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                <text>Das, Ditipriya; Kizhumayil, Lakshmi Sanil; Baldi, Disha Deepak; Rawlin, Rajveer S.</text>
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                <text>Impacts of Climate Risk and Energy Consumption on Financial Markets: Commodity and Sovereign Shocks in Resource Nations</text>
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                <text>Impacts of Climate Risk and Energy Consumption on Financial Markets;pp.49-70</text>
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                <text>Das D., Christ University, India; Kizhumayil L.S., Christ University, India; Baldi D.D., Christ University, India; Rawlin R.S., Christ University, India</text>
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                <text>In this paper, we combined both academic and professional lenses to assess the impact of commodity price shocks and geopolitical uncertainty on sovereign country default risk, fiscal capacity, and financial instability in Commodity Exporting Countries. It uses an interdisciplinary framework with emphasis in international finance, political economy, risk management, and public policy to examines how external shocks, such as geopolitical uncertainty, reinforce sovereign risk and reduce fiscal sustainability. The chapter utilizes a PRISMA-based systematic review of the literature which draws from multiple databases to identify channels through which geopolitical uncertainty leads to price and volatility shocks, increased debt spreads, and reduced fiscal space. By bringing together supports from the disciplines of economics, finance and governance, the chapter calls attention to structural vulnerabilities to export-based economies, as well as policy reforms that reflect adaptive public policy practices.  2026 by IGI Global Scientific Publishing.</text>
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                <text>Brand protection in Indias digital economy: trademarks vs. competition regulation</text>
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                <text>International Journal of Intellectual Property Management;Volume;15;Issue;6;pp.598-622</text>
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                <text>Das I., School of Law (KSOL), Kalinga Institute of Industrial Technology, Bhubaneswar, 751024, India; Nath A., Damodaram Sanjivayya National Law University (DSNLU), Visakhapatnam, 531035, India; Ghosh A., Christ Deemed to be University, Christ University, Road, 30 Valor Court, Dasve Lavasa, Mulshi, Maharashtra, Pune, 412112, India; Mhanna A., School of Law (KSOL), Kalinga Institute of Industrial Technology, Bhubaneswar, 751024, India</text>
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                <text>The digital economy in India has significantly impacted brand protection, with the need for robust trademark protection intensifying to combat issues like counterfeiting, cybersquatting, and unauthorised use. Competition regulation aims to ensure fair market practices, prevent monopolistic behaviour, and foster innovation. This study examines the legislative and judicial framework governing trademarks in India, highlighting key provisions under the Trade Marks Act, of 1999, and their application in the digital context. It also assesses the role of the Competition Commission of India (CCI) in addressing anti-competitive practices. The study identifies tensions and synergies between trademark protection and competition regulation, examining how digital platforms, e-commerce, and social media influence these legal domains. Comparing the study with jurisdictions like the EU and the USA, the paper proposes a balanced approach that harmonises trademark enforcement with competition law principles to ensure brand protection efforts do not stifle competition and innovation in Indias burgeoning digital economy. Recommendations include policy reforms, enhanced cooperation between regulatory bodies, and the adoption of technology-driven solutions to safeguard brands while promoting a competitive and fair digital marketplace. Copyright  2025 Inderscience Enterprises Ltd.</text>
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                <text>brand protection; competition law; competition regulation; digital marketplaces; e-commerce; Indian digital economy; intellectual property rights; IPR; trademarks</text>
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                <text>ISSN: 14789647;</text>
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                <text>The Legal and Ethical Guiding Principle of Artificial Intelligence in Smart Healthcare Systems</text>
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                <text>Studies in Computational Intelligence;Volume;1224;pp.523-542</text>
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                <text>Das I., School of Law, KIIT University, Bhubaneswar, India; Nath A., Damodaram Sanjivayya National Law University, Visakhapatnam, India; Mhanna A., School of Law, KIIT University, Bhubaneswar, India; Ghosh A., School of Law, Christ University, Pune, India; Hewameealla S., Department of Legal Studies, The Open University of Sri Lanka, Nugegoda, Nawala, Sri Lanka</text>
