Volume 13 | Issue 4 |

 Abstract

Effective therapy of Parkinson's disease (PD), a progressive neurodegenerative disease that affects both motor and non-motor abilities, depends on an early and precise diagnosis. This study investigates a hybrid strategy for reliable PD diagnosis in humans that blends deep learning and machine learning models. Because of its layered structure, ResNet can extract high-dimensional, complicated features that are crucial for identifying minor patterns linked to Parkinson's disease.

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 Keywords

Parkinson's disease (PD), magnetic resonance imaging (MRI), pre-trained ResNet-18, support vector machine.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Arishta means the fatal signs and symptoms which denotes imminent death. The detailed description of these Arishtas is found split into 12 chapters of Indriya Sthana of Charak Samhita. Arishtas definitely occur in diseased person before death [1]. This concept of Ayurveda is unique in itself and can help to assess the estimation of survival time and prognosis both at the same time. Indriya Sthana consists of 12 chapter, out of which the tenth chapter is discussed in this article. The 10th chapter deals with the Arishtas which indicate death within 3 to 7 days of time [2]. Hence, an in-detailed study of this chapter could help to determine the specific quality and probable survival time along with the prognosis of the disease.

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 Keywords

Arishta, death, sensory organs, prognosis, diseases, etc.

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Creative Commons Attribution 4.0 and The Open Definition

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Divulging a strong undercurrent of environmental ethics, the animal stories of Dhan Gopal Mukerji serve as the early source for ecological awareness. Dhan Gopal Mukerji was an early twentieth century Indian-American writer often remembered for his contribution to children's literature. His works build a cultural bridge between the East and West. Mukerji's childhood experiences in the wilderness of Indian jungle subtly influence his narratives which are derived from the Vedantic perspectives of ahimsa (non-violence) and interconnectedness among all forms of life. Mirroring deep ecology, his philosophy sees humans as part of a larger web of life and not as superior to it. Mukerji's portrayal of animals and nature align with eco-centric environmental concerns where all living beings are considered valuable in themselves, not just in relation to human use. Mukerji's works highlight the trauma faced by animals due to human conflicts criticizing anthropocentricism. Though Mukerji may not be explicitly categorized as an environmental activist but a close reading of his works reveals how living in harmony with nature was a major concern in his writings dedicated to children. He undoubtedly was the pioneer of nature writing even before the genre became popular.

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 Keywords

Eco-literature, Animal empathy, Harmony, Eastern philosophy, Coexistence, Environmental ethics, Spiritual Oneness

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This review attempts to present studies that are directly or indirectly relevant to the concepts of need and anxiety. The information included is drawn from both primary and secondary sources. Every effort has been made to incorporate pertinent literature that has a direct bearing on the subject.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

desire, construct, dissatisfaction, biologically, environments, encompass fundamental

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Creative Commons Attribution 4.0 and The Open Definition

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The GST (Goods and services tax was introduced on 1st July, 2017 as a historic step in the trajectory of advancements in indirect taxation system in India as it was meant to increase revenue productivity in India by widening the eligible tax base, removing cascading effect of indirect taxes and putting an end to multifarious and complex indirect tax system in India and replace it with one single indirect tax applicable across the nation. This research studies the impact of the implementation of GST on the long-term growth and development and employment generation in MSMEs in Textile Sector in Northern Delhi; in places like Karol Bagh, Rohini, Gandhi Nagar, Chandni Chowk and Samaypur Badli. By employing graphical analysis tools like Pie charts and qualitative analysis based on data and subjective comments in the survey, the study aims to provide a holistic view on the problems faced by MSME owners and benefits enjoyed by them due to developments in the GST system, like boost in export competitiveness and removal of cascading effect. The research also makes use of secondary qualitative data from government reports and case studies available online. Inferences from the research suggest that several creeping problems like disruptions in supply chain, fluctuation in price of raw material, excessive compliance costs and delays in receiving input tax credit still continue to haunt MSMEs while the benefits of it are also enjoyed by them.

