Sharing of experimental clinical research data usually happens between individuals or research groups rather than via public repositories, in part due to the need to protect research participant privacy. This approach to data sharing makes it difficult to connect journal articles with their underlying datasets and is often insufficient for ensuring access to data in the long term. Voluntary data sharing services such as the Yale Open Data Access (YODA) and Clinical Study Data Request (CSDR) projects have increased accessibility to (...) clinical datasets for secondary uses while protecting patient privacy and the legitimacy of secondary analyses but these resources are generally disconnected from journal articles—where researchers typically search for reliable information to inform future research. New scholarly journal and article types dedicated to increasing accessibility of research data have emerged in recent years and, in general, journals are developing stronger links with data repositories. There is a need for increased collaboration between journals, data repositories, researchers, funders, and voluntary data sharing services to increase the visibility and reliability of clinical research. Using the journal Scientific Data as a case study, we propose and show examples of changes to the format and peer-review process for journal articles to more robustly link them to data that are only available on request. We also propose additional features for data repositories to better accommodate non-public clinical datasets, including Data Use Agreements (DUAs). (shrink)

Luxury consumption has grown exponentially across the globe. This growth was fuelled more by the emerging non-Western countries such as India. Consumers in this country are more tech savvy and are a new set of individuals who are totally different from the old, conventional consumers of the Western countries. These new individuals consume luxury to develop their digital self. Unfortunately, this area is not researched in the literature. This article fills this lacuna in extant literature. To address this issue, we (...) comprehensively reviewed the current research from the area of luxury consumption, digital usage, digital self and subsequently developed a conceptual framework. This framework has three stages: individual that has interpersonal, power, symbolic and emotional needs; social dimension that is formulated and develops from the reference groups. Further, individuals develop the ‘we approach’ along with social groups. This approach is associated with strong ties, fortified nods, positive interactions and exclusivity. These elements lead to the development of digital self that provides happiness and pleasure to the individuals in terms of luxury consumption. (shrink)

In natural language processing (NLP), named entity recognition (NER) and semantic classification are essential tasks. NER is a fundamental task, that identify named entities in text such as people, organizations, and locations. In Legal domain, NER is particularly important due to the variety of named entities that appear in legal documents and are important for legal analysis whereas Semantic classification is the process of giving each sentence in a text a semantic label, such as ”fact,””arguments,” or”judgement”. Both NER and Semantic (...) classi- fication are critical component of many NLP applications such as Knowledge base construction and semantic search. Semantic searching of legal documents is a powerful technique that can be used to quickly find the information that you need. By combining NER and semantic classification, one can identify the key elements of a legal document and search for documents that are related to a particular topic or contain a particular type of information. This paper proposes a novel approach to NER and Semantic classification in legal domain using Long short-term memory (LSTM) model. The proposed approach is evaluated on a corpus of legal text and the result of this study suggest that LSTM models are a promising approach for NER and Semantic classification in legal domain and can be used to improve the performance of semantic searching of legal documents. (shrink)

In India, the distinction between news reporting and prejudicial opinions has become increasingly hazy due to media prosecutions. The Siddiqui Kappan case illustrates the difficulties involved in m...

Digital evolution in the banking sector refers to the integration and development of digital innovations, such as internet banking, mobile applications, AI, and data analytics in banking operations and customer service measures. The research examines the influence of digital development on customer interaction strategies in the banking sector. As banks increasingly adopt digital tools to meet customer expectations for convenience and personalized services, the dynamics of customer relationships are changing. The study purpose is to understand how digital transformation influences customer (...) engagement, satisfaction, loyalty and challenges banks face in maintaining personalized interactions in a digital environment. The study looks into a number of factors, including digital engagement, customer satisfaction, service personalization, customer loyalty, service accessibility, trust and security. The study involves 600 banking customers filling out a questionnaire after being informed about the purpose of the survey. SPSS was employed to conduct various statistics tests such as, pearson correlation, chi square, and t-test the obtain data and variables. The result indicates a positive correlation between the adoption of digital banking solutions and increased customer engagement. Research results underscore the importance of continued investment in a digital technologies to maintain a competitive edge in the banking industry. Banks that effectively integrate digital tools into their customer relationship management practices are better positioned to evolving requirement of customers, leading to improved satisfaction and loyalty. (shrink)

Reward attribute, i.e. long-term versus short-term reward, is the most commonly analyzed choice attribute in Iowa Gambling Task . The present study employs measures of individual differences to explore preferences in IGT choices, based on punishment attribute along with the reward attribute. Three questionnaires were employed to analyze whether preferences were based on reward or on punishment attribute of the IGT choices. The T test indicated a selective preference for punishment, but not for reward attribute. Pearson’s correlation revealed that rational (...) information processing is associated with more choices from infrequent–large punishment decks. Regression analysis indicated that rational information processing, tendency to maximize-experience regret, and risk attitude accounted for selective preferences based on the punishment attribute. Measures employed were unrelated to reward attribute of the IGT choices. Results are explained in terms of choice preference for frequent but smaller magnitude versus infrequent but larger magnitude punishment in IGT. (shrink)

In educational organizations, digital resource management refers to the organization and enhancement of electronic resources, including databases, libraries, and digital instructional materials. Excellent administration ensures optimal utilization, improves accessibility, and advances learning objectives. To achieve better institutional results, this approach entails incorporating digital tools, handling issues like data security and user training, and adjusting to new technological developments. Using an emphasis on the integration of digital libraries, e-learning platforms, and research databases, this study investigates the technologies and approaches used in (...) maintaining digital resources within higher education circumstances. Through the use of a survey research design, this study employed a quantitative research methodology. Data gathered from a sample of 250 undergraduate students was utilized in this investigation. This study looks at the connections between teaching profile (TP), technology competence (TC), digital technology awareness (DTA), utility perception (UP), and usage motivation (UM). SPSS was utilized statistically to obtain the outcomes. Descriptive, correlation, and regression analysis were used to obtain the results utilizing data gathered from a sample of university participants. Significant of both conceptual and actual consequences have resulted from the findings.According to the study's findings, efficient use of digital resources in academic institutions greatly improves accessibility and resource utilization, both of which contribute to better learning outcomes. (shrink)

