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                <text>Bijapur K., Department of Chemistry, CHRIST (Deemed to be University), Bangalore, 560029, India, Centre for Advanced Research and Development (CARD), CHRIST (Deemed to be University), Bangalore, 560076, India; Molahalli V., Department of Chemistry, CHRIST (Deemed to be University), Bangalore, 560029, India, Centre for Advanced Research and Development (CARD), CHRIST (Deemed to be University), Bangalore, 560076, India; Shetty A., Department of Chemistry, CHRIST (Deemed to be University), Bangalore, 560029, India, Centre for Advanced Research and Development (CARD), CHRIST (Deemed to be University), Bangalore, 560076, India; Toghan A., Chemistry Department, Faculty of Science, South Valley University, Qena, 83523, Egypt, Chemistry Department, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, 11623, Saudi Arabia; De Padova P., CNR-Istituto di Struttura della Materia, Via Fosso del Cavaliere, 100, Roma, 00133, Italy, INFN-LNF, Via E. Fermi, 54, Frascati, 00040, Italy; Hegde G., Department of Chemistry, CHRIST (Deemed to be University), Bangalore, 560029, India, Centre for Advanced Research and Development (CARD), CHRIST (Deemed to be University), Bangalore, 560076, India</text>
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                <text>Thazeem B., Waste Management Division, Integrated Rural Technology Centre (IRTC), Kerala, Palakkad, India; Umesh M., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, India; Kavana Somaiah C., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, India; Shaiby M., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, India; Antony R., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, India; Stanly L.M., Department of Life Sciences, CHRIST (Deemed to be University), Karnataka, Bangalore, India; Kalaiarasi G., Department of Chemistry and Centre for Material Chemistry, Karpagam Academy of Higher Education (Deemed to be University), Tamil Nadu, Coimbatore, India</text>
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                <text>Accumulation of food waste materials, contaminated water, and air is an inevitable end result of the rapid expansion of cities across the world. Resource overconsumption remains never-ending, deteriorating the environment and society. Conventional food waste management practices, such as landfills, dumping, and incineration, are proven to be problematic in terms of inhabitants health risks and environmental contamination. Food waste management with a zero-waste approach is given the utmost priority in the present-day scenario and has become a significant part of our routine life. The avoidance and reduction of food waste are very important parts of waste management, as they have a huge impact on our lives and the environment. The conceivable solution is to valorize the food waste into a usable secondary raw material for its utilization in other industries. Composting is a systematic biological process, recognized as a cost-effective method for food waste management. It generates nutrient-rich manure for plant growth and development. This has offered opportunities for organic wastes, especially food waste, as nutrient sources for agriculture. Though traditional agricultural practices with inorganic fertilizers have helped in gaining high yields of crops, their aftereffects on soil have been dismissive. This has opened up a congenial platform for the use of organic manures like compost and vermicompost, due to their positive effects of enhancing soil quality over inorganic fertilizers. Microbial processes are gaining massive significance due to their realistic and eco-friendly nature, resulting in the recovery of biomolecules from food wastes and fermentation end products, ensuring zero waste. Composting strategies that can act on prominent food wastes such as vegetable market waste, fruit waste, slaughterhouse waste, chicken and fish waste, canteen/hotel waste, and house/residential waste will play a promising role in the recovery of sustainable resources. Finding new ways of reducing food waste disposal problems is a topic that must be of the greatest importance for every government, business, and individual.  2025 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG.</text>
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                <text>Bhattacharyya S., Rajnagar Mahavidyalaya, Birbhum, India; Dutta P., Visva Bharati University, Santiniketan, India; Samanta D., CHRIST University, Bangalore, India; Mukherjee A., RCC Institute of Information Technology, Kolkata, India; Pan I., RCC Institute of Information Technology, Kolkata, India</text>
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                <text>Asymmetric; Charge storage mechanism; Energy storage; Supercapacitor; Symmetric</text>