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 Keywords

Textile, Supply chain, logistics, Goods and Services Tax (GST), inverted Duty structure

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Creative Commons Attribution 4.0 and The Open Definition

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Aim and objectives: To assess the efficacy of synbiotic product among selected PCOS (Polycystic ovarian syndrome) adult women from the age group of 20-40 years. Methodology: A Quantitative Approach, the True experimental research design was adopted to assess the effficacy of synbiotic product among PCOS (Polycystic ovarian syndrome)adult women in Kavitha Fertility Hospital, Coimbatore who fulfilled the inclusion criteria. A sample of 50 adult women from the age group of 20-40 years with PCOS was selected, from which 10 women were assigned to an experimental and control group, with 5 participants in each group. Both groups had a pretest to assess the clinical manifestations of PCOS. The experimental group then received a Synbiotic product supplementation for a period of 30 days, while the control group did not receive any supplementation. Following the 30th-day supplementation period, a post-test was conducted to evaluate the clinical manifestations of PCOS in both groups. The experimental group and control group were had a pretest and post-test assessments of ovarian volume by Transvaginal ultrasound scan Results: The study findings revealed that the post-test clinical manifestation unpaired 't' value for BMI was p=0.031, for waist-hip ratio was p=0.013, and for ovarian volume p=0.006 levels of clinical manifestations indicates a high statistical significance at p< 0.05 among PCOS adult women from the age group of 20-40 years. Conclusion: The results revealed that the synbiotic Product was effective in alleviating the clinical manifestations among PCOS adult women from the age group 20-40 years.

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synbiotic product, clinical manifestations, PCOS

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Creative Commons Attribution 4.0 and The Open Definition

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A comparative study to assess the knowledge and attitude on prevention and management of tuberculosis among the population in selected urban and rural area of district Fatehabad.In this study the urban population knowledge was adequate in only 4% of the participant where as in rural population it was adequate in only 0% of the participant. in urban population the attitude was found to be good for 56% and in rural population it was 45%.study concludes that the general population should be sensitized with the knowledge of tuberculosis and its management to enhance their understanding and to have a better attitude.

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comparative, Assess, Association, knowledge ,Attitude , Population ,Tuberculosis,Urban, Rural.

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Creative Commons Attribution 4.0 and The Open Definition

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Skin cancer refers to the abnormal growth of skin cells, typically triggered by DNA damage from exposure to ultraviolet (UV) radiation, leading to uncontrolled cell division and the formation of malignant tumors. Common signs of skin cancer include changes in the size, shape, color, or texture of moles or lesions, as well as the development of new growths or sores that do not heal. Early detection of skin cancer is crucial for successful treatment and improved prognosis. However, traditional methods of skin cancer diagnosis are often subjective, time-consuming, and reliant on expert interpretation, leading to challenges in accessibility and accuracy. In recent years, advances in image processing and machine learning have offered promising avenues for improving skin cancer detection through automated analysis of dermatoscopic images. It proposed the development and implementation of a novel skin cancer detection system utilizing convolutional neural networks (CNNs) for automated lesion classification. The system integrates features for data preprocessing, feature extraction, CNN model training, and diagnostic output visualization. Leveraging a diverse dataset of dermatoscopic images, the CNN model demonstrates high accuracy and robust performance in distinguishing between benign and malignant lesions.

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 Keywords

Parkinson's Disease (PD), Magnetic Resonance Imaging (MRI), Pre-trained ResNet-18, Support Vector Machine, Fuzzy Support Vector Machine.

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Creative Commons Attribution 4.0 and The Open Definition

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This paper explores the ethical and moral values embedded in the short stories of classical Sanskrit literature. By analyzing texts such as the Panchatantra, Hitopadesha, and Jataka tales, this study aims to uncover the philosophical ideals and moral teachings that these stories present. These tales, often written for both entertainment and instruction, reflect the cultural values of ancient India and continue to provide timeless insights into ethics, morality, and human behavior.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Ethical Values, Short stories, Pancatantra, Hitopodesha

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

A song recommendation machine is designed to provide personalized musical recommendations based on person options, helping people discover new collections of melodies tailored to their tastes. By taking advantage of the higher algorithms, the Gadget improves the general listening and simplifies the exploration of the melodies. As the melody performs an important function in the day -to -day life, Want's advice structures for sensitive transmission is more exceptional than ever. This framework carries detailed methodologies, equipment and implementations to guarantee adaptability and precision. It gives an uninterrupted and interactive person who delights, dynamically thinking of variables beyond listening discs. By promoting the effective interaction of the human computer, the system offers precise and custom -made recommendations, saving time and enriching the musical discovery for customers.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Chatbot, song recommendation, Spotify API, Last.FM API, generation of reproduction lists.

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Creative Commons Attribution 4.0 and The Open Definition