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                <text>Taming the HiPPO (Highest Paid Person's Opinion) with agile metrics and value management</text>
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                <text>If the organisation's ecosystem has an excess of HiPPOs, data, measured analytics, and other realtime information that minimises uncertainty can help them mitigate the consequences. They disregard the wisdom of the crowd, overlook the front-line staff's abilities, and risk disengaging the workforce. This research advocates agile metrics and value management to tame the HiPPO. The authors posit to reign in opinions with metrics. The corporate enlightenment brought about a revolutionary idea over three centuries ago: to elevate science and knowledge above magical thought and mysticism. When the authors convert this into modern terms, they are referring to data-driven management, analytics, and hypothesis validation. In fact, the idea of applying science in the form of true evidence, confirmed data, etc. to production processes underlies much of the industrial revolution.  2023, IGI Global. All rights reserved.</text>
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                <text>Gupta C.</text>
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                <text>Measuring the Effectiveness of Organizational Development Strategies During Unprecedented Times, pp. 268-280.</text>
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                <text>&lt;a href="https://doi.org/10.4018/978-1-6684-8392-3.ch013" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.4018/978-1-6684-8392-3.ch013&lt;/a&gt;
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                <text>ISBN: 978-166848394-7; 978-166848392-3</text>
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                <text>Gupta C., School of Commerce, CHRIST University, India</text>
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                <text>Taming theComplexity ofDistributed Lag Models: A Practical Approach toMulticollinearity, Outliers, andAuto-Correlation inFinance</text>
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                <text>Auto-correlated errors; Distributed lag model; Mean-Squared error; Multicollinearity; Outliers</text>
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                <text>This research investigates the application of robust estimators within the finite distributed lag model (DLM), a critical framework in finance research capturing temporal dependencies between lagged explanatory variables and a response variable. Traditional Ordinary Least Squares (OLS) estimation faces challenges when dealing with high lag counts, multicollinearity, and outliers, potentially compromising parameter estimates and model reliability. Employing real-world data from the RBI, spanning the years 20222023 encompassing budgetary and economic variables of Indian states and Union Territories, the study demonstrates that the MMS estimator emerges as the most efficient estimator, showcasing enhanced robustness against outliers and multicollinearity. Additionally, the study reveals positive autocorrelation in residuals, underscoring the importance of robust methods in addressing such issues in financial modeling. This research contributes valuable insights to financial analysts and offers a more accurate understanding of dynamic relationships in financial systems.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.</text>
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                <text>Saha S.; Joshi H.</text>
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                <text>Lecture Notes in Networks and Systems, Vol-922 LNNS, pp. 237-245.</text>
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                <text>Springer Science and Business Media Deutschland GmbH</text>
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                <text>&lt;a href="https://doi.org/10.1007/978-981-97-0975-5_21" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1007/978-981-97-0975-5_21&lt;/a&gt;
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                <text>ISSN: 23673370; ISBN: 978-981970974-8</text>
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                <text>Saha S., Department of Statistics and Data Science, Christ (Deemed to be University), Bengaluru, India; Joshi H., Department of Statistics and Data Science, Christ (Deemed to be University), Bengaluru, India</text>
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                <text>Jayalakshmi, M.; Devasia, J.; Nizam, A.; Vasantha, V.L.; Krishna, S.B.N.; Adam, J.K.; Dateer, R.B.</text>
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                <text>Tandem Neat Synthesis of Substituted Pyrano[3,2-c]chromen-5-ones: Unraveling the Camphor-10-sulfonic Acid Catalysis</text>
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                <text>Russian Journal of Organic Chemistry;Volume;61;Issue;1;pp.147-156</text>
