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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

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Volume 13 | Issue 11 |

Volume 13 | Issue 11 | Month  
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  Paper Title: Evaluating User Experience and Interaction Design Efficiency of Self-ordering Kiosks in Quick Service Restaurants in Delhi NCR

  Author Name(s): Priya Arora, Harsh Mehta

  Published Paper ID: - IJCRT2511586

  Register Paper ID - 297000

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511586 and DOI :

  Author Country : Indian Author, India, 110027 , Delhi, 110027 , | Research Area: Others area

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511586
Published Paper PDF: download.php?file=IJCRT2511586
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2511586.pdf

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  Title: EVALUATING USER EXPERIENCE AND INTERACTION DESIGN EFFICIENCY OF SELF-ORDERING KIOSKS IN QUICK SERVICE RESTAURANTS IN DELHI NCR

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Others area

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: f29-f42

 Year: November 2025

 Downloads: 63

  E-ISSN Number: 2320-2882

 Abstract

Self-ordering kiosks (SOKs) are rapidly reshaping service interaction models in quick-service restaurants (QSRs), offering customers independence, convenience and reduced waiting times. However, their effectiveness depends heavily on intuitive interaction design and the ability to accommodate diverse user needs in real-world scenario. This study evaluates the user experience (UX) and interaction design efficiency of self-ordering kiosks in QSRs across Delhi NCR, an urban region characterized by high digital adoption and demographic diversity. Using a mixed-methods approach, data was collected through an online survey (n=115) and in-store observations with short interviews (n=8). Quantitative results indicate that perceived ease of use (PEOU) has a stronger influence on user satisfaction and intention to use than perceived usefulness (PU), suggesting that frictionless interaction is the primary driver of kiosk acceptance. Qualitative findings reveal three dominant behavioral patterns: kiosks enable younger users to bypass social interaction, group ordering creates cognitive load due to linear interface flows, and older users experience exclusion due to low digital comfort. The study confirms both hypotheses, PU predicts intention to use and PEOU predicts satisfaction, while also highlighting a digital divide shaped by age and literacy. These insights emphasize the need for hybrid service models and more inclusive kiosk designs that support varied demographic and contextual use cases. The results contribute to interaction design research by linking behavioral acceptance with real-time interaction outcomes in an emerging market context.


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Self-ordering kiosks; User experience; Interaction design; Quick-service restaurants; Human-computer interaction

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  Paper Title: Assessment of Soft Skills in IT Graduates: Bridging the Gap Between Industry Needs and Academic Evaluation

  Author Name(s): Aditya Mahesh Lanjekar

  Published Paper ID: - IJCRT2511584

  Register Paper ID - 297001

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511584 and DOI :

  Author Country : Indian Author, India, 411011 , Pune , 411011 , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511584
Published Paper PDF: download.php?file=IJCRT2511584
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  Your Paper Publication Details:

  Title: ASSESSMENT OF SOFT SKILLS IN IT GRADUATES: BRIDGING THE GAP BETWEEN INDUSTRY NEEDS AND ACADEMIC EVALUATION

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: f14-f21

 Year: November 2025

 Downloads: 53

  E-ISSN Number: 2320-2882

 Abstract

The Information Technology (IT) industry has moved beyond relying solely on technical proficiency and now places substantial importance on soft skills such as communication, analytical thinking, teamwork, adaptability, and professional conduct. However, numerous employer surveys and industry reports continue to highlight a noticeable gap between the soft-skill requirements of organizations and the abilities demonstrated by newly graduated IT professionals. This study investigates how colleges and universities currently teach and assess these essential competencies and examines the extent to which academic practices align with industry expectations. Using a mixed-method design that incorporates curriculum analysis, structured surveys, and interviews with stakeholders, the research identifies both the strengths and shortcomings of existing evaluation approaches. The results show that while soft skills are introduced in many academic programs, their assessment often lacks consistency, practical relevance, and behavioural depth. The study therefore underscores the need for clearer assessment frameworks, stronger collaboration between academia and industry, and wider use of experiential learning strategies to enhance the overall employability of IT graduates.