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                <text>The relationship between life and technology has been a constant theme throughout history, with healthcare being a significant industry that has seen considerable advancements. The Digital Revolution in the health sector is increasing reliance on emerging technology, including Artificial Intelligence (AI). This chapter explores the advancement of technology in healthcare and its link with Intellectual Property Management. It traces the evolution of AI in healthcare and explores the legal and ethical issues surrounding its implementation in smart healthcare systems. The authors assess existing regulatory frameworks and suggest recommendations for integrating AI into healthcare while adhering to ethical standards and legal limitations. They also discuss the process of creative destruction leading to accelerated innovation, particularly in the rapid ramping up of digital health capabilities. The chapter also addresses significant legal and ethical problems in AI-powered healthcare, such as patient privacy, data security, liability, and algorithmic prejudice. The authors propose guidelines for policymakers, healthcare providers, and AI developers to create AI applications that comply with legal standards and uphold ethical principles, promoting trust and safety in smart healthcare systems.  The Author(s), under exclusive license to Springer Nature Switzerland AG 2026.</text>
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                <text>AI-driven healthcare; Algorithmic bias; Data security; Ethical standards; Legal guidelines; Patient privacy; Regulatory frameworks; Smart healthcare systems</text>
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                <text>Springer Science and Business Media Deutschland GmbH</text>
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                <text>ISSN: 1860949X;</text>
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                <text>Das, Kaushik Pratim; Chandra, J.; Medhi, Partha Pratim</text>
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                <text>Signal-aware deep learningbased respiratory motion prediction for lung tumor management</text>
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                <text>Frontiers in Oncology;Volume;16;Issue;;Article No.;1735140;</text>
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                <text>Das K.P., Department of Computer Science, School of Sciences, Christ University, Karnataka, Bangalore, India; Chandra J., Department of Computer Science, School of Sciences, Christ University, Karnataka, Bangalore, India; Medhi P.P., Department of Radiation Oncology, All India Institute of Medical Sciences, Assam, Guwahati, India</text>
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                <text>Introduction: Respiratory motion management in radiotherapy for lung cancer patients remains a significant challenge, as it directly affects accurate tumor targeting. Furthermore, unaccounted tumor motion during treatment planning and delivery can lead to imaging artifacts and biased dose distributions, which compromises the accuracy of image-guided radiotherapy. This issue places clinicians in a dilemma between expanding treatment margins, which increases radiation exposure to healthy tissue or risking reduced targeting precision. Methods: In this work, a hybrid deep learning model composed of dilated convolutional layers, bidirectional long-short term memory layers, and a generative autoencoder module is proposed to jointly model the spatial and temporal characteristics of respiratory motion, while enabling reconstruction of the physiologically coherent respiratory signals. Each architectural component learns complementary motion-related patterns from respiratory signals to support tumor motion prediction. The model performs motion-range classification, captures abnormal breathing patterns across spatial and temporal domains, reconstructs physiologically coherent respiratory cycles, and predicts tumor motion within an algorithmic validation framework. Results: Experimental evaluation demonstrates high motion-range classification performance of 98.37%, including low root-mean square error in motion prediction, while maintaining stable performance across long and complex respiratory signals over multiple breathing cycles. Discussion: This study focuses on algorithmic feasibility and establishes a computational foundation for future clinically calibrated and dosimetrically validated models. The findings indicate that the proposed approach can support future motion-aware radiotherapy planning strategies by improving motion characterization at the algorithmic level. Copyright  2026 Das, J. and Medhi.</text>
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                <text>Das R., NISER, OCC of HBNI, Bhubaneswar, India; Mohanty S., Christ University, Bangalore, India; Joshi R.B., The Cyprus Institute, Nicosia, Cyprus; Mishra S., NISER, OCC of HBNI, Bhubaneswar, India</text>
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                <text>Class imbalance is a pervasive issue in many realworld datasets, particularly in graph-structured data, where certain classes are significantly underrepresented. This imbalance can severely impact the performance of Graph Neural Networks (GNNs), leading to biased learning or over-fitting. The existing oversampling techniques often overlook the intrinsic properties of graphs, such as Label Informativeness (LI), which measures the amount of information a neighbor's label provides about a node's label. To address this, we propose Label Informativenessbased Minority Oversampling (LIMO), a novel algorithm that strategically oversamples minority class nodes by augmenting edges to maximize LI. This technique generates a balanced, synthetic graph that enhances GNN performance without significantly increasing data volume. Our theoretical analysis shows that the effectiveness of GNNs is directly proportional to label informativeness, with mutual information as a mediator. Additionally, we provide insights into how variations in the number of inter-class edges influence the LI by analyzing its derivative. Experimental results on various homophilous and heterophilous benchmark datasets demonstrate the effectiveness of LIMO in improving the performance of node classification for different imbalance ratios, with particularly significant improvements observed in heterophilous graph datasets. Our code is available at https://github.com/smlab-niser/limo.   2025 IEEE.</text>
