Sentence boundary detection (SBD) represents an important first step in natural language processing since accurately identifying sentence boundaries significantly impacts downstream applications. Nevertheless, detecting sentence boundaries within legal texts poses a unique and challenging problem due to their distinct structural and linguistic features. Our approach utilizes deep learning models to leverage delimiter and surrounding context information as input, enabling precise detection of sentence boundaries in English legal texts. We evaluate various deep learning models, including domain-specific transformer models like LegalBERT and (...) CaseLawBERT. To assess the efficacy of our deep learning models, we compare them with a state-of-the-art domain-specific statistical conditional random field (CRF) model. After considering model size, F1-score, and inference time, we identify the Convolutional Neural Network Model (CNN) as the top-performing deep learning model. To further enhance performance, we integrate the features of the CNN model into the subsequent CRF model, creating a hybrid architecture that combines the strengths of both models. Our experiments demonstrate that the hybrid model outperforms the baseline model, achieving a 4% improvement in the F1-score. Additional experiments showcase the superiority of the hybrid model over SBD open-source libraries when confronted with an out-of-domain test set. These findings underscore the importance of efficient SBD in legal texts and emphasize the advantages of employing deep learning models and hybrid architectures to achieve optimal performance. (shrink)

The NIH-Moderna mRNA COVID-19 vaccine’s steep price increase raises concerns that this will be the new anchor for continued price hikes and underscores the need for upstream government intervention to enable greater accountability and stewardship of public biomedical research investment.

It is hard to imagine a threat to international security or a tension within U.S. foreign policy that does not involve the imposition of economic sanctions. The United Nations Security Council has fourteen sanctions regimes currently in place, and all member states of the United Nations are obligated to participate in their enforcement. The United States has some thirty sanctions programs, which target a range of countries, companies, organizations, and individuals, and many of these are autonomous sanctions that are independent (...) of the measures required by the United Nations. Australia, Canada, the European Union, Japan, South Korea, and others also have autonomous sanctions regimes, spanning a broad range of contexts and purpose. Most well-known are those concerning weapons proliferation, terrorism, and human rights violations; but sanctions are also imposed in such contexts as money laundering, corruption, and drug trafficking. States may also impose sanctions as a means to achieve foreign policy goals: to pressure a foreign state to bend to the sanctioner's will, to punish those who represent a threat to the sanctioner's economic or political interests, or to seek the end of a political regime toward which the sanctioner is hostile, to give but a few examples. (shrink)

One of the central issues in political philosophy is the problem of perspective: if there is a dispute as to how justice is to be defined, or a dispute as to whether a particular situation is unjust, how do we determine who is right? I reject the claim that an idealized speech situation or a transcendental perspective can legitimately be invoked to resolve such disputes. In their place, I discuss critical theory's commitment to the position that all perspectives are ideo (...) logical, partial, and rooted in interests. I then discuss Lukács's notion that, given that ideology and interests are ineluctable, certain per spectives are epistemologically privileged (though not transcenden tal). I discuss the notion of the preferential option for the poor in liberation theology, as an instance of such a claim of epistemological privilege. I argue that this has implications for the concept of alterity, and specifically for the role of the Other in a community of discourse. Finally, I discuss Lyotard's notion of incommensurable phrase regi mens, and the particular kind of harm which is done by exclusion from a discursive community. Key Words: critical theory • epistemological privilege • liberation theology • Lukács • Lyotard. (shrink)

A multidisciplinary text for the health professions, with relevance across the various health disciplines. International scholars, researchers, and teachers contribute their ideas, research findings, and experiences to promote discussion on the nature and teaching of clinical reasoning. Models, guidelines, and strategies are presented. These aim to promote effective clinical reasoning in practice, creative and successful clinical reasoning learning programs, and directions for future research. Annotation copyright by Book News, Inc., Portland, OR.

