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                <text>This study introduces SALF (Secure Academic Ledger Framework), a technically innovative blockchain-based system engineered to overcome persistent challenges in academic credential management, including latency bottlenecks, governance opacity, and integration inflexibility. SALF pioneers a hybrid on-chain/off-chain architecture optimized for low-latency operations while preserving blockchain immutability, and it employs a role-based smart contract suite tailored to institutional hierarchies. Unlike prior frameworks, SALF integrates a degree-based incentive mechanism that quantifies data quality metricslegibility, correctness, and non-redundancyto ensure equitable institutional participation and discourage centralization. Built upon a Proof of Authority (PoA) consensus model, SALF achieves high performance under load, maintaining a throughput of over 30 transactions per second (TPS) and P95 latency below 300 milliseconds. RESTful APIs ensure real-time interoperability with existing systems such as ERPs and academic dashboards. Compared to benchmark systems like EduCert-Chain and EduCopyRight-Chain, the proposed framework achieves a 41.3% reduction in latency and maintains stable throughput under high-load conditions, even as other systems exhibit significant degradation or integration constraints. These distinctive technical contributions position SALF as a scalable, governance-aware, and future-ready infrastructure for decentralized academic credentialing across heterogeneous institutions.  2025, Interdisciplinary Publishing Academia. All rights reserved.</text>
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                <text>Haque M., Centre for Online Learning, Dr. D. Y. Patil Vidyapeeth, Pune (Deemed to be University), Pune, India; Paralkar T.A., Symbiosis Centre for Management Studies, Symbiosis International (Deemed University), Nagpur Campus, India; Rajguru S., Department of Management, IIMT, Greater Noida, India; Goyal A.A., School of Commerce &amp;amp; Management, GH Raisoni University, Saikheda, India; Patil T., Department of Management, Sanjivani University, Maharashtra, India; Upreti K., Department of Computer Science, CHRIST (Deemed to be University), Delhi NCR, Ghaziabad, India</text>
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                <text>Employee attrition is a problem for most organizations as it affects morale, productivity, and business continuity. In addressing this, the study made use of machine learning techniques such as Clear AI, Random Forest, and logistic regression in designing a prediction model to predict who is the next to leave within an organization. The HR data relating to demographics, performance metrics, job roles, and conditions of work was sourced from publicly available website Kaggle.com for the study. Data preprocessing included scaling, outlier detection, and balancing the dataset using SMOTE. Multiple machine learning models were trained and evaluated by checking on accuracy, F1-score, and the ROC-AUC curve. The best model that was tested was Random Forest, which gave an accuracy of 85.71%. Additional insights from feature importance highlighted the significant effect of overtime, marital status, and stock options on attrition. Among the remaining key drivers are workload, work-life balance, and financial incentives. These findings suggest the need for focused HR strategies, such as reduction of overtime, mentorship programs, and career development opportunities, to reduce attrition rates and improve employee satisfaction. This study provides a robust methodology in predicting attrition and delivers actionable insights into designing interventions that improve workforce stability and organizational efficiency.  2025, Iquz Galaxy Publisher. All rights reserved.</text>
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                <text>Big Data is a field that provides a wide range of ways for analyzing and retrieving data as well as hidden patterns of complex and large data collections. As cybercrime and the danger of data theft increase, there is a greater demand for a more robust algorithm for cyber security. Big Data concepts and monitoring are extremely useful in discovering patterns of illegal activity on the internet and informing the appropriate authorities. This chapter investigates privacy and security in the context of Big Data, proposing a paradigm for Big Data privacy and security. It also investigates a classification of Big Data-driven privacy and security of each algorithm. In this section, we first define Big Data in the contexts of police, criminology, and criminal psychology. The chapter will look at how it might be used to analyze concerns that these paradigms confront carefully. We provide a conceptual approach for assisting criminal investigations, as well as a variety of application situations in which Big Data may bring fresh insights into detecting facts regarding illegal incidents. Finally, this chapter will explore the implications, limits, and effects of Big Data monitoring in cybercrime investigations.  2024 selection and editorial matter, S. Vijayalakshmi, P. Durgadevi, Lija Jacob, Balamurugan Balusamy, and Parma Nand; individual chapters, the contributors.</text>