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                <text>Jayalakshmi M., Department of Chemistry, CHRIST (Deemed to be University), Karnataka, Bangalore, 5600229, India; Devasia J., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, 560029, India; Nizam A., Department of Chemistry, CHRIST (Deemed to be University), Karnataka, Bangalore, 5600229, India; Vasantha V.L., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, 560029, India; Krishna S.B.N., Department of Biomedical and Clinical Technology, Durban University of Technology, Durban, 4000, South Africa; Adam J.K., Department of Biomedical and Clinical Technology, Durban University of Technology, Durban, 4000, South Africa; Dateer R.B., Centre for Nano and Material Sciences, Jain University, Jain Global Campus, Karnataka, Ramanagaram, 562112, India</text>
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                <text>Abstract: Camphor-10-sulfonic acid (CSA) is valued for its wide range of solubility, user friendliness, cost effectiveness, and catalytic activity. This work presents a catalytic approach using a minimal amount of CSA to promote a one-pot reaction between aromatic aldehydes, acetophenones, and 4-hydroxycoumarin. This tandem neat strategy delivers the desired 2,4-diarylpyrano[3,2-c]chromen-5-one derivatives in excellent yields (6592%). The product identity was confirmed by 1H and 13C NMR and LCMS characterization. The scalability of the method is demonstrated by achieving consistent yields in gram-scale reactions, highlighting its potential for industrial applications. Mechanistic insights were gained through controlled experiments, providing a valuable understanding of the role of CSA in catalyzing the formation of the target compounds.  Pleiades Publishing, Ltd. 2025.</text>
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                <text>camphor-10-sulfonic acid; neat synthesis; one pot synthesis; organocatalysis; pyrano[3,2-c]chromen-5-ones</text>
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                <text>ISSN: 10704280; CODEN: RJOCE</text>
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                <text>Tangent Search Long Short Term Memory with Aadaptive Reinforcement Transient Learning based Extractive and Abstractive Document Summarization</text>
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                <text>Feature Selection; Improved Reinforcement Learning; Knowledge Graph; Optimization Technique; ROUGE Scores; Summarization</text>
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                <text>Text summarization is the process of creating a shorter version of a longer text document while retaining its most important information. There have been a number of methods proposed for text summarization, but the existing method does not provide better results and has a problem with sequence classification. To overcome these limitations, a tangent search long short term memory with adaptive reinforcement transient learning-based extractive and abstractive document summarization is proposed in this manuscript. In abstractive phase, the features of the extractive summary are extracted and then the optimal features are selected by Adaptive Flamingo Optimization (AFO). With these optimal features, the abstractive summary is generated. The proposed method is implemented in python. For extractive text summarization, the proposed method attains 42.11% ROUGE-1 Score, 23.55% ROUGE-2 score and 41.05% ROUGE-L score using Gigaword. Additionally, 57.13% ROUGE-1 Score, 28.35% ROUGE-2 score and 52.85% ROUGE-L score using DUC-2004 dataset. For abstractive text summarization the proposed method attains 47.05% ROUGE-1 Score, 22.02% ROUGE-2 score and 48.96% ROUGE-L score using Gigaword. Also, 35.13% ROUGE-1 Score, 20.35% ROUGE-2 score and 35.25% ROUGE-L score using DUC-2004 dataset. 2023, Modern Education and Computer Science Press. All rights reserved.</text>
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                <text>Baranidharan S., School of Business and Management, CHRIST University, Bengaluru, India; Bhat S.R., College of Banking and Financial Studies, Muscat, Oman; Devesh S., School of Business and Management, CHRIST University, Bengaluru, India; Warrier G.S., Department of Computer Science, CHRIST University, Bengaluru, India</text>
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                <text>This chapter investigates the intersection of NLP, AI, and IoMT in healthcare, as the former two will unlock the medical jargon to create accessible communication, while the latter enables real-time monitoring and decentralized clinical trials, thus providing predictive insights into personalized care plans. A systematic literature search was carried out using keywords in important academic databases that include PubMed, Scopus, and Google Scholar from 2022 to 2024. Shadows lurk amidst this optimism. Security and privacy concerns pertaining to IoMT data loom large. Decentralized trials are clouded by ethical concerns and regulatory hurdles. The specter of inequality threatens to increase the digital divide. To bridge this gap, a multipronged approach is crucial. Secure, privacy-preserving NLP and AI algorithms are the foundation. Robust IoMT infrastructure with blockchain-based security and interoperability standards is the framework. Clear, ethical frameworks for decentralized trials are the guiding threads. Ultimately, inclusivity is key. Bridging the digital divide and empowering patients and healthcare workers alike will ensure this future benefits all.  2026 selection and editorial matter, Balakrishnan C, Jayapriya J, Vinay M, Sanjeev Kumar Singh, Nadarajah Manivannan individual chapters, the contributors.</text>
