Volume 13 | Issue 3 |

 Abstract

A positive school climate is a analytic factor in fostering inclusive education, guarantee that student of all abilities, they feel safe, valued and supported. This research explores the connection between school climate and inclusive education by evaluating important factors such as student's interactions and the availability of resources. Indicate that teacher training in inclusive education peer support and well define policies contribute to a welcoming and healthy inclusive climate however there are some challenges also such as resource limitation and negative basis towards students with disabilities affects the complete establishment of inclusive education. While looking at this we reached out to a qualitative approach through the data we have collected from teacher and student's perspectives in surveys as well as with classroom observations along with four middle schools along with inclusive education programs.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

learning environment, student's interactions, inclusive schooling.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In our society when we think about men, we think about power, dominance, patriarchy, masculinity, authoritative, ambitious, competitive etc. We think about them in such way because our thoughts are often shaped by cultural, societal, and personal influences. These perceptions of ours about men are influenced by stereotypes, personal experiences and the media. Power, dominance, authoritative, ambitious and competitive can also be the qualities of a woman but because we are so influenced by the gender roles and societal norms that we always consider men as the one who should take responsibility and be the provider for their family. In our society we expect men to toughen up, ignore their emotions and just focus on becoming the breadwinners of the family. Because of these reasons many men try to bottle up their emotions and just work towards providing for their family irrespective of their current mental and emotional state. Through this research we will be able to understand that how societal norms and expectations shape men's identity, influencing their personality, behaviour and character. To have a better understanding of this phenomena, interviews were conducted of male participants, which included in depth interaction and telephonic interviews of the participants. Through these discussions and interviews it has been discovered that the social institutions like media, family, peer groups and the society itself plays a major role in the development of men's identity, influencing their choices, their reactions to a particular situation, their way of thinking and thoughts about masculinity. From this research we can understand that not only women but men are also affected by patriarchy and gender roles impacting their overall personality, behaviour and character.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Patriarchy, Gender roles, Societal norms, Men's Identity, Masculinity, Indian society

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In this new era, there is a high rise of 'Influencers', their main job on the internet is influencing people regarding their lifestyle, clothing, beauty, healthcare, or even which products to consume on the market. Whether it's about promoting toxic masculinity or encouraging teenage marriages, the media has it all. Over the process of influencing, people who watch them religiously tend to follow all that their influencers do, and not all of those habits are healthy for the viewers. India, a country with a population of over 143 crore people, has a boom in media which has its own set of pros and cons. Media is an extremely powerful tool that either sets or breaks people's opinions on particular subjects. Now, it's up to the people on which type of content they want to consume and why. The problem here isn't that people are following them and have started to act like them, the problem occurs when they show content which is unrealistic but they need to upload it to gain viewers further leading to money, creating a fake lifestyle in a viewer's mind and destroying the rational mindset of our countries' population as the trend of media influencing is on extremely high demand. Here, while not just talking about social media, print media, and television media also produce controversial content after a point. Then if it's about creating bias content regarding a particular religion or normalizing gender roles in the society or even shaping an individuals' political views, people are informally absorbing these ideologies in their daily life and reflecting them in their surroundings. This paper is divided into three sections, Section one elaborates on the impact on viewers' mindset. Second section discusses the influence on viewers' opinions and the final section focuses on the impact on the future generation. The paper focuses on the negative and toxic side of media influencing through all the forms of societal aspects and how it has an impact on today's population, with the help of primary and secondary data.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Toxic, Influencer, Population, Indian society, Media, Social Media

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This project presents a Voice-Based Medical Diagnosis System using Python Flask. The system allows users to input symptoms via text or voice commands, leveraging machine learning to analyze symptoms, predict potential medical conditions, and suggest appropriate medications,precautions and diet. By integrating speech recognition, natural language processing (NLP), and AI-driven analysis, the system enhances accessibility, accuracy, and efficiency in preliminary medical diagnostics. Designed as a web-based application, it provides real-time feedback, making healthcare more inclusive for elderly users, visually impaired individuals, and those unfamiliar with medical terminology.

Licence: creative commons attribution 4.0

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Voice-based, medical diagnosis, Python Flask, Machine Learning, Symptom Analysis, Healthcare AI, Speech Recognition, Text and Voice Input, Disease Prediction, Preliminary Diagnostics, Medicine Recommendation, Doctor Consultation Suggestion, Accessibility in Healthcare, AI in Medicine, Healthcare Automation.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This project investigates the multifaceted impact of mobile device usage on children, particularly focusing on the exposure to age-inappropriate content and the rising prevalence of cyberbullying. As mobile technology becomes ubiquitous in children's lives, it is essential to understand the implications this has on their mental and emotional well- being. Through comprehensive analysis, this research aims to uncover patterns in mobile usage and assess the effectiveness of parental controls in mitigating risks associated with excessive screen time. By leveraging Python libraries for data analysis and conducting surveys via Google Forms, we aim to gather critical insights into children's interactions with digital devices. This study proposes a methodology for automatically transitioning mobile devices into kid-safe modes when usage patterns suggest the presence of a child, thereby enhancing digital safety without compromising accessibility.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Smart Child Safety, Mobile Device Usage, Cybersecurity, Parental Control, MachineLearning, Data Analysis, Digital Well-being.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Neem scrub is a popular herbal skincare product that offers numerous benefits for the face. Herbal scrub help to remove blackheads, lighten skin and improve skin tone. Herbal scrub removes dead skin cell dirt from skin, leaving it clean and refreshed. It also can help to soothe skin irritation such as redness, itchiness and inflammation. It is nature skin care product which is effective reducing acne and pimples by killing bacteria and reducing inflammation. It is also known for maintaining of skin health by reducing hyperpigmentation, prevent premature aging and wrinkles.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

