The appropriate understanding and fast processing of lengthy legal documents are computationally challenging problems. Designing efficient automatic summarization techniques can potentially be the key to deal with such issues. Extractive summarization is one of the most popular approaches for forming summaries out of such lengthy documents, via the process of summary-relevant sentence selection. An efficient application of this approach involves appropriate scoring of sentences, which helps in the identification of more informative and essential sentences from the document. In this work, (...) a novel sentence scoring approach DCESumm is proposed which consists of supervised sentence-level summary relevance prediction, as well as unsupervised clustering-based document-level score enhancement. Experimental results on two legal document summarization datasets, BillSum and Forum of Information Retrieval Evaluation (FIRE), reveal that the proposed approach can achieve significant improvements over the current state-of-the-art approaches. More specifically it achieves ROUGE metric F1-score improvements of (1−6)% and (6−12)% for the BillSum and FIRE test sets respectively. Such impressive summarization results suggest the usefulness of the proposed approach in finding the gist of a lengthy legal document, thereby providing crucial assistance to legal practitioners. (shrink)

Ecosystems services are provisions that humans derive from nature. Ecologists trying to value ecosystems have proposed five categories of these services: preserving, supporting, provisioning, regulating and cultural. While this ecosystem services framework attributes 'material' value to nature, sacred natural sites are areas of 'non-material' spiritual significance to people. Can we reconcile the material and non-material values? Ancient classical traditions recognise five elements of nature: earth, water, air, fire and ether. This commentary demonstrates that the perceived properties of these elements correspond (...) with the ecosystem services framework. Whilst the two can be reconciled, the 'elements of nature' framework is argued to be more suitable to make a case for conservation of sacred natural sites because it can be attractive to traditional societies whilst being acceptable to Western science. (shrink)

In this book an attempt is made to represent the Theravada in its faithful form. This work is purely altruistic. It is for the reader and for the scholar to justify how far this position is desensible in the course of the lecturer in this book. In India, Pali Abhidhamma is as yet a scaled book and hence we have done a splendid work in the cause of knowledge and philosophy.

Genetic research presents ethical challenges to the achievement of valid informed consent, especially in developing countries with areas of low literacy. During the last several years, a number of genetic research proposals involving Omani nationals were submitted to the Department of Research and Studies, Ministry of Health, Oman.The objective of this paper is to report on the results of an internal quality assurance initiative to determine the extent of the information being provided in genetic research informed consent forms. In order (...) to achieve this, we developed checklists to assess the inclusion of basic elements of informed consent as well as elements related to the collection and future storage of biological samples. Three of the authors independently evaluated and reached consensus on seven informed consent forms that were available for review.Of the seven consent forms, four had less than half of the basic elements of informed consent. None contained any information regarding whether genetic information relevant to health would be disclosed, whether participants may share in commercial products, the extent of confidentiality protections, and the inclusion of additional consent forms for future storage and use of tissue samples. Information regarding genetic risks and withdrawal of samples were rarely mentioned (1/7), whereas limits on future use of samples were mentioned in 3 of 7 consent forms.Ultimately, consent forms are not likely to address key issues regarding genetic research that have been recommended by research ethics guidelines. We recommend enhanced educational efforts to increase awareness, on the part of researchers, of information that should be included in consent forms. (shrink)

In the contemporary era, we identify ourselves based on what we consume or what we possess. Besides, various advertisements, celebrities, and other influential personalities encourage and make us believe that we can make a new identity by consuming a specific brand, or relating to a particular institution or connecting with an extraordinary group, etc. Hence, we tend to identify ourselves with consumer goods. In such conditions, Srimad Bhagwat Gita becomes significantly relevant to look for alternative way of life. This paper (...) attempts to explore the concept of Self in Gita as a model for realizing environmental consciousness. Largely, it will analyse the concepts of Nishkama Karma (Detached Action) and the Self to see what it may contribute in developing an apt environmental consciousness. With the analysis of these concepts the paper tries to probe for an epistemological and metaphysical alternative to the Ecology understanding. (shrink)

We normally function through the mind without knowing the mechanics of understanding. This book teaches us how to make thoughts and how to control once mind, so that we can live peaceful life and achieve the highest goal of life, i.e. self-realization. Book also deals with the fundamentals of life and spirituality. Book has written in a simple language so that most of the peoples will understand the real essence of the life. The author has discussed about the complex messages (...) of the Vedanta, in a thoughtful manner. The author discusses about Jiva, Jagat, Ishvara and Spiritual life in his book by referencing verses from the Bhagwat Gita, Vedanta and Shrimad Bhagwat Mahapuran in very simple language. The purpose of writing this book is to understand our intrinsic nature. Book is so enriched with the wisdom that everyone should read it at least once. (shrink)

Yoga is the spiritual science for holistic development of physical, mental and spiritual aspect of living being. Ayurveda believes an interrelationship between psyche and body and thus if psyche is effected leads to an adverse effect on body and vice versa. Ayurveda is a science of living being which has its broad aim of living healthy life and curing of ailments. The instability of inner psyche (manas) is controlled through yoga. Bhagwat geeta emphasizes yoga as the state of sama sthiti (...) or equilibrium in actions. Acharya Patanjali’s yoga darshan has an impact on Ayurveda and later hatha yoga pradeepika and gheranda samhita’s various yogasana, kriya, mudra, bandha and pranayama were used as a part of treatment. The yogic concept of health and disease enables us to understand that the cause of physical disorder is result of higher levels of psyche (manas).Ayurveda believes that pragya paradh is root cause to diseases and thus pragyashodhan is very important. Ayurveda emphasis yoga and is a way to achieve atma gyana throughpragya shodhana. Ayurveda has given definition of yoga, powers of yogi, scope of yoga, its implication in attainment to highest stage of moksha. Ayurveda and yogic methods can beapplied for preventive, promotive and rehabilitatory health of human being. (shrink)