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                <text>The impact of AI and agile HR on talent acquisition and onboarding in the service industry</text>
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                <text>AI and Innovation in HRM: The Future of Strategic HR in the Service Economy;pp.394-416</text>
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                <text>Das R.C., Christ University, India; Basavaraj S., Christ University, India; Thankachan J., Christ University, India; Thaliyan D., Christ University, India</text>
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                <text>The high speed and competition levels in the service sector make it imperative to have a workforce that is capable of responding to rapid change. This research studies the synergistic impact of the utilization of Artificial Intelligence and Agile Human Resources in the service sector in enhancing the talent acquisition and onboarding process. Transforming the present study into a quest to see how these two transformative forces interact in the quest for identifying their potential for increasing efficiency and effectiveness, along with the employee experience. It investigates how AI can contribute to Agile HR in order to make talent acquisition easier. This involves using AI-based tools in talent sourcing, candidate screening, and assessment, and automating other routine tasks in order to set HR free for more strategic activities. The study also investigates the application of AI in personalizing onboarding, improving employee engagement, and accelerating time-to-productivity. Best practices and challenges are identified by analyzing case studies of service organizations that successfully put both AI and Agile HR into practice. This paper covers the ethical issues associated with AI and the requirement for human judgment in the process of talent acquisition and onboarding. Ultimately, the chapter will contribute to an understanding of how AI and Agile HR can combine in order to build a competitive advantage for service organizations. This will involve the optimization of talent acquisition and onboarding in a manner that enables the building of high-performing teams in order to deliver better customer satisfaction and drive business growth.  2026 Pushan Kumar Dutta, Amarnath Padhi, Sulagna Das, Vinod Kr Sharma and Poshan Yu. All rights reserved.</text>
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When the issue of forecasting time series is mentioned, the reader, listener, or observer instantly considers forecasting stock prices. This should help individuals determine when to sell and when to purchase more. On occasion, we encounter resources that explain how this is possible. Throughout Deep Learning with Python, Chollet cautions against using time series prediction algorithms to estimate market values. You should not attempt to predict how the stock market will behave in the future based on past performance. Due to the design of the martingale system, the present price of a share of stock is the most accurate indicator of its future price (in terms of the error associated with estimation).</text>
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Credit Card Fraud Detection Using Python and Machine Learning Abstract: As we are heading towards the digital world cyber security is becoming an essential element of our life. When we talk about security in digital life then the major challenge is to discover the anomalous activities. When we make any transaction while purchasing any product online a big proportion of consumers choose credit cards. The credit limit in credit cards often helps us to making purchases even if we don’t have the funds at that time. But, on the other hand, these features are utilised by cyber attackers.</text>
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                <text>The miniaturization of devices alongside advances in thermal management technologies necessitates the generalization of heat conduction and thermal elastic coupling to faithfully represent material responses at ultrashort temporal scales. Motivated by viscoelastic mechanical analogies, this work develops an analytical framework for investigating vibrational behavior in an orthotropic, size-dependent piezo-thermoelastic substrate featuring voids, modeled within the Modified LordShulman (MLS) thermoelasticity theory augmented by fractional derivatives. Employing the KleinGordon nonlocal elasticity formulation, the governing equations of motion are rigorously derived. The normal mode method facilitates the examination of coupled thermoelectro-mechanical excitation phenomena. Emphasis is placed on a corrugated interface contiguous to a vacuum, where comprehensive boundary conditions encompassing thermal, electrical, mechanical, and stress equilibria are imposed to determine fundamental field variables. The study systematically evaluates the influence of pivotal parameters, including temporal evolution, nonlocality characteristics, and spatial coordinates, on the thermomechanical and electrical responses, with outcomes substantiated through detailed graphical representations. Although previous investigations have addressed vibrations in porous piezo-thermoelastic media under varying theoretical constructs, the current research uniquely elucidates the dynamic response of a size-dependent porous piezo-thermoelastic medium with a corrugated surface within the fractional-order modified LordShulman framework, marking a significant advancement in the modeling of smart microstructured materials.  The Author(s), under exclusive licence to Springer Nature B.V. 2026.</text>
