McCaffrey and Danks have posed the challenge of discovering causal relations in data drawn from a mixture of distributions as an impossibility result in functional magnetic resonance. We give an algorithm that addresses this problem for the distributions commonly assumed in fMRI studies and find that in testing, it can accurately separate data from mixed distributions. As with other obstacles to automated search, the problem of mixed distributions is not an impossible one, but rather a challenge. 1Introduction2Background3Addressing the Problem4Discussion.

Working parents in are struggling to balance the demands of their occupation with those of childcare and homeschooling during the COVID-19 pandemic. Moreover, studies show that women are shouldering more of the burden and reporting greater levels of psychological distress, anxiety, and depression relative to men. However, research has yet to show that increases in psychological symptoms are linked to changes in stress during the pandemic. Herein, we conduct a small-N study to explore the associations between stress and psychological symptoms (...) during the pandemic among mothers using structural equation modeling, namely latent change score models. Thirty-three mothers completed questionnaires reporting current anxious and depressive symptoms, as well as stressful life experiences prior to-versus during the pandemic. Women endorsed significantly more stressful events during the pandemic, relative to the pre-pandemic period. Additionally, 58% of mothers scored as moderate-to-high risk for developing a stress-related physical illness in the near future because of their pandemic-level stress. Depressive symptoms were associated with the degree of change in life stress, whereas anxiety symptoms were more related to pre-pandemic levels of stress. The present study preliminarily sheds light on the nuanced antecedents to mothers’ experiences of anxious and depressive symptoms during the COVID-19 pandemic. Although further work is needed in larger, more diverse samples of mothers, this study highlights the potential need for appropriate policies, and prevention and intervention programs to ameliorate the effects of pandemics on mothers’ mental health. (shrink)

This book offers both theoretical overviews and practical approaches for educators, academics, education students and parents who are interested in transforming schools. It encourages reinvigorating approaches to learning and teaching that can easily be integrated into both public and private K-12 school classrooms, with many ideas also applicable to higher education. It supports an educational system based on the beliefs that heart and spirit are intertwined with mind and intellect, and that inner peace, wisdom, compassion, and conscience can be developed (...) together with academic content and skills. (shrink)

This paper implements the continuous Hindi Automatic Speech Recognition (ASR) system using the proposed integrated features vector with Recurrent Neural Network (RNN) based Language Modeling (LM). The proposed system also implements the speaker adaptation using Maximum-Likelihood Linear Regression (MLLR) and Constrained Maximum likelihood Linear Regression (C-MLLR). This system is discriminatively trained by Maximum Mutual Information (MMI) and Minimum Phone Error (MPE) techniques with 256 Gaussian mixture per Hidden Markov Model(HMM) state. The training of the baseline system has been done using (...) a phonetically rich Hindi dataset. The results show that discriminative training enhances the baseline system performance by up to 3%. Further improvement of ~7% has been recorded by applying RNN LM. The proposed Hindi ASR system shows significant performance improvement over other current state-of-the-art techniques. (shrink)

R K Elliott; Aestheticism, Imagination and Schooling: a reply to Ruby Meager, Journal of Philosophy of Education, Volume 15, Issue 1, 30 May 2006, Pages 33–42.

R K Elliott; D. W. Hamlyn on Knowledge and the Beginnings of Understanding, Journal of Philosophy of Education, Volume 14, Issue 1, 30 May 2006, Pages 109–116.

R K Elliott; Education and Justification, Journal of Philosophy of Education, Volume 11, Issue 1, 30 May 2006, Pages 7–27, https://doi.org/10.1111/j.1467-9752.1.

R.K. Elliott's essays on aesthetics put forward a number of common themes that together constitute a unified approach to aesthetics. Throughout his writing, Elliott combines analytic rigour with sympathy for ideas in continental philosophy. This book, the first to gather together Elliott's key essays, powerfully illuminates the unifying role of imagination and the aesthetic in human experience.

For those to whom John Bowring's name means anything, the most likely association with it is the complex and question-begging term ‘Benthamite’. Contemporaries certainly used the term, particularly when they wanted to suggest that his actions were narrowly ideological or theoretical. But to some of Bowring's contemporaries another association served hostile intent almost as well: his Unitarianism.