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                <text>Computer vision is not just a concept of deep learning; it has wide applications such as motion recognition, object recognition, video indexing, video media understanding, and recognition-based intelligence. -However, vision-based systems are a challenging field for research and accurate results. Recent areas of interest are human action recognition or human hands gesture recognition techniques using video data set, still, an image data set, spatiotemporal methods, features in RGB, deep learning methods. Hand action recognition has applications such as communication systems to shorten the bridge gap for people with speech disabilities by using a vision-based system to recognize hand sign language and convert it to text, forming structured sentences which will be easy to understand and communicate.  2023 IEEE.</text>
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                <text>Microplastics (MPs), a prevalent pollution in food, water, and ecosystems around the world, have become a serious environmental and health concern. The traditional detection and classification techniques are labor-intensive by nature and do not support extensive, large-scale monitoring. The main emphasis of this study is to generate a novel image dataset via a simple extraction method that will be useful for classification applications in high-consumption edible food by integrating with the deep-learning model. This study compares the efficacy of several Deep learning (DL) architectures, including MobileNetV2, ResNet101V2, ResNet50V2, InceptionV3, EfficientNetB0, and a baseline Convolutional Neural Network (CNN) in classification into three groups: threads, beads, and fragments. The best performance was recorded by MobileNetV2, ResNet101V2, and ResNet50 V2, all with 98 percent test accuracy and weighted F1-scores of 0.986 and 0.983, respectively, which is a strong and consistent MPs classification. The outcome indicates that the DL models, especially ResNet101V2 and MobileNetV2, outperform the baseline CNN in terms of classification accuracy (98%). The present study provides strong, scalable opportunities for Artificial Intelligence (AI) based solutions for the assessment and reduction of MPs contamination globally in edible food.  The Author(s) 2026.</text>
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                <text>Proceedings - 2025 International Conference on Transformative Computing Technologies, ICTCT 2025;pp.358-365</text>
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                <text>Haresh S.M., Christ (Deemed to be) University, Department of Computer Science, Bangalore, India; Chalissery B.J., Christ (Deemed to be) University, Department of Computer Science, Bangalore, India; Newbegin M., Christ (Deemed to be) University, Department of Computer Science, Bangalore, India</text>
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                <text>Global health reports constantly list heart disease as a major threat to human health. With the help of reliable information and early detection methods the disease's impact can be reduced. The study suggests an RCX(Random Forest, CatBoost, XGBoost) Ensemble machine learning method to figure out how likely a person is to get heart disease. Data for the system came through the UCI Repository containing records that were from Cleveland,Switzerland,Veterans Affairs(VA),Hungarian and statlog medical centers. As the raw datasets were not usable for performing operations, Data was put through preprocessing stages-which had involved removing missing values,making all labels uniform(standardizing them) and employing the SMOTE Technique for artificially creating new minority samples to balance the dataset. To explore an effective approach possible,models including Logistic Regression, Naive Bayes, Ran- dom Forest,CatBoost and gradient boosting(XGBoost) were trained and tested on the datasets. Using the Recursive Feature Elimination (RFE) method 8 out of 14 relevant features were selected. The models were improved through hyperparameter tuning and Among all models used the best results had come from a soft voting ensemble that combined Random Forest, CatBoost and XGBoost. The RCX ensemble model which was developed, has been shown to give accuracy and ROC AUC results of 91.18% and 96.21% respectively, showing stronger results compared to individual models. Metrics and Indicators like accuracy, precision, recall, F1-Score and the ROC AUC were used for comparing performance during testing periods. The data was visualized by using Python libraries such as matplotlib and seaborn for confusion matrices, heatmaps,and bar graphs for better understanding of the data at a glance.  2025 IEEE.</text>
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                <text>Hari Krishnan B., Christ University, Dept. of Statistics and Data Science, Bengaluru, India; Kumar D.V., Christ University, Dept. of Statistics and Data Science, Bengaluru, India; Kavitha R., Christ University, Dept. of Statistics and Data Science, Bengaluru, India</text>