Digital marketing tactics, such as social media advertisements and online promotions, have an impact on customers' propensity to make purchases, influencing their purchasing decisions and behaviors. The effect of digital media marketing on consumers' intentions to purchase, is the term used to describe this phenomenon. Digital media marketing tactics have a problem that they can't take into consideration the variety of customer behaviors, which could result in generalized findings that are not applicable to certain market personal preferences. Randomly collected 180 (...) participants for this study to find the impact of digital media marketing on customer buying intentions, and randomly questionnaires were collected. There are some factors depicted in this study that Consumer Purchase Intension (CPI) is a dependent variable, and independent variables such as Perceived Relevance (PR), Frequency of Exposure (FE), Content Quality (CQ), Platform Trust (PT), and Social Proof (SP). Digital media marketing's effect on consumers' ability to make purchases is investigated using statistical analysis using PLS-SEM, CFA, reliability, and Cronbach's alpha. The results of this investigation indicate a strong connection between CPI and digital media marketing and with reliable structures and believable models, it has successfully influenced consumer behavior and decision-making processes. (shrink)

Media portrayal has a huge impact on young fashion and style preferences, driving both social and personal trends. This study investigates whether media portrayals, such as social media, television, and fashion businesses, influence young adults' fashion choices and self-image. The study investigates the influence of exposure to media on fashion preference formation through the analysis of collected datasets. The key findings show that fashion personalities and media channels have a significant impact on style acceptance. The study focuses on how brand (...) reputation and the variety of media content impact consumer behavior. It employs SPSS software to conduct statistical methods, such as Chi-Square tests, to examine the link between demographic factors and media influence. The findings underscore the dynamic nature of fashion trends influenced by media and emphasize the need to understand how media shapes the fashion choices of today's youth. (shrink)

Organizational operations have been modified by using the rise of digital innovation, which has increased consumer interaction, accelerated efficiency, and stimulated overall growth. But obstacles like converting organizational adoption charges and a quickly evolving era would possibly make it more difficult to generalize effects across of different sectors and ancient intervals. To overcome these constraints, a thorough examination of the impact of digital innovation on organizational growth is carried out in this study. This study investigates the connection among Digital infrastructure (...) (DI), Digital Innovation practices (DIP), Adoption of advanced digital technologies (ADT), Leadership support (LS), Organizational growth (OG), and Employee digital capabilities (EDS) utilizing Structural Equation Modeling (SEM) and CFA test. SEM is used to evaluate the causal pathways between constructs and the connections between latent variables and their indicators. CFA is a method used to validate the dimension model by examining the relationships between observed indicators and their underlying constructs. A systematic questionnaire with a Likert scale rating was used to collect data from 600 populations. The measurement model assessed the validity and reliability of latent constructs, while the structural model analyzed the relationship between constructs based on the proposed hypotheses. The structural model revealed that DI, LS, and ADT are positively connected to the DTP, and OG, between digital innovations on organizational growth. (β = 0.58,0.54,0.60 and 0.62,p < 0.05), providing well support for hypotheses 1, 2, 4, and 5. The SEM and CFA confirm the robustness of these relationships. The findings underscore the critical role of digital infrastructure and leadership in driving effective digital practices and fostering growth. (shrink)

Smartphone acceptance could improve instruction, increase accessibility, and foster student involvement, which is a fundamental element in the development and application of m-learning in the classroom. This process reflects continuing advancements and versions in educational methods. The effect of mobile technology adoption in classrooms is examined in this study, focusing on its effects on student engagement, educational outcomes, and the associated infrastructure and support. The study comprised qualitative and quantitative data collected from 300 students using a mixed-method approach. Five key (...) variables related to mobile technology use were integrated, and SPSS software was employed for analysis. Descriptive statistics were used to compute an adoption index, highlighting positive student feedback and assessing technological integration, despite, to assess variations in student satisfaction and academic achievement; a one-sample t-test was used. Results revealed significant positive impacts on engagement and outcomes, though challenges in infrastructure and cost price. The findings highlight how mobile technology could transform education, but they also highlight how much additional resources and encouragement are required to ensure that it is as sustainable and effective as possible. (shrink)

The purpose of this article is to unearth the dimensions of quality of work life and work–life balance and to find the impact of the quality of work life on work–life balance. Data have been gather...

The purpose of this paper is to analyse and understand how specific advancements in the area of marketing and organisation affect the overall firm performance (FP) given that there are diverse ways in which innovation boosts up corporate revenues, marketing innovation (MI), leadership innovation (LI), organizational innovation (OI), process innovation(PI), and customer engagement innovation (CEI) as the independent variables in the framework with FPbeing the dependent variable, through the collection of surveyed data from 150 firms across different industries and subsequent (...) analysis using SPSS 25. Descriptive analysis pointed out that OI was equally high with a mean of 4.2 indicating is prominent role. Multiple regression analysis identified CEI having the largest positive effect on FP (B= 0.35,p = 0.000). ANOVA result showed that PI contributed the most significant variance in the FP (F=7.89,p = 0.008). The study provides understanding on how different types of innovations create corporate success and highlights the key innovation of CEI for enhancing the FP. (shrink)

Contributed articles on relevence of Indic philosophy in modern period; commemorative volumes.