Volume 14 | Issue 7 |

 Abstract

The recruitment and placement process in educational organizations most of the times are separated, slow, and they don't have standard methods for evaluating candidates. Students, colleges, and employers each work from their own separate platforms, and this causes a lack of coordination, less opportunities for interview practice, and different methods of assessing candidates. In order to solve these problems, this article suggests an AI-based integrated platform that brings all the parties together into one single system characterization. Artificial intelligence is used by the system so that it can simulate the interviews in real-time and also carry out automatic evaluation of the candidate based on their technical knowledge, communication skills, and confidence.It is developed with an expandable MERN-P architecture, which includes React. js for the frontend, FastAPI for the backend asynchronous processing, MongoDB for the data storage with high flexibility, and Supabase for the authentication and management of structured data. The platform has separate portals for the different categories of users like students, companies, and even administrators which allow them to interact with each other without any hindrance, manage the data in a centralized manner and keep track of the performance.Automated feedback and analytics are two of the great tools that can be used to boost student preparedness as well as the decision-making process. The solution put forward by this paper is one that will indeed bring in the factor of rise in productivity, giving room for growth and ensuring that the evaluation is carried out from the standpoint of fairness, thereby making this system the right fit for the contemporary recruitment.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Artificial Intelligence, Recruitment System, Mock Interview FastAPI MERN Stack NLP,Real-Time,Systems,StudentPortal,Placement System.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Information and communication technology (ICT)has emerged as a key reshaping indian agriculture by enhancing farmers access to information markets and improved farming practices

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Information and communication technology (ICT) digital agriculture crop productivity market access agricultural development

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The US-Iran conflict, particularly the 2026 Hormuz War and its aftermath, has presented one of the most significant foreign policy tests for India in the post-Cold War era. This paper critically examines India's diplomatic position toward the US-Iran conflict, analyzing the tension between New Delhi's professed commitment to strategic autonomy and its growing alignment with the United States and Israel. Through a qualitative analysis of official statements, diplomatic actions, scholarly literature, and policy reports, this research argues that India's response to the conflict reveals a fundamental contradiction: while publicly maintaining a discourse of multi-alignment and strategic autonomy, India's actual diplomatic posture has demonstrated a discernible tilt toward the US-Israel axis, with significant costs for its credibility, regional influence, and long-term strategic interests. The paper develops a conceptual framework--the Strategic Autonomy-Actual Alignment Paradox--to explain this disconnect and assesses its implications for India's foreign policy in an increasingly polarized world order.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

India, strategic autonomy, multi-alignment, US-Iran conflict, West Asia diplomacy, foreign policy

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract Euthanasia -the deliberate ending of a person's life to relieve suffering -remains one of the most doctrinally unsettled areas of Indian constitutional law. In the continued absence of dedicated legislation, the contours of the right to die have been shaped almost entirely through a sequence of Supreme Court decisions stretching from P. Rathinam v. Union of India in 1994 to Harish Rana v. Union of India in 2026. This paper traces that judicial trajectory, examines the constitutional reasoning underlying the recognition of passive euthanasia and the living will, and evaluates the procedural reforms introduced by the 2023 modification of the Common Cause guidelines. It argues that Indian judicial trends reveal a cautious, incremental expansion of the right to die with dignity, marked by a persistent unwillingness to permit active euthanasia and a growing recognition that excessive procedural safeguards can themselves defeat the very dignity interest that Article 21 protects.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

EUTHANASIA, JUDICIAL TRENDS, PROCEDURAL ,SAFEGUARS

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract Women Excise Officers in Kerala play a crucial role in enforcing excise laws, preventing illicit liquor trade, conducting inspections, and ensuring public safety. However, the demanding nature of their profession exposes them to various forms of occupational stress. Long working hours, field duties, workplace discrimination, safety concerns, work-life imbalance, and societal expectations significantly affect their physical and psychological well-being. Despite the growing participation of women in the Excise Department, limited research has focused on the stress factors affecting them and the effectiveness of existing stress management practices. This study aims to identify the major stressors experienced by women excise officers in Kerala and evaluate the effectiveness of current stress management strategies. The findings indicate that occupational stress arises from role conflict, exposure to risky field operations, organizational challenges, and inadequate institutional support. The study highlights the importance of developing gender-sensitive stress management programs, strengthening organizational support systems, and promoting employee well-being. The findings are expected to assist policymakers and department administrators in creating a more supportive and inclusive work environment that enhances both employee welfare and organizational effectiveness.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Keywords: Stress Management, Women Excise Officers, Occupational Stress, Work-Life Balance, Kerala Excise Department