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                <text>Portfolio optimization in dynamic financial markets presents a significant challenge for traditional models. This paper introduces an advanced deep reinforcement learning framework for portfolio management based on an enhanced Asynchronous Advantage Actor-Critic (A3C) algorithm. This paper integrate's a Long Short-Term Memory layer and a multi-head attention mechanism into the actor-critic architecture to more effectively capture temporal dependencies and feature importance within financial time-series data. The model's novelty lies in its enriched state representation, which includes a comprehensive set of technical indicators, inter-asset correlation matrices, and market regime analysis. Furthermore, we employ a sophisticated riskadjusted reward function, incorporating penalties for drawdown and volatility alongside a bonus based on the Sortino ratio. The agent was trained and tested in a simulated environment using historical daily price data from five major S&amp;amp;P 500 stocks. Experimental results demonstrate that our agent successfully learns a robust and adaptive allocation strategy, significantly outperforming an equal-weight benchmark in terms of overall return, Sharpe ratio, and maximum drawdown. This study underscores the potential of sophisticated DRL architectures to navigate complex market dynamics and optimize for riskadjusted performance.  2025 IEEE.</text>
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                <text>Artificial intelligence; Automation; Bigdata analytics; Cloud computing; COVID-19; Customer; Cybersecurity; Digital manufacturing; Global economy; Government; Industry4.0; Internet of things; Manufacturers; Pandemic; Retailers; Robots; Supply chain; Sustainable manufacturing; Technologies; Virtualization</text>
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                <text>The emerging development in industrial technology for automation and data sharing is known as Industry 4.0. It incorporates the Internet of Things, Cyber-physical systems, and Cloud computing, all of which contribute to the development of a "smart factory". Customers, distributors, vendors, and stakeholders in the supply chain would be capable of connecting and can exchange data easily through Industry 4.0. The COVID-19 pandemic is quickly spreading and posing a threat to people all over the world. Employment and activities in all markets have been disrupted, putting economies all over the world in serious jeopardy. To combat the pandemic, retailers will benefit from Industry 4.0 because it will help to mitigate the impact of identified risks. I4.0 executives were focused on gaining a competitive edge, rising efficiency, lowering prices, and, ensuring profitability as their primary aim was to enhance the productivity of business during the time before the COVID-19 crisis. Our Government has imposed new behavioral trends including social distancing, isolation and, lockdown. The Government needs additional financial resources to combat pandemics as a result of these actions, there has been a global economic slowdown. This chapter enlightens the significance and technologies of Industry 4.0, showing how those technologies and applications help in attaining a better society. It also explains how Industry 4.0 helps in accomplishing sustainable manufacturing and the management tactics it used to boost the company's efficiency, as well as the effects of COVID-19.  2023 Bentham Science Publishers. All rights reserved.</text>
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                <text>Hari Priya N.; Rajeswari S.; Gunavathi R.</text>
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                <text>The Role of AI, IoT, and Blockchain in Mitigating the Impact of COVID-19, pp. 168-198.</text>
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                <text>Hari Priya N., Sree Saraswathi Thyagaraja College, Pollachi, Tamil Nadu, India; Rajeswari S., Sree Saraswathi Thyagaraja College, Pollachi, Tamil Nadu, India; Gunavathi R., Department of Data Science, CHRIST (Deemed to be University), Pune Lavasa Campus - The Hub of Analytics, Maharashtra, 412112, India</text>
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                <text>The two ideas of the rationality of terrorist organisations and the costly leader game are used in this paper to construct a game theoretic model. It is an addition to the literature on terrorism and leader-follower games, in which the government and a terrorist organisation are the two players. Terrorist group can be rational or irrational. In case it is rational, it does the cost-benefit analysis and is open to negotiation. Only in this case, the government chooses to not spend on counter-terrorist measures. The irrational group has lexicographic preferences, which means that it prefers a successful attack to attract attention and recruits at the beginning or finish of its operation. Consequently, it is assumed that the irrational group will always attack. the irrational terrorist organisation has the option of either choosing not to mimic the rational group or choosing to do so at a psychological cost. Although the irrational group dislikes imitation. It seeks to duplicate the rational group so that the government withdraws and cuts back on spending on counter-terrorism. A costly leader model is set up in the paper, where the government can incur a cost to gather information about the type of terrorist group. In this framework, the paper provides policy prescriptions concerning counter-terrorist measures that the government should take in case the type of terrorist group being rational or irrational is unknown and it highlights the importance of intelligence.  2024 Walter de Gruyter GmbH. All rights reserved.</text>