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Soft Skills, Employability, IT Graduates, Academic Evaluation, Industry Requirements, Communication Skills, Problem-Solving, Skill Gap, Higher Education, Professional Competencies.

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  Paper Title: PHISHING DETECTION IN UPI TRANSACTIONS

  Author Name(s): R. Jessica, U. Harish Kumar, V. Deepika, Y. Hema Sri, N. Shiva Kumar

  Published Paper ID: - IJCRT2511583

  Register Paper ID - 296689

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511583 and DOI :

  Author Country : Indian Author, India, 500090 , Hyderabad, 500090 , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511583
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  Title: PHISHING DETECTION IN UPI TRANSACTIONS

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: f1-f12

 Year: November 2025

 Downloads: 66

  E-ISSN Number: 2320-2882

 Abstract

Phishing threats in Unified Payments Interface (UPI) dealings have developed into an increasing concern for cybersecurity, sometimes resulting in financial loss or data theft. The goal of this project is to propose a machine learning-based method to detect phishing messages in communications concerning UPI transactions. A total of 200 transaction messages were gathered and denoted as appropriate phishing and legitimate examples. These messages were cleaned, and relevant features, such as message length, number of links, digits, and keywords related to phishing content, were extracted from them. A Gaussian Naive Bayes (GNB) classifier is then applied, and the messages are classified as normal-like or phishing-like based on the noted features of each example. The classifier model shows acceptable accuracy in distinguishing fraudulent messages. The study demonstrates the usefulness of relatively simple statistical features and the feasibility of an approach to detect phishing in electronic messages used in digital payments. The work addressed a dimension of online financial transaction security.


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Phishing Detection, UPI Transactions, Cybersecurity, Machine Learning, Gaussian Naive Bayes, Financial Fraud, Feature Extraction, Digital Payments, Message Classification, Data Security.

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  Paper Title: The Korean Paradox: How a Nation Balances Glamour with Grind

  Author Name(s): Khyati Vishal

  Published Paper ID: - IJCRT2511582

  Register Paper ID - 296985

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511582 and DOI :

  Author Country : Indian Author, India, 493554 , Raipur, 493554 , | Research Area: Commerce and Management, MBA All Branch

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511582
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  Title: THE KOREAN PARADOX: HOW A NATION BALANCES GLAMOUR WITH GRIND

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Commerce and Management, MBA All Branch

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e979-e987

 Year: November 2025

 Downloads: 88

  E-ISSN Number: 2320-2882

 Abstract

South Korea is globally admired for its cultural influence and economic strength, but few recognize the paradox at the heart of its rise. This research explores what can be termed THE KOREAN PARADOX: the nation's ability to balance two seemingly opposite forces namely, glamour and grind, which has made it both a cultural trendsetter and an economic powerhouse. On the one hand, the global appeal of Korean soft power: K-pop, K-drama, K-beauty and cutting-edge design. On the other hand, the country's relentless work culture, competitive education system, and corporate discipline, have helped its rise from a war-torn nation to a global leader. Through the lens of business and culture, this study examines how South Korea has worked to develop a dual brand identity. It looks at the role of major conglomerates such as Samsung, Hyundai, LG and SK in building Korea's global credibility, and how pop culture reinforced national branding on an emotional level. Special focus is given to the Hyundai and BTS partnership, which represents the perfect fusion of Korea's industrial might and cultural resonance. From the perspective of business and management, the study treats this concept not merely as a cultural exploration but a strategic case study. It analyses how contrast, when intentionally managed can function as a national asset. The Korea model offers valuable insights for leaders and policymakers navigating the balance between performance and perception, tradition and innovation. This study does not seek to glorify or criticize South Korea. Rather, it presents a nuanced analysis of how a nation transforms its internal contradictions into a competitive advantage, offering a distinctive contribution to debates on national branding, soft power, and sustainable development.