In order to investigate whether addressees can make immediate use of speaker‐based constraints during reference resolution, participant addressees' eye movements were monitored as they helped a confederate cook follow a recipe. Objects were located in the helper's area, which the cook could not reach, and the cook's area, which both could reach. Critical referring expressions matched one object (helper's area) or two objects (helper's and cook's areas), and were produced when the cook's hands were empty or full, which defined the (...) cook's reaching ability constraints. Helper's first and total fixations showed that they restricted their domain of interpretation to their own objects when the cook's hands were empty, and widened it to include the cook's objects only when the cook's hands were full. These results demonstrate that addressees can quickly take into account task‐relevant constraints to restrict their referential domain to referents that are plausible given the speaker's goals and constraints. (shrink)

Civics and Moral Educationwas implemented as a new moral education programme in Singapore schools in 1992. This paper argues that the underlying theme is that of citizenship training and that new measures are under way to strengthen the capacity of the school system to transmit national values for economic and political socialisation. The motives and motivation for retaining a formal moral education programme have remained strong. A discussion of the structure and content of key modules in Civics and Moral Education (...) shows how curriculum writers have attempted to integrate separate strands of civics and moral education from earlier programmes and present them in a less divisive manner. The paper also assesses the impact of the written civics and moral education programme on teachers and pupils, and the way in which strategies have been used by curriculum agencies to overcome possible obstacles at the curriculum implementation phase. (shrink)

United Nations Security Council resolutions raise distinctive problems of interpretation, particularly in the context of Chapter VII measures. In disputes of interpretation, the stakes are very high, since Chapter VII measures may explicitly or implicitly authorize military action; may override the target nation’s sovereignty; and may put lives at risk. However, there is no direct, binding judicial review of Security Council measures where questions of interpretation can be resolved. Consequently, interpretive disputes are resolved in a highly politicized process. This article (...) considers three situations where the language of the resolutions was ambiguous. The interpretation of these resolutions was then shaped entirely by the political maneuvering which took place within the Security Council. (shrink)

We explain the elementary mistake made by John S. Bell in the proof of his famous ``theorem.''.

In a couple of recent preprints Moldoveanu has suggested that there are errors in my disproof of Bell's theorem. Here I show that this claim is false. In particular, I show that my local-realistic framework is incorrectly and misleadingly presented in both of his preprints. In addition there are a number of serious mathematical and conceptual errors in his discussion of my framework. For example, contrary to his claim, my framework is manifestly non-contextual. In particular, quantum correlations are understood within (...) it as purely topological effects, not contextual effects. (shrink)

But under the requirement of philosophic consistency, and the impact of the perfectly valid reflection that experience is always my experience, and never part of some object independent of me, the world shrinks to the extension of my experience only, and I am left with bundles of my sensations. What are the natural consequences of such an epistemological sophistication?One plausible and natural reaction is what one might call the ‘Indian’ one. It runs roughly as follows: my experience of the world (...) is, alas, only my experience. It is not ‘the real’. Moreover, the world disclosed in my experience is one of misery, precariousness, insecurity, which ends in old age and death and within which no secure, reliable, undeceptive goods can be found. The flux and precariousness which make it so unhappy a place, also make it most ill-suited to be an object of knowledge. — E. Gellner (1974: 114). (shrink)

Trisomy 18 is a condition with a very high mortality rate and the fetus usually dies in utero or shortly after birth. Parents are usually advised to terminate the pregnancy but in Liam's 1 situation the parents did not want this. They understood that the baby would not survive; however, they wanted to ensure that their baby had all the life that was possible, even in utero. The aim of this paper is to highlight how a lack of communication, inadequate (...) information, thoughtless words and actions resulted in a family experiencing preventable harm. Beneficence is a core value of health professionals; doing good is the foundation of care. However, in certain circumstances this value is challenged by the competing value of non-maleficence ; first, do no harm. The case of Liam is one such situation; the following is a brief discussion on some of the complex issues raised by this case. Medical ethicists often refer to the principle of primum nil nocere as finding a balance of benefits over harms of treatment. Beauchamp and Childress2 state that the obligation of non-maleficence is that one ought not to inflict harm.What was ‘harm’ in this situation? An invasion of rights without justifying useful consequences is one type of ethical harm. If we also take into consideration the Buddhist view of ethical harm where the concept of intentionality emerges, the intent behind clinical actions taken need to be considered. The case of Liam clearly demonstrates that the parents had the right to have compassionate care, understanding of their decisions and adequate information; confusion over these issues caused ethical harm as well as significant physical distress. In the situation of a non-viable pregnancy, it is the patient's value on life that matters not the health professional's. From the beginning …. (shrink)

Volume 19, Issue 12, December 2019, Page 57-60.