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                <text>Supercapacitors are energy storage devices that getting significant research interest among global researchers due to their features such as high specific capacitance, quick charge/discharge, high power density, prolonged cycle life, and safety that contribute to applications in portable electronic devices. Electrode materials are key constituents of supercapacitors and they control their electrochemical performances. There are various structures of electrode materials have been developed for supercapacitors such as core-shell structures, hetero-structures, and hierarchical structures. Among the structures, hierarchical electrode materials (HEMs) are low-cost, easy to synthesize, have high surface area, high active sites, and high electrochemical performances. Thus, this review focuses on the recent synthesis of hierarchical-type electrode materials, electrochemical setup, and characterization, analyses three- and two-electrode system performances in the use of supercapacitors, and charge-storage mechanisms, and summarizes critical viewpoints for future research. The performance of HEMs-based supercapacitors is shown to be high when compared to a single type of electrode. In supercapacitors, porous carbons, metal-organic frameworks, and transition metal sulfides-based HEMs have exceptional electrochemical capabilities across all parameters, including specific capacitance, cycle stability, energy density, and capacitance retention, as found in this review. This review may be helpful to the primary researchers who are working on the preparation and measurement of HEMs for supercapacitor applications. Further, the hierarchical structure-based electrode material is promising for future research in advanced supercapacitor research and could be of interest in technology transfer.  2024 Elsevier Ltd</text>
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                <text>Sriram G.; Hegde G.; Dhanabalan K.; Kalegowda Y.; Mouraliraman D.; Vishwanath R.S.; Kurkuri M.; Oh T.H.</text>
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                <text>Journal of Energy Storage, Vol-94</text>
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                <text>&lt;a href="https://doi.org/10.1016/j.est.2024.112454" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1016/j.est.2024.112454&lt;/a&gt;
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                <text>ISSN: 2352152X</text>
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                <text>Sriram G., School of Chemical Engineering, Yeungnam University, Gyeongsan, 38541, South Korea; Hegde G., Department of Chemistry, CHRIST (Deemed-to-be University), Bangalore, 560029, India, Centre for Advanced Research and Development (CARD), CHRIST (Deemed-to-be University), Bangalore, 560029, India; Dhanabalan K., School of Chemical Engineering, Yeungnam University, Gyeongsan, 38541, South Korea; Kalegowda Y., Department of Physics, School of Engineering, Dayananda Sagar University, Bengaluru, 560068, India; Mouraliraman D., Department of Material Science and Engineering, Hanyang University, Seoul campu, 04763, South Korea; Vishwanath R.S., Centre for Research in Functional Materials (CRFM), Jain (Deemedtobe University), Jain Global Campus, Karnataka, Bengaluru, 562112, India; Kurkuri M., Centre for Research in Functional Materials (CRFM), Jain (Deemedtobe University), Jain Global Campus, Karnataka, Bengaluru, 562112, India; Oh T.H., School of Chemical Engineering, Yeungnam University, Gyeongsan, 38541, South Korea</text>
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                <text>Recent trends in photocatalytic water splitting using titania based ternary photocatalysts-A review</text>
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              <elementText elementTextId="196724">
                <text>Hydrogen evolution reaction; Photocatalytic water splitting; Renewable energy; S-Scheme photocatalyst; TiO&lt;sub&gt;2&lt;/sub&gt; based ternary photocatalysts; Z-Scheme</text>
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                <text>Hydrogen is considered as an ideal fuel, and its use has several advantages. While several methods are available for producing hydrogen, photocatalytic water splitting using semiconductor-based photocatalysts is one of the better methods. Among the various semiconductors, titania, having many desirable properties, is a widely explored photocatalyst material to fabricate ternary heterojunctions. Preventing the recombination of photoexcited charge carriers, reducing the band gap, and enhancing the migration of charges are steps needed to improve the efficiency of the photocatalysts. Various modifications have been made to the structural and chemical properties of the photocatalysts. While innovative synthetic protocols can bring about the desired changes, incorporating metal oxides and noble metals with varied morphologies into titania leads to multijunction photocatalysts. Structural modifications to titania include incorporation of various nanostructured materials, noble metal nanoparticles, transition metal chalcogenides, polymer materials, semiconductors like g-C3N4, quantum dots, etc.  2022 Hydrogen Energy Publications LLC</text>
