The modern abundance and prominence of data has led to the development of “data science” as a new field of enquiry, along with a body of epistemological reflections upon its foundations, methods, and consequences. This article provides a systematic analysis and critical review of significant open problems and debates in the epistemology of data science. We propose a partition of the epistemology of data science into the following five domains: (i) the constitution of data science; (ii) the kind of enquiry (...) that it identifies; (iii) the kinds of knowledge that data science generates; (iv) the nature and epistemological significance of “black box” problems; and (v) the relationship between data science and the philosophy of science more generally. (shrink)

For centuries women were not treated equal to men in many ways. They were not allowed to own property, they did not have a Share in the property of their parents, they had no voting rights, and they had no freedom to choose their work or job and so on. Gender inequality has been part and parcel of an accepted male-dominated Indian society throughout history. Women were expected to be bound to the house, while men went out and worked. This (...) division of labour was one of the major reasons why certain evils like 'Sati Pratha', ‘PardahSystem', 'Child Marriage', 'Dowry System', etc. took birth in our society. The traditional Indian mentality assumes that the place of women is mainly concentrated to the household activities like kitchen work and upbringing of the children. There is systematic discrimination against women economically, socially, politically and culturally more so, in India. These discriminations & disabilities are practised at all levels day in & day out. Women Empowerment is the ability of women to exercise full control over their actions. This means control over material assets, intellectual resources and even over their ideologies. It involves, at the psychological level, women's ability to assert them which has, so far, been constricted by the 'gender roles' assigned to them especially in a culture like India which resists changes. This essay throws light upon the different challenges that are faced by Indian Women and why there is still need for their empowerment. It will also focus on the efforts made by Government for empowerment of women. (shrink)

The viewpoint of the Indian way of thinking is a greater amount of inborn as opposed to outward. Which gives more worth to current realities. In any event, to know the idea of fundamental reality, human insight first needs to know the idea of the outside world. It specifies are additionally predominant in Upanishads, where it has been expressed that faculties are more extraneous while knowing the external world. This research paper particularly centers around the idealist viewpoint with uncommon reference (...) to Indian Philosophy. For a superior understanding, it will be partitioned it into three sections, in the first part, idealistic Upanishdic contemplations will be thought of, in the second part Buddhist optimistic idea will be clarified and in the third part Advaita Vedantic considered vision will be described. (shrink)

Public trust in research and its output is essential for a healthy modern society. Although the research enterprise is self- correcting, this self-regulation occasionally needs help. Over the years, research institutions, professional societies, and governments have established several protocols, codes of conduct, norms, and principles to enhance that trust in research institutions, funders, producers, publishers, and products.

The current COVID-19 pandemic and the previous SARS/MERS outbreaks of 2003 and 2012 have resulted in a series of major global public health crises. We argue that in the interest of developing effective and safe vaccines and drugs and to better understand coronaviruses and associated disease mechenisms it is necessary to integrate the large and exponentially growing body of heterogeneous coronavirus data. Ontologies play an important role in standard-based knowledge and data representation, integration, sharing, and analysis. Accordingly, we initiated the (...) development of the community-based Coronavirus Infectious Disease Ontology in early 2020. -/- As an Open Biomedical Ontology (OBO) library ontology, CIDO is open source and interoperable with other existing OBO ontologies. CIDO is aligned with the Basic Formal Ontology and Viral Infectious Disease Ontology. CIDO has imported terms from over 30 OBO ontologies. For example, CIDO imports all SARS-CoV-2 protein terms from the Protein Ontology, COVID-19-related phenotype terms from the Human Phenotype Ontology, and over 100 COVID-19 terms for vaccines (both authorized and in clinical trial) from the Vaccine Ontology. CIDO systematically represents variants of SARS-CoV-2 viruses and over 300 amino acid substitutions therein, along with over 300 diagnostic kits and methods. CIDO also describes hundreds of host-coronavirus protein-protein interactions (PPIs) and the drugs that target proteins in these PPIs. CIDO has been used to model COVID-19 related phenomena in areas such as epidemiology. The scope of CIDO was evaluated by visual analysis supported by a summarization network method. CIDO has been used in various applications such as term standardization, inference, natural language processing (NLP) and clinical data integration. We have applied the amino acid variant knowledge present in CIDO to analyze differences between SARS-CoV-2 Delta and Omicron variants. CIDO's integrative host-coronavirus PPIs and drug-target knowledge has also been used to support drug repurposing for COVID-19 treatment. -/- CIDO represents entities and relations in the domain of coronavirus diseases with a special focus on COVID-19. It supports shared knowledge representation, data and metadata standardization and integration, and has been used in a range of applications. (shrink)