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 Keywords

chaebol, cultural diplomacy, dual branding, hard power, industrial development, Korean wave (Hallyu), South Korea, soft power

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  Paper Title: Exploring the Mediating Role of Work Engagement in the Relationship Between Psychosocial Factors and Workforce Agility Among Academicians

  Author Name(s): Karthika s, Dr.S.Balamurugan

  Published Paper ID: - IJCRT2511581

  Register Paper ID - 296767

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511581 and DOI : https://doi.org/10.56975/ijcrt.v13i11.296767

  Author Country : Indian Author, India, 636011 , Salem, 636011 , | Research Area: Management All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511581
Published Paper PDF: download.php?file=IJCRT2511581
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  Title: EXPLORING THE MEDIATING ROLE OF WORK ENGAGEMENT IN THE RELATIONSHIP BETWEEN PSYCHOSOCIAL FACTORS AND WORKFORCE AGILITY AMONG ACADEMICIANS

 DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v13i11.296767

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Management All

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e972-e978

 Year: November 2025

 Downloads: 78

  E-ISSN Number: 2320-2882

 Abstract

The contemporary higher education landscape is characterized by unprecedented volatility, uncertainty, complexity, and ambiguity (VUCA), demanding a shift from traditional, rigid academic structures toward more agile and responsive institutions. At the heart of this transformation are academicians, whose ability to adapt, learn, and proactively respond to change--termed Workforce Agility (WA)--is critical. While antecedents of agility, such as leadership and human resource practices, have been explored, the intrinsic psychological mechanisms that enable agility are less understood. This conceptual paper posits that Work Engagement (WE), a positive, fulfilling, work-related state of mind characterized by vigor, dedication, and absorption, plays a pivotal mediating role in cultivating workforce agility. Through a comprehensive review and synthesis of recent literature, this article develops a model proposing that key psychosocial factors--specifically, perceived organizational support (POS), transformational leadership (TL), and job resources (JR)--foster work engagement. This heightened state of engagement, in turn, serves as the primary psychological engine driving the cognitive, behavioral, and motivational dimensions of workforce agility. The study delineates the theoretical foundations of work engagement and workforce agility, explores their interrelationship, and argues for work engagement as a critical mediator. The paper concludes with practical and managerial implications for higher education institutions (HEIs), suggesting that targeted interventions to boost work engagement are not merely beneficial for well-being but are strategic imperatives for building an agile, resilient, and high-performing academic workforce capable of thriving in the 21st-century knowledge economy.


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Workforce agility, Work engagement, Academicians, higher education, organizational support, transformational leadership and job resources.

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  Paper Title: Application of Markowitz Mean-Variance Model in Portfolio Optimization: A Study on Indian Stock Market

  Author Name(s): Shefali Chaudhari, Dr. Mahammadrafique Meman

  Published Paper ID: - IJCRT2511580

  Register Paper ID - 296769

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511580 and DOI :

  Author Country : Indian Author, India, 394160 , MANDVI, 394160 , | Research Area: Management All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511580
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  Your Paper Publication Details:

  Title: APPLICATION OF MARKOWITZ MEAN-VARIANCE MODEL IN PORTFOLIO OPTIMIZATION: A STUDY ON INDIAN STOCK MARKET

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Management All

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e959-e971

 Year: November 2025

 Downloads: 76

  E-ISSN Number: 2320-2882

 Abstract

The present study aims to construct and analyze optimal investment portfolios using the Markowitz Mean-Variance Model with reference to the BSE Sensex 30 companies during the period (April, 2022-October 2025) 4.5 years. From the Sensex list, five companies exhibiting high return and high risk -- Eternal, Trent, Mahindra & Mahindra, Bharti Airtel and Bharat electronics -- were selected for the risk-taker (aggressive) portfolio, while five companies with moderate return and low risk -- ICICI, Bharti Airtel, ITC, Kotak Mahindra and Tech Mahindra -- formed the risk-averse (conservative) portfolio. Monthly closing prices were used to compute individual stock returns, standard deviations, and inter-stock covariances, leading to the formation of a comprehensive covariance matrix that quantified diversification benefits. The average expected return of the risk-taker portfolio was 3.39% with a standard deviation of 6.46%, while the risk-averse portfolio yielded 1.27% and 3.84%, respectively. The efficient frontier was constructed to demonstrate the trade-off between risk and return, showing all possible optimal portfolio combinations. The findings highlight that the Markowitz Model effectively identifies efficient portfolios and provides strategic insights for both risk-taking and risk-averse investors in the Indian equity market.