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                <text>Thakur R., Department of Oncology Science, University of Oklahoma Health Sciences Center, Oklahoma City, OK, United States, Department of Life Sciences, Christ University, Bengaluru, India; Kumari N., Biomedical Sciences Department, Creighton University School of Medicine, Omaha, NE, United States</text>
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                <text>Cancer cells undergo profound metabolic reprogramming to meet the high demands of unchecked proliferation within the nutrient-limited tumor microenvironment (TME). While fundamental metabolic pathways are conserved, cancer cells exhibit distinct metabolic fluxes and substrate preferences, meticulously dictated by genetic, epigenetic, and microenvironmental cues that reshape enzyme and transporter profiles. This metabolic rewiring sculpts the TME, fostering both competition and cooperation, often favoring tumor-promoting stromal components (cancer-associated fibroblasts, M2 tumor-associated macrophages), and hinders antitumor immunity. Targeting aberrant cancer metabolism and originating interactions in TME presents a promising therapeutic avenue. However, the inherent metabolic heterogeneity across malignancies necessitates personalized combination therapies and continued research to efficiently target this key cancer hallmark.  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>Task-based Autoethnographic Pedagogical Approach: a phenomenological inquiry into online learning of Critical Food Studies courses</text>
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                <text>The disengaging experiences reported in the online mode of learning have resulted in considerable deliberations highlighting the need for pedagogical innovations. Therefore, it is crucial to rethink these ideas and develop pedagogical approaches that accommodate a dynamic understanding of learning spaces and meet the demands of the teachinglearning environment of the contemporary period. This study discusses the various steps through which the task-based autoethnographic pedagogical approach (TAPA) was implemented in an undergraduate-level Critical Food Studies course and proposes it as an effective approach to administering certain courses by enabling active learning in the online mode. The study captures learners perceptions of meaningful online learning experiences by using an interpretative phenomenological approach, mapping the aspects that contribute to a sense of rekindled interest and involvement in the course. Some of the dominant patterns that emerge from this phenomenological study are (1) appreciation towards praxis-based online learning, (2) recognition of lived space as a ripe site for inquiry and learning, (3) a heightened sense of engagement with lived contexts, and identity discourses, (4) learners negotiations with TAPA, and (5) learner as an active agent and curator of knowledge. Thus, while situating TAPA as an effective pedagogical approach for online learning and Critical Food Studies curriculum, it is also posited as an approach that initiates negotiation with the epistemic hierarchies within academia.  Education Research Institute, Seoul National University 2022.</text>
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                <text>Vijayaraghavan A.P.; Chattaraj D.</text>
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                <text>Asia Pacific Education Review, Vol-25, No. 1, pp. 143-158.</text>
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                <text>Vijayaraghavan A.P., Department of English and Cultural Studies, Christ University, Bangalore, India; Chattaraj D., Department of English and Cultural Studies, Christ University, Bangalore, India</text>
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                <text>Taste of your Hometown: Evoking Nostalgia through the Diner Space in Midnight Diner</text>
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                <text>Food; Japanese Manga; Memory; Midnight Diner; Nostalgia; Space</text>
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                <text>Restaurant spaces are seen as a space that intersects between the personal and the cultural. This paper looks at a Japanese TV series, Midnight Diner, an adaptation of a Manga by Yaro Abe, where a tiny, not-so-popular restaurant in one of the back lanes in Tokyo serves food from midnight to 7 a.m. This show makes several meaningful connections between food, memory, and space as the customers come with specific food cravings, and the Master (the owner-chef of the Diner) is happy to customize. The diner space transcends the traditional meaning of a diner that not only serves food to satiate hunger but is an experience that evokes nostalgia for their home and their loved ones. The wistfulness in the lives of the customers for their home, people, and home-cooked food finds a release in the diner. The space of the diner acquires different meanings, as do the dishes the customer relishes. Thus, the paper explores the diner space as a symbolic space where each episode introduces a new character, a new story, and the past they deal with while the food is prepared and consumed on screen. The taste, smell, texture, and ingredients of the food in this diner stimulate the senses, and this space acquires emotional meaning for everyone stepping in.  2023, University of Malaya. All rights reserved.</text>