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper examines reasons behind the failure of justice and police sector reform in Afghanistan in the decade of 2001-2021 which did not manage to set up strong independent judiciary and law enforcement systems. The findings show that from the outset donor countries allocated resources to the military sector to the detriment of the justice and police sectors, resulting in chronic underfunding, weak infrastructure and untrained personnel. With rising insecurity, the police became more and more militarized, pulling them away from their core mandate of policing. Reforms to professionalize the force post-2013 were undercut by declining aid and deteriorating security. Continued corruption, a lack of coordination between donors, the capture of justice institutions by warlords and poor coordination between agencies further undermined public confidence and pushed Afghans into traditional dispute resolution mechanisms and, in contested areas, Taliban shadow courts.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Afghanistan, justice sector reform, rule of law, corruption, Taliban shadow courts.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In the current digital era, the grocery business has transformed significantly due to the growth and increased popularity of online grocery purchases. The market for online groceries has grown significantly in recent years due to the rapid shifting of consumer habits and a growing need for convenience while shopping. The grocery retail industry has seen tremendous change due to the growth of digital platforms, especially after COVID, and the customers now frequently choose to purchase groceries online. This study emphasizes advertising expenditures as the variable that is independent and the total earnings, revenue, and total expenses as the dependent variables. This study examines how digital marketing affects the financial success of a few chosen online grocery platforms. The study examines data from three well-known e-grocery platforms--Big Basket, Blinkit, and Swiggy Instamart -- over a six-year span from 2018 to 2023 using a one-way ANOVA approach including introductory approach towards post - hoc analysis. These platforms were chosen using a purposive sampling technique in the light of their market dominance and dependence on digital marketing tactics. According to the results, there is a statistically significant connection between expenditures on advertising and financial results, with changes in advertising expenditures resulting in appreciable fluctuations in overall revenue, sales, and expenses. The findings emphasize, how important digital marketing expenditures are to e-commerce platforms' financial performance and the necessity of smart budget allocation to optimize the profits. This study adds to the expanding compilation of research on the efficacy of marketing through digital channels in the field of online retail industry.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Advertising Expenses, Digital Marketing, Financial Indicators, Financial Metrics, E-grocery Platforms

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Now a days mental health disorders are a major problem. Anxiety, depression, bipolar illness, long-term stress, and various personality disorders are common conditions. Due to non availability and less access to physicians and other medical specialists, many issues go undetected. This method automatically determines whether a person is suffering from mental health issue is proposed in this research. To examine what people write and attempt to comprehend their behaviour, we employ a technique known as Support Vector Machines. The technique known as Term Frequency-Inverse Document Frequency to quantify what people write. I also employ a list of words that are related to emotions to obtain a better grasp of what individuals are writing. I used a corpus of texts from people to test our system. 52,680 writings were present. Iam able to identify the type of behaviour they represented because they were all labelled and attempted numerous approaches of training our system to acquire the best results. The suggested approach performed well in classification across all behaviour categories. Compared to the systems used in this purpose, this is superior. Addition to that this tool that can be used to assess individuals mental health issues instantly. Support Vector Machines is one tool for this and the outcome is satisfactory. The persons who are suffering from mental health issues will be benefitted from this system.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Psychological Behaviour Classification, Support Vector Machine, TF-IDF, NRC Emotion Lexicon, Hybrid Feature Fusion, Mental Health NLP, Multi-Class Classification, Affective Computing.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract: Introduction: Persons with Lower Limb Cellulitis and chronic oedema experience a broad range of physical impairments such as heaviness of the limb, weakness and pain, in addition to difficulties with walking standing and bending. It has affected their social functioning and their ability to participate in recreational activities. Prolonged oedema has significant emotional, social and personal consequences for persons' quality of Living. Multiple recurrence occurrences reduce an individual's wellbeing, which can have a negative wallop on the disease's progression. Present study assessed the quality of life of individuals with recurrent Lower limb cellulitis. Methodology: A qualitative study employing an explanatory sequential design was conducted among 10 patients with recurrent lower limb cellulitis using criterion sampling. In-depth, semi-structured interviews were conducted using an interview guide developed from a 10-item quality-of-life questionnaire. The interview data were analyzed using thematic analysis, from which key themes and subthemes emerged from the participants' narratives. Ethical approval for the study was obtained from the Institutional Review Board, and written informed consent was obtained from all participants prior to data collection. Result: The thematic analysis demonstrates that recurrent lower limb cellulitis adversely affects all major domains of quality of life--physical, functional, social, and psychological. Pain, impaired physical functioning, self-care limitations, reduced social participation, and emotional distress were consistently identified as the predominant experiences of the participants. Conclusion: The study emphasizes the importance of understanding patients' lived experiences to deliver holistic nursing care. Findings underline the need for future research to tailor health education, emotional support, and collaborative community engagement Key words: Recurrent Cellulitis, Quality of Life, Lower Limb,

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Key words: Recurrent Cellulitis, Quality of Life, Lower Limb,

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

CNS

  License

Creative Commons Attribution 4.0 and The Open Definition