scrub, hyperpigmentation, thermoregulation.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Image captioning is a crucial task in artificial intelligence that bridges the gap between computer vision and natural language processing. This project, AI-Based Image Caption Generator, aims to generate accurate and meaningful captions for images using deep learning techniques. The system integrates a Convolutional Neural Network (CNN) for feature extraction and a Recurrent Neural Network (RNN) with Long Short-Term Memory (LSTM) for sequential caption generation. To improve caption relevance, an attention mechanism is employed, allowing the model to focus on key image regions while generating descriptions. The model is trained on benchmark datasets like MS COCO and Flickr8k/30k, ensuring robustness in diverse image scenarios. Performance evaluation is conducted using standard metrics such as BLEU, METEOR, and CIDEr to assess the quality of generated captions. The proposed system has significant applications in image-based search, aiding visually impaired individuals, and automated content generation. This project aims to enhance the accuracy and contextual relevance of image descriptions, contributing to advancements in AI-driven image understanding.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Artificial intelligence, Convolutional Neural Network, Image Caption Generator, Recurrent Neural Network, LSTM, CIDEr, MS COCO

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This article provides an extensive analysis of fish farming production and commercialization in Haryana. In recent years, aquaculture in Haryana has experienced substantial expansion, with village and privately-owned ponds enhancing fish productivity. The state holds the second position nationally for fish output per hectare, achieving an average yield of 7,000 kg per hectare . Notwithstanding this achievement, obstacles in marketing infrastructure and post-harvest facilities endure, resulting in increased expenses for fish farmers who frequently must transport their products to adjacent states and markets. The analysis examines multiple facets of aquaculture, encompassing the species of fish raised, cultivation methods, and the economic repercussions on residents. It also analyzes the marketing channels employed by fish farmers, the efficacy of these channels, and the obstacles encountered in the production and marketing processes . The document emphasizes the necessity of enhancing post-harvest infrastructure and creating more fish markets inside the state to guarantee that fish farmers obtain profitable pricing for their products. This review seeks to elucidate the status of fish farming in Haryana by examining existing literature, case studies, and empirical data, while also proposing enhancements for production and marketing techniques. This study's findings can be a significant resource for policymakers, aqua culturists, and stakeholders in the fisheries industry, aiding in the sustainable growth of fish farming in the region.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Fish Farming, Production, Marketing, Haryana, Post-Harvest Infrastructure, Economic Impact, Fisheries Sector.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Hypertension, a chronic condition defined by blood pressure levels surpassing 140/90 mmHg, plays a significant role in worldwide health issues. Traditional antihypertensive treatments, including diuretics, calcium channel blockers, ACE inhibitors, and beta-blockers, while effective, frequently come with side effects such as fatigue, dizziness, and gastrointestinal problems. In contrast, herbal remedies have attracted interest due to their affordability, easy access, and minimal adverse effects. The use of medicinal plants is on the rise for hypertension management, offering safer therapeutic alternatives without triggering typical side effects like fatigue, sleeplessness, or irregular heartbeats. This review underscores the causes, symptoms, prevention methods, and treatment options for hypertension, highlighting the role of medicinal plants as a natural substitute for pharmaceuticals. It acts as a reference for examining the effectiveness of herbal treatments in controlling high blood pressure.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Hypertension, Beta blockers, ACE inhibitors, Garlic, Hibiscus.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Agriculture is undergoing a significant transformation driven by the integration of big data and emerging technologies. This paper examines the impact of these innovations on key aspects of farming, including crop health monitoring, market access facilitation, government support schemes, and weather forecasting. By leveraging advanced tools such as Artificial Intelligence (AI), the Internet of Things (IoT), and predictive analytics, these technologies optimize resource utilization, enhance productivity, and support sustainable farming practices. The study highlights the benefits of empowering farmers with real-time data and actionable insights, enabling better decision- making and reducing reliance on intermediaries. Additionally, it explores how digital platforms simplify access to government schemes, improve market connectivity, and mitigate the risks of climate variability through advanced forecasting tools. While these technologies present opportunities for increased yields and financial stability, challenges such as high costs, infrastructure requirements, and digital literacy gaps persist. The paper proposes scalable solutions that integrate local knowledge with advanced technology, emphasizing collaboration between governments, technology developers, and agricultural communities. By addressing these challenges and expanding access to digital innovations, the agricultural sector can achieve greater sustainability, improve farmer livelihoods, and contribute to global food security.

Licence: creative commons attribution 4.0

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

AgriVision360, Big Data Analytics, Digital Agriculture, Crop Health Monitoring, Market Access, Agricultural Technology, Government Schemes, Precision Agriculture, Climate Adaptation, Smart Farming, Technology Integration in Agriculture, Sustainable Farming Practices, Data-Driven Decision Making.

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Creative Commons Attribution 4.0 and The Open Definition