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                <text>Kausar F.; Varghese A.; Pinheiro D.; Devi K R S.</text>
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                <text>International Journal of Hydrogen Energy, Vol-47, No. 53, pp. 22371-22402.</text>
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                <text>Stress, ingrained human behaviors, an inactive lifestyle, and poor dietary decisions are the primary causes of hypertension and the related coronary artery disease (CAD), which is also commonly referred to as angina pectoris. Effective high blood pressure (BP) treatment represents a substantial approach to reducing the burden of hypertension-related cardiovascular and renal diseases. A group of drugs known as ?-blockers and calcium channel blockers (CCBs) are frequently used to treat diseases like hypertension (high blood pressure), cardiac arrhythmias and heart failure. For efficient therapeutic use and to reduce potential side effects, ?-blocker concentration monitoring is essential. Chromatographic techniques are employed in a wide range to detect ?-blockers and CCBs without interference, among other analytical methods that have been described. For the detection of ?-blockers and CCBs, electrochemical sensors provide numerous benefits including sensitivity, selectivity, rapidity, and cost-effectiveness. These sensors can help with patient monitoring in clinical settings, ensuring that the prescription ?-blocker dosage is within the therapeutic range. Since ?-blockers are frequently consumed by people, the contamination can be occurred through discharge of wastewater. The presence and measurement of ?-blockers in water samples enables researchers to evaluate potential risks to aquatic life and public health. In this regard, this review addresses recently developed electrochemical (voltammetric) methodologies and measurement protocols for the determination of both ?-blockers and CCBs in pharmaceuticals, biological fluids, and environmental samples. Additionally, this review also provides an overview of the various advanced nanomaterials such as carbon nanotubes, graphene oxide, metal and metal oxide nanoparticles, polymeric structures, zeolite materials, ionic liquids, perovskite semiconductor-based materials, MXenes, Quantum dots, Nano MIPs and various dimensional materials applied to fabricate chemically modified electrodes/electrochemical sensors to determine the ?-blockers and CCBs. Moreover supplied are tables listing the analyte, modified electrode, measurement method, measuring medium pH, linear detection range (LDR), limit of detection (LOD) and sensitivity as they are cited in the original research. Furthermore, important conclusions are made from the published reports in the last decade and some future perspectives are also suggested.  2023 Elsevier B.V.</text>
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                <text>Microchemical Journal, Vol-192</text>
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                <text>ISSN: 0026265X; CODEN: MICJA</text>
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                <text>Bathinapatla A., Department of Chemistry, CMR Institute of Technology, Bengaluru, 560037, India, Centre of Excellence- Sensors &amp;amp; Nanoelectronics, CMR Institute of Technology, Bengaluru, 560037, India; Kanchi S., Department of Chemistry, CHRIST (Deemed to be University), Bengaluru, 560 029, India; Chokkareddy R., Department of Chemistry, Durban University of Technology, Durban, 4001, South Africa, Department of Chemistry, Aditya College of Engineering, East-Godavari Dist, Andhra Pradesh, 533437, India; Puthalapattu R.P., Department of Chemistry, Institute of Aeronautical Engineering, Dundigal, Telangana, Hyderabad, 500043, India; Kumar M.R., Department of Chemistry, Raghu Engineering College (Autonomous), Dakamarri (v), Bheemunipatnam, Andhra Pradesh, Visakhapatnam, 531162, India</text>
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                <text>Recent Trends in the Synthesis and Mechanistic Implications of Phenanthridines</text>
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                <text>heteroaromatic; metal-free; metal-mediated; nitrogen-containing heterocycle; phenanthridine</text>