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                <text>Peace Economics, Peace Science and Public Policy, Vol-30, No. 1, pp. 27-53.</text>
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                <text>Harichandan A., Centre for International Trade and Development, School of International Studies, Jawaharlal Nehru University, New Delhi, 110067, India, Christ (Deemed to be University), Delhi NCR Campus, Ghaziabad, 201003, India</text>
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                <text>Internationalization of Higher Education: Strategic, Structural and Policy Dimensions in Business Education;pp.45-65</text>
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                <text>Haridasan A., Christ (Deemed to Be University), Bangalore, India; Sankar M., St Alberts College, Kochi, India; Benedict J., St Alberts College, Kochi, India; Ramachandran P., Princess Alexandra Hospital, Brisbane, QLD, Australia</text>
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                <text>Purpose/Objective To understand the stakeholders perspective of different methods by which internationalization of education has been happening in India. Design/Methodology/Approach A qualitative research approach based on the interview method is adopted, along with a review of historical data on the growth of different formats. Findings India needs to regain its lost glory from the pre-independence era as a global education hub by working on all three formats of internationalization of higher education: encouraging student exchange programs, enabling Indian Universities to expand overseas, and welcoming foreign institutions to set up campuses in India. Originality This research will be the first of its kind to present themes emerging from student interviews and opinions about the three formats of internalization of higher education in India. This research contributes to the ongoing transformation of India's higher education landscape, aligning it with global standards and aspirations.  2025 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.</text>
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                <text>Foreign universities; Internalization of Higher education in India; NEP2020; Student exchange</text>
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                <text>Perception of Climate Finance: An Empirical Approach</text>
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                <text>Climate Change; Climate Finance; Climate Resilience; Public Perception; Sustainability</text>
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                <text>Climate finance is an alternative financing source in which private and public at domestic and global levels invest their funds to support mitigation of and adapt to present and upcoming climate change. It is an enormous challenge since it is incredibly susceptible to climate impact. The main challenge lies in identifying risks of climate change, appropriate response measures, and prioritizing them to control climate change. The paper aims to determine the perception of climate finance among the public while assessing India's current situation concerning climate change. A well-structured questionnaire was prepared, and data were collected from 253 respondents in Chennai city from December 2020 to February 2021 using a convenience sampling method. A chi-square tool was used to examine the association between the demographic profiles of the respondents and the respondents' perception of climate change-related activities. Type of family, age, and number of family members are significantly associated with most statements connected to the perception of climate finance. The majority of the respondents had insufficient knowledge about climate change policies. Forty-two per cent of the respondents believed that the investment made in climate finance is used effectively for sustainable development. It explores the present scenario of climate finance in India during the Covid 19 pandemic period. The study results will be helpful to the social investment companies, and the regulators frame suitable strategic policies.  2022 by authors, all rights reserved.</text>
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                <text>Hariharan R.; Arumugam S.K.; Seranmadevi R.</text>
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                <text>Environment and Ecology Research, Vol-10, No. 2, pp. 284-293.</text>
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                <text>Horizon Research Publishing</text>
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                <text>All Open Access; Gold Open Access</text>
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                <text>Hariharan R., Department of Commerce, St. Joseph's College (Autonomous), Karnataka, Bangalore, 560027, India; Arumugam S.K., Department of Professional Studies, Central Campus, Christ University, Karnataka, Bangalore, 560029, India; Seranmadevi R., Department of Professional Studies, Central Campus, Christ University, Karnataka, Bangalore, 560029, India</text>