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                <text>Gupta G.; Chattaraj D.</text>
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                <text>SARE, Vol-60, No. 2, pp. 92-107.</text>
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                <text>All Open Access; Gold Open Access</text>
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                <text>Gupta G., Christ University Bangalore, India; Chattaraj D., Christ University Bangalore, India</text>
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          <element elementId="50">
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                <text>Tattooing and the Tattoo Number of Graphs</text>
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            <description>The topic of the resource</description>
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              <elementText elementTextId="124671">
                <text>colour-brushes; friendship graph; J 9-graphs; Joost graph; primary colour; tattoo number; Tattooing of graphs</text>
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                <text>Consider a network D of pipes which have to be cleaned using some cleaning agents, called brushes, assigned to some vertices. The minimum number of brushes required for cleaning the network D is called its brush number. The tattooing of a simple connected directed graph D is a particular type of the cleaning in which an arc are coloured by the colour of the colour-brush transiting it and the tattoo number of D is a corresponding derivative of brush numbers in it. Tattooing along an out-arc of a vertex v may proceed if a minimum set of colour-brushes is allocated (primary colours) or combined with those which have arrived (including colour blends) together with mutation of permissible new colour blends, has cardinality greater than or equal to dG+v.  2020 World Scientific Publishing Company.</text>
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                <text>Kok J.; Naduvath S.</text>
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                <text>Journal of Interconnection Networks, Vol-20, No. 2</text>
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                <text>&lt;a href="https://doi.org/10.1142/S0219265920500061" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1142/S0219265920500061&lt;/a&gt;
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              <elementText elementTextId="124678">
                <text>All Open Access; Green Open Access</text>
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                <text>ISSN: 2192659</text>
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                <text>Kok J., Department of Mathematics, CHRIST (Deemed to Be University), Bangalore, 560029, India; Naduvath S., Department of Mathematics, CHRIST (Deemed to Be University), Bangalore, 560029, India</text>
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                <text>Aggarwal A., Department of Psychology, CHRIST (Deemed to be University) Delhi NCR, Uttar Pradesh, Ghaziabad, India; Nagpal K., Department of Psychology, CHRIST (Deemed to be University) Delhi NCR, Uttar Pradesh, Ghaziabad, India; Bhatia B., Department of Psychology, CHRIST (Deemed to be University) Delhi NCR, Uttar Pradesh, Ghaziabad, India; Shukla R., Department of Psychology, CHRIST (Deemed to be University) Delhi NCR, Uttar Pradesh, Ghaziabad, India</text>
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                <text>The present study is an exploratory research, conducted among young adults to explore how they derive meaning and self-identity with the help of tattoos. The research paradigm guiding this study is constructivism because there are multiple realities, and the meanings are constructed by the individuals participating in this study and the researcher. Personal construct theory guides the present study. This theory provides the means to achieve the aim of understanding how individuals construct and reflect personal identity through their own tattoos. Earlier studies of tattoos have focused on the social and cultural meanings of tattoos. However, the current study takes a different perspective, investigating the meanings of tattoos for individuals who wear them and how their tattoos reflect their personal identity. Very limited studies have asked individuals directly to come up with the reasons behind being tattooed and for choosing particular designs. Thematic analysis of the data reveals that young adults see tattoos as a means of deriving personal meaning, seeking social validation, and redefining themselves with a new perspective while seeking integration and a means of self-expression. Overall, the implications of this study reverberate across academic, societal, and personal spheres, offering valuable insights into the multifaceted world of tattoos and their profound connections to personal identity.  The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.</text>
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                <text>ISSN: 18604862;</text>
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              <elementText elementTextId="131209">
                <text>Blumea: Journal of Plant Taxonomy and Plant Geography, Vol-64, No. 3, pp. 253-271.</text>
