporate new themes and artistic styles. This paper explores the evolution of Indian graphic narratives, tracing their journey from traditional folk and mythological stories, as seen in Amar Chitra Katha, to socio-political critiques in works like River of Stories and Delhi Calm, and finally to futuristic cyberpunk themes in MI47 and Taaramandal. The study highlights how graphic novels have become a platform for reflecting India's socio-political climate, technological anxieties, and changing cultural identity. The transition from mythology to cyberpunk illustrates the adaptability of Indian storytelling, ensuring its relevance in an increasingly digital and globalized world.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Indian graphic novels, Amar Chitra Katha, mythology, cyberpunk, socio-political themes, visual storytelling, futuristic narratives

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Creative Commons Attribution 4.0 and The Open Definition