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 Keywords

Markowitz Model, Portfolio Construction, Risk and Return, Efficient Frontier, BSE Sensex, Covariance Matrix

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  Paper Title: Sustainable Economic Development, a Necessity of the 21st Century

  Author Name(s): Dr. K. Padmawati

  Published Paper ID: - IJCRT2511579

  Register Paper ID - 296237

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511579 and DOI :

  Author Country : Indian Author, India, - , -, - , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511579
Published Paper PDF: download.php?file=IJCRT2511579
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  Your Paper Publication Details:

  Title: SUSTAINABLE ECONOMIC DEVELOPMENT, A NECESSITY OF THE 21ST CENTURY

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e952-e958

 Year: November 2025

 Downloads: 66

  E-ISSN Number: 2320-2882

 Abstract

Sustainability is mostly perceived as the combination of environmental, social and economic performance; while still remain difficulties in defining sustainable economic development. Today, the human needs of many people are not met, and by the same time the ability of future generations to meet their needs is being compromised. It is because this that sustainable development has raised as a concept, affected by the need to offer people a kind of development which can meet the needs of the present without compromising the capacity of future generations to meet theirs. Economic growth may result in an improvement in the standard of living related to a small proportion of the population whilst the majority of the population remains poor. It is how the economic growth is distributed amongst the population that determines the level of development. The concept of sustainable development has become a widely recognized goal for human society of the 21st century. In this research it is analyzed the why and how has emerged the concept of sustainable development; how should it really be conceptualized and what should be done in order to achieve it.


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Economics, Sustainable Development, Social Issues, Human Welfare, Distribution

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  Paper Title: John Locke ke prakritik adhikar siddhant ki samkalin loktantra mein prasangikta: ek adhyayan

  Author Name(s): Manisha

  Published Paper ID: - IJCRT2511578

  Register Paper ID - 296399

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511578 and DOI :

  Author Country : Indian Author, India, 124021 , Rohtak, 124021 , | Research Area: Medical Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511578
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  Your Paper Publication Details:

  Title: JOHN LOCKE KE PRAKRITIK ADHIKAR SIDDHANT KI SAMKALIN LOKTANTRA MEIN PRASANGIKTA: EK ADHYAYAN

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Medical Science All

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e940-e951

 Year: November 2025

 Downloads: 139

  E-ISSN Number: 2320-2882

 Abstract

??? ??? (1632??1704) ?? ???????? ??????? ????????, ???????? ?????? ?? ?????? ??????? ?? ??? ???? ???? ???? ???? ?????? ?????? ???????? ????????, ??????? ?????? ?? ???? ???????? ?? ????????? ?? ????? ??? ??? ??? 17??? ??????? ?? ???????? ??? ????? ??? ??? ?? ?? ??? ??? ??? ???? ????? ???????? ??? ?? ??????? ????? ??????? ?? ?? ??????? ???? ?? ???????? ?? ??? ????? ?????? ???? ??? ???????? ???? ???? ?? ?????? ?? ?? ?????? ???? ?? ????? ?? ????? ???? ?? ????? ?? ?? ??? ?? ???? ??, ?? ???????? ?? ??? ?????? ??? ??? ??????? ??? ?? ????? ???? ???? ??? ????? ??? ??? ?? ???? ?????????? ???? "???? ?????????? ? ???????????" ???? ???? ??, ?????? ???????? ????????? ???????? ?? ??????? ?????? ?? ????????? ?? ????? ?? ??????? ??? ?? ?? ????? ?? ?? ?????? ???? ?? ?? ??? ????? ???????? ?? ??? ??? ?? ?? ???? ????, ?????????? ?? ??????? ?? ??????? ?? ?????? ?????? ?? ????? ?????? ?????? ??? ?? ??? ?? ????? ?? ??????????? ??? ?????????? ???? ??? ?? ????, ????? ?? ?????? ?? ???????? ?? ? ?? ???? ???? ?? ?? ? ?? ??? ???? ??? ??? ?? ???? ?? ?? ????? ?? ????? ?? ???????? ??? ????????? ???? ?? ?? ?? ?? ????????? ???????? ?? ????? ?? ??? ???? ???? ??? ??? ???????? ?? ?? ??? ?? ??? ??? ????? ?? ???????? ?? ??????? ???? ?? ?? ?????? ???????? ???? ??? ???? ???? ??, ?? ???????? ?? ?? ????? ?? ??????? ??????? ???? ?? ????? ?????? ??? ?? ????? ?? ??? ?? ???????? ???????? ?? ??? ?????? ??????????? ??, ?????? ???? ?? ????? ?? ????????? ????? ???? ????? ?? ????????? ???? ???? ??? ????????? ???????? ??? ???? ???? ?????? "???? ?? ??????" ??? ??? ?? ????? ?? ?? ?? ??????? ?? ???? ???? ?? ????? ?? ?????? ???? ?? ??????? ??? ???? ?? ?? ???? ?? ???? ????? ?? ??? ???? ??? ????? ?? ?????? ???? ??, ???? ?? ??????? ?? ?? ?????? ???? ????? "?????????? ?? ??????" ?? ???? ?? ?????????? ??? ???? ???? ?? ?? ?? ??????? ?? ???? ???, ??????????, ??????? ?? ????? ???? ?? ?????????? ???? ????? ?? ?????? ?? ?? ?????? ?? ???????? ?? ??????? ? ???? ?? ?????????? ???? ????? ?? ?????? ???? ??? ????? ?????? "??????? ?? ??????" ??, ???? ??? ?? ???? ????? ????? ???? ????? ?? ?? ??????? ???? ???? ?? ?????? ?? ?????? ?? ??? ?????? ???? ??, ?? ???? ??????? ??, ?? ??? ???? ???? ????? ?? ??? ?? ???? ?? ????? ???? ??????, ??????? ??? ? ???? ????? ??????? ????? ???, ????? ??????? ?? ???, ???? ?? ??? ?? ???? ??????? ???? ?? ????? ???????? ?? ????, ?????????? ?? ??????? ?? ?? ????????? ????? ??? ??? ??????? ?? ???? ????? ?????? ??? ?? ???? ???, ????? ?????? ?? ?????? ?? ???????? ?? ???? ??? ???? ??? ?? ??????, ?? ???????? ?? ????? ?? ???? ?? ????? ?? ???????? ???????? ???? ?????? ??? ??? ?? ?? ??? ??? ???? ??????? ?????????? ?? ????? (1776) ?? ????????? ??????? (1789) ???? ???????? ???????? ?? ??????? ???? ???? ?? ??, ??????????? ?????????? ??? ????? ???????? ?? ?? ??? ???? ??, ???? ???? ???? ? ???? ??? ??? ?? ????????? ?????? ???????? ??? ?? ????? ???? ????????? ??????, ??????? ??????, ????? ?? ????? ??????, ?? ??-????? ?? ???????? ???? ???? ??????? ???????, ??????????? ?? ????? ????? ?? ?????????? ???? ???? ?? ????????? ?? ????? 17??? ?? 18??? ??? ??? ???, ?? ????? ??? ???????? ???????? ??????????? ?? ???? ????? ????? ??? ???, ???? ?? ???? ????? ???? ???????? ?? ?????????? ?????? ??? ??? ??? ?? ?????? ?? ??????? ?? ???????? ?????


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John Locke, Natural Rights

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  Paper Title: Juvenile Deliquency in India: A Critical Examination of Child Rights and Legal Frameworks

  Author Name(s): Atul Soni, Dr. Nimisha mishra

  Published Paper ID: - IJCRT2511577

  Register Paper ID - 296569

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511577 and DOI :

  Author Country : Indian Author, India, 490020 , Junwani, 490020 , | Research Area: Others area

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511577
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  Your Paper Publication Details:

  Title: JUVENILE DELIQUENCY IN INDIA: A CRITICAL EXAMINATION OF CHILD RIGHTS AND LEGAL FRAMEWORKS

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Others area

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e933-e939

 Year: November 2025

 Downloads: 70

  E-ISSN Number: 2320-2882

 Abstract

Juvenile Delinquency in India: A Critical Examination of Child Rights and Legal Frameworks Abstract Juvenile delinquency remains a significant concern in India, where an increasing number of children are becoming involved in criminal activities. This article critically examines juvenile delinquency in the Indian context, focusing on the intersection of child rights and the legal frameworks designed to address this issue. Despite various legal reforms, particularly the Juvenile Justice (Care and Protection of Children) Act, 2015, the challenges of aligning child rights with legal responses to juvenile delinquency persist. The study explores the root causes of juvenile crime, including socio-economic factors, lack of access to education, and the breakdown of family structures. It also assesses how India's legal system both upholds and undermines the rights of children in conflict with the law, with particular attention to the adequacy of rehabilitative and restorative approaches. Through a critical evaluation of existing policies, the paper calls for an integrated child rights approach that balances the need for justice with the imperative of protecting vulnerable children. The article emphasizes the need for reforms that not only focus on punitive measures but also prioritize the rehabilitation and reintegration of juveniles into society, ensuring that their fundamental rights are upheld in every step of the legal process.


Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Key words: Juvenile Delinquency, Child Rights, Legal Framework, Juvenile Justice Act, Rehabilitation

  License

Creative Commons Attribution 4.0 and The Open Definition


  Paper Title: Hybrid Deep Learning Architectures for MRI-Based Brain Tumor Diagnosis

  Author Name(s): Aarti Verma, Prof. Ashish Tiwari

  Published Paper ID: - IJCRT2511576

  Register Paper ID - 296992

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2511576 and DOI :

  Author Country : Indian Author, India, 462038 , Bhopal, 462038 , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2511576
Published Paper PDF: download.php?file=IJCRT2511576
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2511576.pdf

  Your Paper Publication Details:

  Title: HYBRID DEEP LEARNING ARCHITECTURES FOR MRI-BASED BRAIN TUMOR DIAGNOSIS

 DOI (Digital Object Identifier) :

 Pubished in Volume: 13  | Issue: 11  | Year: November 2025

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 13

 Issue: 11

 Pages: e922-e932

 Year: November 2025

 Downloads: 56

  E-ISSN Number: 2320-2882

 Abstract

Hybrid deep learning architectures have emerged as a powerful solution for addressing the complexity of MRI-based brain tumor diagnosis, a domain characterized by heterogeneous tumor morphology, multimodal imaging protocols, and the need for accurate, early detection. Traditional convolutional neural networks (CNNs), although highly effective at learning spatial features, often struggle to capture long-range dependencies, multi-sequence relationships, and contextual variations inherent in brain tumor MRI data. By integrating complementary modules such as recurrent neural networks, transformers, generative adversarial networks, and classical machine-learning classifiers, hybrid models leverage the strengths of each component to enhance feature representation, robustness, and generalization across scanners and institutions. Advances in multimodal MRI--including T1, T2, FLAIR, and contrast-enhanced sequences--further motivate hybrid architectures by providing diverse inputs that benefit from sophisticated fusion strategies. Preprocessing pipelines involving skull stripping, normalization, and denoising underpin the reliability of these systems, while hybrid CNN-GAN and CNN-Transformer approaches demonstrate improvements in tumor detection, classification, and segmentation, particularly for complex tasks such as delineating glioma subregions or distinguishing tumor grades. Benchmarking on datasets such as BraTS, TCGA, and REMBRANDT reveals consistent performance gains for hybrid models, although issues of domain shift, annotation scarcity, and limited cross-dataset validation remain significant barriers. Despite impressive accuracy metrics--including enhanced Dice scores, F1-scores, and reduced false positives--clinical integration is hindered by computational cost, interpretability challenges, and regulatory constraints. Overall, hybrid deep learning architectures represent a promising path toward more reliable and clinically useful MRI-based brain tumor diagnosis, while highlighting the need for improved datasets, standardized evaluation protocols, and greater emphasis on robustness and transparency.


Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Deep Learning, MRI, Brain Tumor, Convolutional Neural Networks, T1, T2, FLAIR and GAN

  License

Creative Commons Attribution 4.0 and The Open Definition



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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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