Loss of life and property due to natural disasters (floods, wildfires, earthquakes, etc.) is an all too common occurrence each year. The speed and effectiveness of any disaster response operation relies heavily on two factors: 1) quality of situational awareness; and 2) time it takes to gather that situational awareness. Many traditional methods of monitoring disasters utilize manual inspections of satellite images, resulting in substantial delays and limited spatial coverage. In this paper, we introduce a real-time video intelligence framework that leverages deep learning object detection, semantic segmentation, and video stream analysis to provide actionable situational awareness during natural disaster events. .

Women’s rights and social empowerment have become central to discussions of inclusive development in India, yet their regional expression remains highly uneven. Hooghly district of West Bengal offers an important case for examining these changes because it combines relatively urbanized industrial belts with extensive rural agrarian areas. This study analyzes the status of women’s rights and social empowerment in Hooghly through a rural–urban perspective, focusing on demographic profile, educational attainment, access to resources, and spatial inequality. The study is based entirely on secondary data drawn from Census 2011, district statistical sources, NFHS-5 indicators for West Bengal, and published research on women’s status in Hooghly. .

This paper examines how the discourse of personal empowerment in the writings of women authors from North East India can be read alongside key ideas in Swami Vivekananda’s thought. It does not argue for direct literary influence; rather, it develops a comparative interpretive framework. Vivekananda’s emphasis on education, inner strength, freedom, dignity, self-realization, and the spiritual equality of women offers a useful lens for reading the self-assertive voices found in the works of writers such as Mamang Dai, Temsula Ao, Easterine Kire, and Esther Syiem. Scholarship on North East Indian women’s writing shows that these authors repeatedly foreground identity, memory, orality, trauma, cultural survival, and women’s agency in the face of marginalization and political violence. .

Academic success, emotional steadiness, and social adaptation are all greatly impacted by first-year GNM nursing students' mental health. Students are more likely to have emotional and mental difficulties throughout the transition from school to nursing school due to the increased academic pressures, more exposure to clinical settings, and the loss of established support networks. As a peer-based intervention, the Friendship Circle Model aims to raise students' consciousness of mental health issues, change their perspectives on mental illness, and fortify their support systems amongst their peers. Students participate in controlled small-group interactions within this paradigm, during which they talk about their lives, their feelings, and how they're doing emotionally..

The importance of medicinal plants in human civilisation has been crucial from the beginning of human history. Almost every culture and civilisation in the world has relied on these plants for medicinal purposes. Many contemporary pharmaceuticals have their origins in medicinal plants, which are considered a treasure trove of traditional remedies. Herbal remedies, culinary seasonings, and illness preventatives have all been a part of human medicine for thousands of years. This research shows that medicinal plants are useful for more than only treating illnesses; they may also promote health and aid in the search for new drugs. .

In the current study, the kinetics and the mechanism of oxidation of glycine by N-bromoanisamide in an acidic medium is studied. The reaction was conducted in pseudo first-order conditions in the presence of excess glycine and the reaction progress was monitored iodometrically. The findings demonstrate that the reaction is of first-order kinetics with respect to the oxidant and that it is influenced by glycine concentration. The rise in the concentration of hydrogen ions will cause the reaction rate to decrease indicating that there is protonation equilibria of glycine..

The synthesis of ceria-zirconia mixed oxide nanoparticles was made through a microwave-assisted combustion process in which cerium nitrate and zirconyl nitrate were used as raw materials and ascorbic acid was used as a fuel. Different molar ratios were used to perform the synthesis to examine how zirconium doping affects the physicochemical characteristics of the ceria. The ready nanoparticles were systematically analyzed in the form of UV- visible spectroscopy, Fourier transform infrared spectroscopy, X-ray diffraction, scanning electron microscopy, and Raman spectroscopy..