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                <text>Phenanthridine derivatives are one of the most intensively studied families of biologically active compounds. There has been considerable scientific interest in the turn of this century in the synthesis of these N-containing heterocycles as they are prevalent in many alkaloids and also possess striking biological activities including antibacterial, antifungal, antitumor activities. In this regard, a number of synthetic approaches toward the construction of phenanthridine moieties with various substituents, and to increase their yield have been developed by the synthetic organic community. Even though many researchers have developed various innovative methods for the synthesis of phenanthridine derivatives for the past few years, still there is substantial scope for the discovery of novel synthetic methods. In this review, the latest developments in the diverse synthetic strategies of phenanthridine derivatives in the presence and absence of metals were described. The present review also enlightens the use of different reagents, the diversity of the substrates identified, and the plausible mechanisms unravelled towards the construction of these biologically relevant scaffolds. (Figure presented.).  2021 Wiley-VCH GmbH</text>
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                <text>Advanced Synthesis and Catalysis, Vol-363, No. 5, pp. 1202-1245.</text>
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                <text>Talukdar V., Department of Chemistry, Indian Institute of Technology (Indian School of Mines), Dhanbad, 826004, India; Vijayan A., Department of Chemistry, CHRIST (Deemed to be University), Hosur road, Bengaluru, 560029, India; Kumar Katari N., Department of Chemistry, GITAM University, Hyderabad, 502329, India; Radhakrishnan K.V., CSIR  National Institute for Interdisciplinary Science and Technology, Thiruvananthapuram, 695019, India; Das P., Department of Chemistry, Indian Institute of Technology (Indian School of Mines), Dhanbad, 826004, India</text>
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                <text>Recent trends in the transformative impact of biomass-derived carbon dots in biomedical science</text>
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                <text>Journal of Environmental Chemical Engineering;Volume;13;Issue;6;Article No.;119657;</text>
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                <text>K.P. A., Department of Physics and Electronics, Christ University, Karnataka, Bengaluru, 560029, India; Jose S., Department of Physics and Electronics, Christ University, Karnataka, Bengaluru, 560029, India; Varghese M., Department of Physics and Electronics, Christ University, Karnataka, Bengaluru, 560029, India, Department of Physical Sciences and Mathematics, St. Francis de Sales College (Autonomous), Electronics City, Karnataka, Bengaluru, 560100, India; Mathew A.A., Department of Physics and Electronics, Christ University, Karnataka, Bengaluru, 560029, India; Balachandran M., Department of Physics and Electronics, Christ University, Karnataka, Bengaluru, 560029, India</text>
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                <text>Carbon dots (CDs) have gained significant attention from researchers due to their unique properties, which make them a promising option among nanomaterials for biomedical use. From recent trends, it is confirmed that CDs are the best candidates available among nanomaterials for the treatment of various diseases, including Ulcer, Diabetes, Gout, Wound healing and other syndromes. Semiconductor dots, which dominated in the early days, have been replaced by biomass-derived CDs (BCDs) due to their low toxicity, biocompatibility, and ease of synthesis. Although extensive research has been carried out on the applications of CDs in the biomedical field, the use of biomass as a precursor for CDs in therapeutic and clinical applications remains least explored and has not been systematically reviewed. This review primarily focuses on synthesis strategies, factors influencing the biomedical use of CDs, and recent research in therapeutic and clinical applications. In addition, the earlier trend of employing BCDs in bioimaging, biosensing, and molecular detection is also discussed. By examining the latest research developments, we provide a comprehensive overview of the progress and future prospects of BCDs in healthcare. This exploration highlights not only the potential of these sustainable nanomaterials but also their promise in enabling new breakthroughs in disease treatment.  2025 Elsevier Ltd.</text>
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                <text>ISSN: 22133437;</text>
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                <text>John A.S., School of Psychological Sciences, CHRIST, Deemed to be University, Karnataka, Bengaluru, India; Devassy V.P., School of Psychological Sciences, CHRIST, Deemed to be University, Karnataka, Bengaluru, India</text>