The World Medical Association’s revised Declaration of Helsinki endorses the view that all trial participants in every country are entitled to the worldwide best standard of care. In this paper the authors show that this requirement has been rejected by every national and international committee that has examined this issue. They argue that the consensus view now holds that it is ethically permissible, in some circumstances, to provide research participants less than the worldwide best care. Finally, the authors show that (...) there is also consensus regarding the broad conditions under which this is acceptable. (shrink)

R K Elliott; Education, Love of One’s Subject, and the Love of Truth, Journal of Philosophy of Education, Volume 8, Issue 1, 30 May 2006, Pages 135–153, https:/.

The essay begins by the author's recollections of his younger days when people were seldom worried about moral decline in society. Today, however, it has become a real concern. Literature, philosophy, spiritual works are all essentially a celebration of human values. The paper examines the issue of scale of graded values as against that of absolutist universal values. A scrutiny of English literature reveals that some key literary figures in eighteenth-nineteenth century England drew attention to the decline of human values (...) accompanying increasing industrialization. The author discusses his own views on the management and role of human values in it, as also on human values and man's divine nature. He discusses the leader's role and an action programme for human values. The universality of Vedantic monism, and its triple idealism, is suggested as a basis for the regeneration of human values. (shrink)

R K Elliott; The Concept of Development: A Reply to Professor Hamlyn, Journal of Philosophy of Education, Volume 9, Issue 1, 30 May 2006, Pages 40–48, https://d.

R K Elliott; The Concept of Development: A Reply to Professor Hamlyn, Journal of Philosophy of Education, Volume 9, Issue 1, 30 May 2006, Pages 40–48, https://d.

R K Elliott; Versions of Creativity, Journal of Philosophy of Education, Volume 5, Issue 2, 30 May 2006, Pages 139–152, https://doi.org/10.1111/j.1467-9752.1971.

The theoretical framework adopted in the exact sciences, for constructing and testing deterministic theories on the one hand, and modelling and analysis of observed phenomena on the other, is often implicitly assumed to be that of structural stability. In view of recent developments in nonlinear dynamics, it is argued here that in general it may not be possible to assume strict determinism and structural stability simultaneously; either strict determinism holds, in which case the fragility framework may turn out to be (...) the appropriate framework for the study of certain phenomena in the exact sciences, or ‘structural stability’ is restored at the expense of introducing stochasticity. In this sense a certain degree of indeterminacy may be unavoidable even at the classical level. (shrink)

This article discusses common ethical and practical considerations in psychosocial and behavioral research in healthcare. Issues such as appropriate objectives and intent, risk-benefit ratios, research design, and human subject protection are explored. The burden of ethical research design and implementation is placed on the investigator, rather than relying solely on institutional review boards to judge individual projects. The benefit of acquisition of knowledge must be balanced against the burdens of the research on society in general and human subjects specifically. Scientific (...) replication of research is encouraged, unnecessary duplication defined and discouraged, and benefits of true collaboration outlined. Investigators are advised to consider the context, intent, purpose, implementation, and use of information when developing research. The concept of “researcher myopia” is defined as a common stumbling block. It is suggested that academic researchers also look to other disciplines, such as industry, for examples of research that is concise, cost-effective, and reliable. (shrink)

A Hilbert-style version of an implicational logic can be represented by a set of axiom schemes and modus ponens or by the corresponding axioms, modus ponens and substitution. Certain logics, for example the intuitionistic implicational logic, can also be represented by axioms and the rule of condensed detachment, which combines modus ponens with a minimal form of substitution. Such logics, for example intuitionistic implicational logic, are said to be D-complete. For certain weaker logics, the version based on condensed detachment and (...) axioms (the condensed version of the logic) is weaker than the original. In this paper we prove that the relevant logic T→, and any logic of which this is a sublogic, is D-complete. (shrink)

This paper introduces the medical factual matrix as a new and potentially valuable tool in medical ethical analysis. Using this tool it demonstrates the idea that a defined medical intervention can only be meaningfully declared futile in relation to a defined goal of treatment. It argues that a declaration of futility made solely in relation to a defined medical intervention is inchoate. It recasts the definition of goal futility as an intervention that cannot alter the probability of the existence of (...) the important outcome states that might flow from a defined intervention. The idea of value futility and the extent of physician obligations in futile situations are also addressed. It also examines the source of substantive conflicts which commonly arise within the doctor-patient relationship and the ensuing power relations that operate between doctor and patient when questions of futility arise. (shrink)

R K Elliott; Aestheticism, Imagination and Schooling: a reply to Ruby Meager, Journal of Philosophy of Education, Volume 15, Issue 1, 30 May 2006, Pages 33–42.