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              <elementText elementTextId="131210">
                <text>Nationaal Herbarium Nederland</text>
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&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85078287274&amp;amp;doi=10.3767%2Fblumea.2019.64.03.06&amp;amp;partnerID=40&amp;amp;md5=b3ad86657893a28c2158512c8a97099a" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85078287274&amp;amp;doi=10.3767%2fblumea.2019.64.03.06&amp;amp;partnerID=40&amp;amp;md5=b3ad86657893a28c2158512c8a97099a&lt;/a&gt;</text>
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                <text>All Open Access; Gold Open Access; Green Open Access</text>
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                <text>Gavade S.K., Angiosperm Taxonomy Laboratory, Department of Botany, Shivaji University, Kolhapur, 416004, Maharashtra, India; Surveswaran S., Department of Life Sciences, CHRIST (Deemed to be University), Bengaluru, 560029, India; van der Maesen L.J.G., Naturalis Biodiversity Center, P.O. Box 9517, Leiden, 2300 RA, Netherlands; Lekhak M.M., Angiosperm Taxonomy Laboratory, Department of Botany, Shivaji University, Kolhapur, 416004, Maharashtra, India</text>
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                <text>Taxonomic studies in the genus Haplanthodes (Acanthaceae)</text>
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              <elementText elementTextId="116509">
                <text>Endemic; Eudicots; Peninsular India; Pollen; Seed; SEM; Typification</text>
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                <text>The endemic Indian genus Haplanthodes (Acanthaceae) is revised. Four species, viz. H. neilgherryensis, H. plumosa, H. tentaculata and H. verticillata and a new variety, H. neilgherryensis var. toranganensis are recognized. Lectotype is designated for Haplanthodes, Haplanthus plumosus and H. verticillaris. The nomenclature of the Linnaean name Ruellia tentaculata is also discussed. Micromorphology of seed using light microscope (LM) and scanning electron microscope (SEM) is observed for the first time, and two types, reticulate and micro papillate, have been recognized based on surface sculpturing pattern. The genus differs from the related genera Andrographis and Haplanthus by distinctly two grooved seeds with hygroscopic hairs. Pollen grains of the genus are oblate or prolate spheroidal, distinctly triangular, trizonocolporate with reticulate exine ornamentation. Copyright  2021 Magnolia Press</text>
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              <elementText elementTextId="116511">
                <text>Deshmukh P.V.; Surveswaran S.; Gore R.Y.; Lekhak M.M.</text>
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              <elementText elementTextId="116512">
                <text>Phytotaxa, Vol-516, No. 3, pp. 201-222.</text>
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              <elementText elementTextId="116513">
                <text>Magnolia Press</text>
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&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85113584669&amp;amp;doi=10.11646%2Fphytotaxa.516.3.1&amp;amp;partnerID=40&amp;amp;md5=7c48235d7eba321cc0a0c796017fac17" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85113584669&amp;amp;doi=10.11646%2fphytotaxa.516.3.1&amp;amp;partnerID=40&amp;amp;md5=7c48235d7eba321cc0a0c796017fac17&lt;/a&gt;</text>
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              <elementText elementTextId="116516">
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                <text>ISSN: 11793155</text>
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                <text>Deshmukh P.V., Angiosperm Taxonomy Laboratory, Dept. of Botany, Shivaji University, Maharashtra, Kolhapur, India; Surveswaran S., Department of Life Sciences, CHRIST (Deemed to be University), Bengaluru, India; Gore R.Y., Walchand College of Arts and Science, Maharashtra, Solapur, India; Lekhak M.M., Angiosperm Taxonomy Laboratory, Dept. of Botany, Shivaji University, Maharashtra, Kolhapur, India</text>
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          <element elementId="50">
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                <text>Taylor series method in TDOA approach for indoor positioning system</text>
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                <text>Indoor positioning system; Taylor series method; Time difference of arrival; Ultrasonic signals</text>
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                <text>Localisation technologies have always remained in the limelight of positioning-science as researchers have ever shown keen interest to know the exact positions of things. Ultrasonic sensors are mainly used for localisation of mobile robots since they provide high accuracy. This paper presents Taylor Series Method in Time Difference of Arrival approach using ultrasonic sensors.Signals are send from the sensors periodically. The time difference of arrival of signals from the ultrasonic sensors is used by the receiver unit to estimate the location of the mobile unit. The equations formed by using Time Difference of Approach are solved using Taylor Series Method. Taylor Series Method provides a more accurate result since they give less error compared to other methods and they ignore the measurement errors.  2019 Insitute of Advanced Engineeering and Science. All rights reserved.</text>