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                <text>Personal development (PD) was once the cornerstone of counsellor preparation. However, competency-driven reforms of the late-20th century relegated introspective work to the curricular margins. This chapter argues for a systematic reintegration of PD within counsellor education, contending that self-compassion, meaning in life and holistic self-care are pedagogically indispensable for fostering counselling self-efficacy and sustaining the professional quality of life (ProQOL). After tracing the historical displacement of reflective practice, we differentiate PD from the broader notion of personal growth and technically oriented professional development. Synthesising evidence from counselling, health and educational psychology, we demonstrate that trainees who cultivate self-compassion, meaning-making in life and intentional holistic self-care show greater empathic resonance, lower burnout indicators and more ethical decision-making. The chapter offers concrete strategies such as reflective writing, development labs, mindfulness exercises and scaffolded peer-support structures, which educators can embed within diverse regulatory contexts. By restoring PD to the centre of counsellor training, programmes can prepare practitioners who work competently and congruently, safeguarding client welfare and well-being.  2026 by John Wiley &amp;amp; Sons, Ltd. All rights reserved.</text>
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                <text>The present study investigated the teachers receptivity to change in relation to work motivation and teacher engagement among secondary school teachers in Kerala, India. The study primarily focussed on the newlinedevelopment and validation of the Teachers Receptivity to Change Scale. The way the teachers receive the change is a vital determinant that defines the successful execution of the change. The present study used a mixed-methods sequential explanatory design, which proceeded through three phases. The tool construction, which progressed through five stages namely, item analysis, exploratory factor analysis, confirmatory factor analysis, validity assessment, and test-retest reliability, constituted the newlinefirst phase. The development of the tool started with the generation of a pool of items followed by item analysis. The exploratory factor analysis extracted four factors and the confirmatory factor analysis confirmed the four factors namely individual, organizational, educational, and bridging newlinefactors. The structural equation modelling corroborated that the scale excellently fits in the four-factor correlated model and indexed receptivity to change as the sum of the four factors. The final 28-item Teachers newlineReceptivity to Change Scale showed adequate internal consistency (Cronbach s and#945; = .90) and discriminant validity. The validity assessment indicated a moderate correlation between receptivity to change, work motivation, and teacher engagement. The test re-test reliability analysis (Cronbach s and#945; = .88) confirmed the temporal stability of the scale. In the second phase, a sample of 433 secondary school teachers of Kerala, newlineresponded to the standardised questionnaires namely Teachers Receptivity to Change Scale, Multidimensional Work Motivation Scale, newlineand Engaged Teachers Scale. The study also assessed the influence of demographic characteristics such as gender, type of institution, age, subject taught, and years of experience using the Mann-Whitney U-test, newlineand Kruskal-Wallis test.</text>
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                <text>Reclaiming Selfhood: Transfeminine Identity in the Poetry of Justice Ameer and Golden</text>
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                <text>Comparative American Studies;Volume;22;Issue;3;pp.184-197</text>
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                <text>Joy S., St Josephs College, Devagiri, Kerala, India, Department of English and Cultural Studies, Christ (Deemed to be University), Bangalore, India; Jacob R., Department of English and Cultural Studies, Christ (Deemed to be University), Bangalore, India</text>
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                <text>Despite increased visibility of trans identities in contemporary US discourse, Black transfeminine individuals remain subjected to systemic violence, societal misrecognition, and cultural erasure, exacerbated by the fraught political climate under administrations that alternately advance and restrict transgender rights. This paper explores the transformative potential of Black transfeminine poetry as a site of self-representation and resistance against hegemonic frameworks of gender, race, and identity. Through a close reading of select poems by Justice Ameer and Golden, the analysis highlights how their works challenge cisnormative and patriarchal narratives, reclaim authority over gender representation and illuminate the fluidity of identity as a process of resilience and resistance. Drawing on themes of memory, trauma, community, and agency, this paper situates their poetry as both a critique of systemic marginalisation and a radical act of reimagination. By positioning their works within the broader socio-political context of the United States, the paper underscores how Black transfeminine poetics not only confront societal erasure but also construct spaces of affirmation and liberation. Through these explorations, the paper demonstrates the capacity of poetry to subvert oppressive narratives, assert the multiplicity of identity, and envision transformative possibilities for transfeminine existence.  2025 Informa UK Limited, trading as Taylor &amp;amp; Francis Group.</text>