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                <text>Hariharan R., School of Business and Management, CHRSIT (Deemed to be University), Yeshwanthpur Campus, Bangalore, India; Vedapradha R., Department of Commerce, Mount Carmel College, Autonomous, Bangalore, India; Praveenraj D.D.W., School of Business and Management, CHRSIT (Deemed to be University), Yeshwanthpur Campus, Bangalore, India; Ashok J., School of Business and Management, CHRSIT (Deemed to be University), Yeshwanthpur Campus, Bangalore, India</text>
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                <text>AI-powered systems; blockchain; data management; healthcare; IoT; machine learning; smart cities; smart technology; urban efficiency; wireless sensor networks</text>
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                <text>Hariharasudhan S., Prince Shri Venkateshwara Padmavathy Engineering College, Department of Information Technology, India; Subasree S., Nehru Institute of Engineering and Technology, Department of Computer Science and Engineering, Tamil Nadu, T.M. Palayam, India; Bhuvaneswari M., Karpagam Academy of Higher Education, Department of Biomedical Engineering, TN, Coimbatore, India; Victor M., Christ University, School of Business and Management, Bangalore, India; Kumar R., Ies University, Department of Mech Engg, Ies Institute of Technology and Management, M.P., Bhopal, 462044, India; Kumar K.S., Vel Tech Rangarajan Dr. Sagunthala R D Inst. of Science and Technology (Deemed to Be University), Chennai, Tamil Nadu, Avadi, India</text>
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                <text>The number of initial public offerings (IPOs) made in the Indian financial services sector between 2021-2024 has increased, due to heightened investor activity. Although the volume of IPO issues has increased, there is limited research on their short-term performance, particularly in the context of industry-specific analysis. This paper will evaluate the performance of IPOs that issue financial services companies in India during the listing period of 20 days using the event study methodology. The daily returns of IPOs and the index (NIFTY 50) are taken to compute market-adjusted short-run performance (MASRP), wealth relative (WR), abnormal returns (AR), and cumulative abnormal returns (CAR). The regression analysis shows that only oversubscription can have a significant effect on the revenue of an IPO in terms of returns. This research has added value by using sector-specific evidence, which may be useful to investors, issuers, and regulators when evaluating short-run IPO efficiencies.  2026 by IGI Global Scientific Publishing. All rights reserved.</text>
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                <text>ISBN: 979-833735049-3; 979-833735047-9;</text>
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                <text>Harilal, Calvin Carl; Lephalala, Matshidiso; Shahbaaz, Mohd; Gupta, Anjali; Kanchi, Suvardhan; Uwaya, Gloria Ebube; Bisetty, Krishna</text>
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                <text>Leveraging QSPR-guided ZIF selection for MWCNTs/ZIF-8 platforms for electrochemical immunosensing of lactoferrin</text>
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                <text>Journal of Electroanalytical Chemistry;Volume;1014;Issue;;Article No.;120173;</text>
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                <text>&lt;a href="https://doi.org/10.1016/j.jelechem.2026.120173" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1016/j.jelechem.2026.120173&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105037063819?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105037063819?origin=resultslist&lt;/a&gt;</text>
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                <text>Harilal C.C., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, P. O Box 1334, Durban, 4000, South Africa; Lephalala M., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, P. O Box 1334, Durban, 4000, South Africa; Shahbaaz M., Institute of Inorganic Chemistry, RWTH Aachen University, Landoltweg 1A, Aachen, 52074, Germany; Gupta A., Department of Chemistry and Sustainability, School of Basic Sciences, Galgotias University, Uttar Pradesh, Greater Noida, 201306, India; Kanchi S., Department of Chemistry, CHRIST University, Bengaluru, 560029, India, Centre for Renewable Energy and Environmental Sustainability, CHRIST University, Bengaluru, 560 029, India; Uwaya G.E., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, P. O Box 1334, Durban, 4000, South Africa; Bisetty K., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, P. O Box 1334, Durban, 4000, South Africa</text>
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                <text>This study presents a data-driven workflow integrating quantitative structureproperty relationship (QSPR) modelling with Monte Carlo (MC) adsorption simulations to guide zeolitic imidazolate framework (ZIF) selection for lactoferrin (LF) immunosensing.MC simulations calculated adsorption energies (Eads) of LF across 27 ZIFs, represented using MOFid/MOFkey-encoded SMILES notation, enabling construction of a predictive QSPR model (top-performing model: PLS, R2=0.891, Q2=0.888). The model successfully ranked ZIFs according to predicted LF affinity, with ZIF-8 emerging as the optimal candidate based on computational predictions, structural robustness, and synthetic accessibility. Following computational validation through molecular docking, ZIF-8 was integrated with multiwalled carbon nanotubes (MWCNTs) on a glassy carbon electrode (GCE), enabling noncovalent immobilization of anti-LF antibodies. Electrochemical measurements performed using square-wave voltammetry (SWV) with a ferri/ferrocyanide [Fe(CN)6] 3?