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                <text>Jose D.; Sebastian S.</text>
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                <text>International Journal of Electrical and Computer Engineering, Vol-9, No. 5, pp. 3927-3933.</text>
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                <text>Institute of Advanced Engineering and Science</text>
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                <text>&lt;a href="https://doi.org/10.11591/ijece.v9i5.pp3927-3933" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.11591/ijece.v9i5.pp3927-3933&lt;/a&gt;
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              <elementText elementTextId="128854">
                <text>All Open Access; Gold Open Access; Green Open Access</text>
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                <text>ISSN: 20888708</text>
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                <text>Jose D., Department of Computer Science, CHRIST (Deemed to Be University), Hosur Road, Bengaluru, Karnataka, 560029, India; Sebastian S., Department of Computer Science, CHRIST (Deemed to Be University), Hosur Road, Bengaluru, Karnataka, 560029, India</text>
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                <text>Tb-doped strontium aluminate nanophosphor: Cytotoxicity, phytotoxicity, and bioimaging in plant cells</text>
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                <text>Cytotoxicity; Phosphor; Phytotoxicity; Plant cell imaging; Strontium aluminate</text>
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                <text>This study explores the novel application of terbium-doped strontium aluminate nanoparticles for fluorescence imaging in plant cells. The study encompasses microwave assisted solid state synthesis as well as the structural and optical characterization of terbium-doped strontium aluminate nanophosphors, their toxicity studies in plant and animal cells and their use as a fluorescent dye for plant imaging. The X-ray diffraction pattern analysis, along with Rietveld refinement studies, show the formation of SrAl2O4 as a dominant crystalline phase. Photoluminescence investigations demonstrate green emission from Tb3+ transition levels. In vitro biocompatibility of terbium-doped strontium aluminate nanophosphors was studied using L929 fibroblast cells. The plant Clitoria ternatea was used to examine phytotoxicity. The samples' potential for bioimaging was further investigated. Our findings reveal improved growth of seedlings, positioning these nanoparticles as promising tools in plant-related research. This study advances our understanding of nanoparticle-plant interactions and holds potential for transformative applications in agriculture.  2024 The Authors</text>
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                <text>Thomas N.M.; George N.; Viji M.O.; Anila E.I.</text>
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                <text>Plant Nano Biology, Vol-8</text>
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                <text>Elsevier B.V.</text>
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                <text>&lt;a href="https://doi.org/10.1016/j.plana.2024.100072" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1016/j.plana.2024.100072&lt;/a&gt;
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            <description>Information about rights held in and over the resource</description>
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              <elementText elementTextId="81345">
                <text>All Open Access; Gold Open Access</text>
              </elementText>
            </elementTextContainer>
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              <elementText elementTextId="81346">
                <text>ISSN: 27731111</text>
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            <name>Format</name>
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              <elementText elementTextId="81348">
                <text>English</text>
              </elementText>
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                <text>Article</text>
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                <text>Thomas N.M., Department of Physics, Morning Star Home Science College, Angamaly, Kerala, Ernakulam, 683573, India, Center for Nano-Bio Polymer Science and Technology, Department of Physics, St. Thomas College, Palai, Arunapuram, Kerala, Kottayam, 686574, India, Optoelectronic and Nanomaterials' Research Lab, Department of Physics, Union Christian College, Aluva, Kerala, Ernakulam, 683102, India; George N., Department of Biotechnology, St. Joseph's College (Autonomous), Irinjalakuda (Affiliated to the University of Calicut), Kerala, 680121, India; Viji M.O., Department of Biotechnology, St. Joseph's College (Autonomous), Irinjalakuda (Affiliated to the University of Calicut), Kerala, 680121, India; Anila E.I., Optoelectronic and Nanomaterials' Research Lab, Department of Physics, Union Christian College, Aluva, Kerala, Ernakulam, 683102, India, Department of Physics and Electronics, Christ (Deemed to be University), Karnataka, Bangalore, 560029, India</text>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="107421">