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                <text>Mindfulness;Volume;16;Issue;11;pp.3348-3357</text>
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                <text>Deficits in intellectual ability have been linked to deficits in emotion understanding and consequently social competence. Research suggests that individuals with mental retardation exhibit deficits in their ability to identify emotional states in themselves and others, relative to normal mental age matched controls and peers and display an inability to decode facial expressions of emotion. Emotional experience is elicited in part by a cognitive appraisal of a situation toward a goal. However, the ecological validity of previous studies is limited. In this study we developed new materials to investigate the emotion understanding skills of persons with mild to moderate mental retardation. Six tasks included faces displaying emotion in context, comic strips, audio, video and audio-visual material of individuals expressing emotions in context. Results indicated that the mentally retarded were able to identify emotions in context than expressions without context and emotion understanding improved with increasing contextual cues and dynamic content.  2014, Springer India Pvt. Ltd.</text>
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                <text>Joseph L., Christ College, Bangalore University, Bangalore, India; Ittyerah M., Institute of Communicative and Cognitive Neurosciences, Shoranur, Palakkad, India</text>
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                <text>Madgi M., Dept. of Computer Science and Engg., K. L. E. Institute of Technology, Hubballi, India; Danti A., Dept. of Computer Science and Engg., Christ, Deemed to be University, Bengaluru, India; Anami B., K. L. E. Institute of Technology, Hubballi, India</text>
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                <text>Handwritten signature recognition plays significant role in automatic document verification system in particularly bank cheque authorization. The proposed method focuses on A novel technique for offline signature recognition approach for bank cheque based on zonal features and regional features. These combined features are used to find genuinety of signature using Euclidean distance as a metric. Extensive experiments are carried out to exhibit the success of the recommended approach.  2019, Springer Nature Singapore Pte Ltd.</text>
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                <text>Communications in Computer and Information Science, Vol-1037, pp. 228-243.</text>
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&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85070198600&amp;amp;doi=10.1007%2F978-981-13-9187-3_21&amp;amp;partnerID=40&amp;amp;md5=8a8d177dbc8464892090e2c61b978fbc" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85070198600&amp;amp;doi=10.1007%2f978-981-13-9187-3_21&amp;amp;partnerID=40&amp;amp;md5=8a8d177dbc8464892090e2c61b978fbc&lt;/a&gt;</text>
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                <text>Raghavendra S.P., NES Research Foundation, Department of MCA, JNNCE, Shimoga, Karnataka, India; Danti A., Department of Computer Science and Engineering, Christ (Deemed to be university), Bangalore, Karnataka, India</text>
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                <text>Nowadays, diet and exercise recommender frameworks have gaining expanding consideration because of their importance for living healthy lifestyle. Due of the expanded utilization of the web, people obtain the applicable wellbeing data with respect to their medicinal problem and available medications. Since diseases have a strong relationship with food and exercise, it is especially essential for the patients to focus on adopting good food habits and normal exercise routine. Most existing systems on the diet concentrate on proposals that recommend legitimate food items by considering their food choices or medical issues. These frameworks provide functionalities to monitor nutritional requirement and additionally suggest the clients to change their eating conduct in an interactive way. We present a review of diet and physical activity recommendation frameworks for people suffering from specific diseases in this paper. We demonstrate the advancement made towards recommendation frameworks helping clients to find customized, complex medical facilities or make them available some preventive services measures. We recognize few challenges for diet and exercise recommendation frameworks which are required to be addressed in sensitive areas like health care.  2019, Springer Nature Singapore Pte Ltd.</text>