/4- redox probe demonstrated a linear response over 1060ng/mL LF (R2=0.994), a limit of detection (LOD) of 4.78ng/mL, and recoveries of 95105% in spiked milk samples with reproducibility ?8% RSD (n=3). Shelf-life studies showed 74% signal retention after four weeks of storage at 4C. Electrochemical analysis revealed a synergistic enhancement of charge transfer (Rct) in the MWCNTs/ZIF-8 composite (0.572k? vs. 12.79k? for bare GCE). This work demonstrates a transferable, computationally driven framework for screening framework materials in MOF/ZIF-based biosensors, bridging predictive materials design with experimental device fabrication for broad applications in clinical diagnostics and food quality monitoring.  2026 Published by Elsevier B.V.</text>
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            <name>Subject</name>
            <description>The topic of the resource</description>
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              <elementText elementTextId="207901">
                <text>Electrochemical immunosensor; Lactoferrin; QSPR; Zeolitic imidazolate frameworks</text>
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                <text>Elsevier B.V.</text>
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                <text>ISSN: 15726657; CODEN: JECHE</text>
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              <elementText elementTextId="207906">
                <text>Restricted Access; Hardcopy may be available in the library</text>
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              <elementText elementTextId="217887">
                <text>Harilal, Calvin Carl; Uwaya, Gloria Ebube; Kanchi, Suvardhan; Bisetty, Krishna</text>
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                <text>Engineered MOF-199 Modified Electrodes for Enhanced Electrochemical Immunosensing of Lactoferrin via Signal Amplification</text>
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                <text>01-01-2025</text>
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              <elementText elementTextId="217890">
                <text>Journal of the Electrochemical Society;Volume;172;Issue;12;Article No.;126503;</text>
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                <text>&lt;a href="https://doi.org/10.1149/1945-7111/ae2bac" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1149/1945-7111/ae2bac&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105033935861?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105033935861?origin=resultslist&lt;/a&gt;</text>
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                <text>Harilal C.C., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, Durban, 4000, South Africa; Uwaya G.E., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, Durban, 4000, South Africa; Kanchi S., Department of Chemistry, Bengaluru, 560029, India, Centre for Renewable Energy and Environmental Sustainability, CHRIST University, Bengaluru, 560 029, India; Bisetty K., Department of Chemistry, Faculty of Applied Sciences, Durban University of Technology, Durban, 4000, South Africa</text>
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                <text>The detection of lactoferrin (LF), an essential immunological and nutritional biomarker, demands highly sensitive analytical platforms for low-level detection. In this study, a label-free electrochemical immunosensing platform was constructed by immobilizing anti-lactoferrin antibodies (Anti-LF-Ab) on a multiwalled carbon nanotube and a metalorganic framework (MWCNT/MOF-199) nanocomposite-modified glassy carbon electrode (GCE). The synergy between MWCNTs and MOF-199 provided abundant active sites for antibody immobilization and enhanced electron transfer, yielding an eightfold current increase compared to bare GCE. Electrochemical analyses confirmed efficient charge transfer and stable antibody binding. Under optimized conditions, the immunosensor exhibited exceptional analytical performance with a low detection limit of 5.24 ng ml?1 and a quantification limit of 17.46 ng ml?1 across a wide detection range of 050 ng ml?1. The platform demonstrated strong analytical reliability, including excellent repeatability (RSD &amp;lt; 5%), reproducibility and operational stability over multiple measurement cycles for LF detection in food diagnostics. In addition, Monte Carlo simulations confirmed the stability of the layer-by-layer assembly, supporting the robustness of the engineered sensing interface.  2025 The Author(s). Published on behalf of The Electrochemical Society by IOP Publishing Limited.</text>
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                <text>electrochemical immunosensor; lactoferrin; metal-organic frameworks</text>
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                <text>Institute of Physics</text>
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              <elementText elementTextId="217899">
                <text>All Open Access; Hybrid Gold Open Access</text>
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