                <text>TD?DNN: A Time Decay?Based Deep Neural Network for Recommendation System</text>
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          <element elementId="49">
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            <description>The topic of the resource</description>
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              <elementText elementTextId="107422">
                <text>Collaborative Filtering; Deep Neural Network; Matrix Factorization; noisy ratings; recommendation system; time decay functions</text>
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            <elementTextContainer>
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                <text>In recent years, commercial platforms have embraced recommendation algorithms to provide customers with personalized recommendations. Collaborative Filtering is the most widely used technique of recommendation systems, whose accuracy is primarily reliant on the computed similarity by a similarity measure. Data sparsity is one problem that affects the performance of the similarity measures. In addition, most recommendation algorithms do not remove noisy data from datasets while recommending the items, reducing the accuracy of the recommendation. Further-more, existing recommendation algorithms only consider historical ratings when recommending the items to users, but users tastes may change over time. To address these issues, this research presents a Deep Neural Network based on Time Decay (TD?DNN). In the data preprocessing phase of the model, noisy ratings are detected from the dataset and corrected using the Matrix Factorization approach. A power decay function is applied to the preprocessed input to provide more weight-age to the recent ratings. This non?noisy weighted matrix is fed into the Deep Learning model, con-sisting of an input layer, a Multi?Layer Perceptron, and an output layer to generate predicted rat-ings. The models performance is tested on three benchmark datasets, and experimental results con-firm that TD?DNN outperforms other existing approaches.  2022 by the authors. Li-censee MDPI, Basel, Switzerland.</text>
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              <elementText elementTextId="107424">
                <text>Jain G.; Mahara T.; Sharma S.C.; Agarwal S.; Kim H.</text>
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              <elementText elementTextId="107425">
                <text>Applied Sciences (Switzerland), Vol-12, No. 13</text>
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                <text>MDPI</text>
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                <text>2022-01-01</text>
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                <text>&lt;a href="https://doi.org/10.3390/app12136398" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.3390/app12136398&lt;/a&gt;
&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85132983140&amp;amp;doi=10.3390%2Fapp12136398&amp;amp;partnerID=40&amp;amp;md5=db330081d3f470cf8ade841ecf8e6576" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85132983140&amp;amp;doi=10.3390%2fapp12136398&amp;amp;partnerID=40&amp;amp;md5=db330081d3f470cf8ade841ecf8e6576&lt;/a&gt;</text>
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            <description>Information about rights held in and over the resource</description>
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              <elementText elementTextId="107429">
                <text>All Open Access; Gold Open Access</text>
              </elementText>
            </elementTextContainer>
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            <description>A related resource</description>
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              <elementText elementTextId="107430">
                <text>ISSN: 20763417</text>
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                <text>Jain G., Electronics and Computer Discipline, Indian Institute of Technology, Roorkee, 247667, India; Mahara T., Institute of Management, Christ University, Bengaluru, 560029, India; Sharma S.C., Electronics and Computer Discipline, Indian Institute of Technology, Roorkee, 247667, India; Agarwal S., Amity School of Engineering &amp;amp; Technology, Amity University Uttar Pradesh, Noida, 201313, India; Kim H., School of Computer Science, Kyungil University, Kyungbuk, Gyeongsan, 38428, South Korea</text>
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                <elementText elementTextId="198767">
                  <text>Newspaper Articles</text>
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                <text>Teach them how to serve</text>
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                <text>Service learningapplying students knowledge to real-world problems with a meaningful connection to community needsis a pedagogy that all higher educational institutions must adopt wholeheartedly.</text>
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              <elementText elementTextId="198943">
                <text>Deccan Herald, 16-January-2024</text>
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                <text>Open Access </text>
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