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                <text>Vairale V.S.; Shukla S.</text>
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                <text>Lecture Notes on Data Engineering and Communications Technologies, Vol-16, pp. 333-346.</text>
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                <text>Vairale V.S., Faculty of Engineering, CHRIST (Deemed to be University), Bangalore, Karnataka, India; Shukla S., Faculty of Engineering, CHRIST (Deemed to be University), Bangalore, Karnataka, India</text>
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                <text>Recommendation of diet using hybrid collaborative filtering learning methods</text>
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                <text>Collaborative filtering; K-nearest neighbor; Matrix factorization; Recommender system; Thyroid disorder</text>
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                <text>These days, various recommender systems exist for online advertisement services which recommend the products considering users interests. Similarly, health recommendation systems are becoming most important component in individuals life. Due to the modernization and busy schedule, people give less concern to their eating patterns. This leads to various health issues like obesity, thyroid disorder, diabetes and others. Every individual has different health issues and food habits. Therefore, diet recommendations should be suggested by considering their personal health profile and food preferences. So, it becomes essential to analyze individuals health concerns before recommending the diet with required nutrient values. Thus, it helps people to minimize the further risks associated with the current health conditions. The proposed diet and exercise recommender framework suggests a balanced diet for thyroid patients. It takes care of the food intake with necessary nutrients requirement based on thyroid disorders. This paper applies K-nearest neighbor collaborative filtering models using various similarity measures. The paper assessed two-hybrid learning methods, KNN with alternating least squares: KNN-ALS and KNN with stochastic gradient decent: KNN-SGD. The experimental setup analyzed and evaluated the performances of all algorithms using mean absolute error (MAE) and root mean squared error (RMSE) values.  Springer Nature Singapore Pte Ltd 2020.</text>
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                <text>Lecture Notes in Networks and Systems, Vol-119, pp. 309-318.</text>
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                <text>Vairale V.S., CHRIST (Deemed to be University), Kengeri Campus, Bangalore, Karnataka, India; Shukla S., CHRIST (Deemed to be University), Lavasa, Pune, India</text>
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                <text>Recommendation of food items for thyroid patients using content-based knn method</text>
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                <text>Content-based; Food preference matrix; Inverse document frequency; K-Nearest neighbor; Term frequency</text>
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                <text>Food recommendation system has become a recent topic of research due to increase use of web services. A balanced food intake is significant to maintain individuals physical health. Due to unhealthy eating patterns, it results in various diseases like diabetes, thyroid disorder, and even cancer. The choice of food items with proper nutritional values depends on individuals health conditions and food preferences. Therefore, personalized food recommendations are provided based on personal requirements. People can easily access a huge amount of food details from online sources like healthcare forums, dietitian blogs, and social media websites. Personal food preferences, health conditions, and reviews or ratings of food items are required to recommend diet for thyroid patients. We propose a unified food recommendation framework to identify food items by incorporating various content-based features. The framework uses the domain knowledge to build the private model to analyze unique food characteristics. The proposed recommender model generates diet recommendation list for thyroid patients using food items rating patterns and similarity scores. The experimental setup validated the proposed food recommender system with various evaluation criteria, and the proposed framework provides better results than conventional food recommender systems.  The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2021.</text>
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                <text>Lecture Notes in Networks and Systems, Vol-132, pp. 71-77.</text>
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