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                <text>Das S., School of Physical Sciences, Amrita Vishwa Vidyapeetham, Mysuru campus, Karnataka, India; Sur A., Department of Mathematics, Sister Nivedita University, Chakpachuria, India; Gupta V., Department of Mathematics, Gurugram University, Gurugram, India; Dutta R., Amrita School of Computing, Amrita Vishwa Vidyapeetham, Mysuru campus, Karnataka, India; Singhal A., Department of Mathematics, Christ University, Bangalore, India; Kumar P., Centre for Nondestructive Evaluation, Iowa State University, Ames, IA, United States</text>
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                <text>This study explores the intricate coupled hydro-thermo-electromechanical behavior of a size-dependent porous piezoelectric medium. We uniquely employ the memory-dependent MooreGibsonThompson (MGT) framework for heat conduction in conjunction with Eringens nonlocal elasticity theory to analyze the effects of time-delay and nonlocality on various physical fields. Novel constitutive relations are developed to capture these combined influences. Analytical solutions for displacements, temperatures (solid and fluid phases), stresses (normal and shear), and electric displacements and potentials are obtained using normal mode technique. A detailed graphical analysis illustrates the impact of time, nonlocality, and porosity under both open and short circuit electrical boundary conditions. Three-dimensional plots confirm the dispersive, diffusive, and memory-dependent behavior. The main findings reveal that nonlocality significantly smooths field gradients and broadens spatial profiles, while memory-dependent thermal conduction results in wave-like and delayed temperature responses, with the solid phase reacting faster than the fluid. Furthermore, electric potentials and displacements are considerably enhanced under open-circuit conditions, highlighting boundary effect sensitivity. It is also observed that increasing porosity consistently decreases the magnitudes of all fields and restricts their penetration depths, indicating a structural softening effect. This work presents a unique analytical model that integrates memory-dependent MGT theory with nonlocal elasticity to analyze the hydro-thermo-electromechanical behavior of a fluid-saturated porous piezoelectric medium. The theoretical framework provides a robust foundation for advancing the design and development of piezoelectric sensors and actuators operating in coupled hydro-thermo-electromechanical environments, particularly those with porous structures. Potential applications span geophysical monitoring, biomedical implants under complex loadings, and MEMS where size-dependent and relaxation effects are significant.  2025 Taylor &amp;amp; Francis Group, LLC.</text>
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                <text>Das S., Basic Science and Humanities Department, University of Engineering and Management, University Area, Plot, Street Number 03, Action Area III, B/5, Newtown, West Bengal, Kolkata, 700160, India; Sengupta D., Department of Virology, ICMRNational Institute for Research in Bacterial Infections (ICMR-NIRBI), West Bengal, Kolkata, 700010, India; Molahalli V., Centre for Nano-materials and Displays, B.M.S. College of Engineering, Basavanagudi, Bengaluru, 560019, India, Department of Physics, B.M.S. College of Engineering, Basavanagudi, Bengaluru, 560019, India; Roy P., Department of Pharmaceutics, GITAM School of Pharmacy, GITAM (Deemed to be University), Visakhapatnam, 530045, India; Hegde G., Centre for Advanced Research and Development, Christ University, Bhavani Nagar, Bengaluru, 560029, India, Department of Chemistry, Christ University, Bhavani Nagar, Bengaluru, 560029, India</text>
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                <text>The current work shows how catalyst-free carbon nanospheres (CNS) can be produced utilizing straightforward one-step pyrolysis methods employing biowaste Caesalpinia sappan pods as a carbon precursor. The manufactured CNS with a particle size range of 4050 nm that is obtained show a porous nature and contain more than 87% carbon. The synthesized CNS are used as potential antibacterial agents against E. coli and S. aureus by microscopic analysis. By observing the distorted cell envelopes of both E. coli and S. aureus compared with those of untreated cells, it is well understood that CNS, by binding to the outer envelope of cells, renders some changes in the peptidoglycan layer of both Gram-positive and Gram-negative microbes, which in turn restricts their further growth. This study confirms the first report of use of CNS as an effective antibacterial agent.  2025 Wiley-VCH GmbH.</text>
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                <text>Das T., Christ University, India</text>
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                <text>This chapter traverse how artificial intelligence is transforming hate speech detection by facilitating real-time detection and response. It focuses on the technical aspects of using machine learning. Natural language processing and deep learning models to identify and mark spiteful content. This chapter also discusses the advantages, obstacles, and ethical considerations associated with using AI to moderate online speech. The ultimate objective is to provide insights into how AI is changing the landscape of content moderation on platforms around the world.  2025, IGI Global Scientific Publishing. All rights reserved.</text>
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          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="18544">
                <text>Intellectual Property India</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="18545">
                <text>2022-05-22</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="18546">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="18547">
                <text>Patent</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
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</itemContainer>