From the late 1960s to the early 1980s, a team of U.S. political scientists and computer specialists designed an automated, computerized information system that could ostensibly forecast conflict earlier and more accurately than human analysts. Named the Crisis Early Warning and Monitoring System (EWAMS), it sought to bring international relations scholarship and U.S. national security policy—traditionally qualitative and interpretive domains—under the jurisdiction of a man–machine system. Drawing together the histories of social science, computing, and foreign policy, this essay argues that (...) deep epistemic insecurities led social scientists to apply information technology to the production of policy knowledge. Computers, they hoped, could overcome the innate cognitive limitations that imperiled human decision making. By showing how social scientists’ computational zeal overshadowed their commitment to human agency, this essay also demonstrates that the history of science has an important role to play in contemporary debates about the implications of big data projects for knowledge and policy. (shrink)

Filial obligation and its implications have been little-debated in ethics. The basis of informed consent in libertarian positions may be challenged by inclusion of others beyond the immediate doctorpatient relationship. Some of the literature arguing for and against filial duty, including feminist literature, is presented as a backdrop to the argument that a patient’s family, and further, his or her community, contains the source of a broader perspective regarding decisions concerning his or her medical treatment. Communitarian models allow for a (...) medical decision to be owned by some or all stakeholders in patient outcomes. Although such a position undoubtedly confronts traditional notions of autonomy, it offers an alternative that may positively impact the practice of medicine by providing a more holistic treatment context. New models premised on shared decision-making will be presented as frameworks that may provide a theoretical basis for greater physician input into medical decisions that impact a patient’s family members and in more global terms, his or her community. (shrink)

Since MacKinnon’s ground-breaking work in which she coined the term sexual harassment, there has been very little consensus as to what it actually is. Using callers’ stories of male sexual harassment taken from Kenyan talk radio, the purpose of this paper is to analyse the in situ production of an emic definition of sexual harassment. Further, using positioning theory as a methodology, this paper aims to make visible the gendered identity work that defining, or not defining, an event as male (...) sexual harassment occasions and to show how hegemonic masculinity is achieved through stories and their evaluation by the radio host and other callers who talk certain masculinities into being as normative and others as deviant. (shrink)

_Postmodernism in the Cinema_ Edited by Cristina Degli-Esposti London: Berghahn, 1998 ISBN 1-57181-106-0 264 pp.

Over the last decade, successive New Zealand governments have instituted social, political and economic changes that have fundamentally challenged nurses’ sense of themselves and their position in society. Major upheavals in the health service have occurred as a result of reforms promoting competition and contestability. This paper deals with the impact of one aspect of the reforms, that of the deregulation of the labour market through the Employment Contracts Act 1991. More specifically, the way in which discussions and decisions regarding (...) the withdrawal of nursing labour are shaped by the language available to those involved are considered. The intersection of ethics and union discourses may exacerbate feelings of ambiguity and confusion in nurses facing strike action. The result can be unnecessary and unproductive division and conflict: among nurses, between employers and employees, between unions, between nurses and the public, and between nursing organizations and the Government. An examination of some of the discourses of strike action may serve as a tool to elucidate the way nurses see themselves and their clients in the context of social change and social action. (shrink)

Amid efforts to limit “divisive concepts” in educational settings, this article investigates the obstruction of a civic-focused early childhood curriculum. Joy Dangora Erickson and Winston Thompson analyze the challenges faced by a resourceful kindergarten teacher striving to uphold curriculum goals despite constraints imposed by the state legislature. Through an empirically informed exploration of political and pedagogical factors, this conceptual analysis elucidates the moral complexities of risks, costs, and outcomes as educators navigate non-ideal political conditions. By doing so, the authors provide (...) valuable insights to scholars and practitioners, suggesting productive avenues for future research on these and related dilemmas of practice. (shrink)

Although the neural systems that underlie spoken language are well-known, how they adapt to evolving social cues during natural conversations remains an unanswered question. In this work we investigate the neural correlates of face-to-face conversations between two individuals using functional near infrared spectroscopy and acoustical analyses of concurrent audio recordings. Nineteen pairs of healthy adults engaged in live discussions on two controversial topics where their opinions were either in agreement or disagreement. Participants were matched according to their a priori opinions (...) on these topics as assessed by questionnaire. Acoustic measures of the recorded speech including the fundamental frequency range, median fundamental frequency, syllable rate, and acoustic energy were elevated during disagreement relative to agreement. Consistent with both the a priori opinion ratings and the acoustic findings, neural activity associated with long-range functional networks, rather than the canonical language areas, was also differentiated by the two conditions. Specifically, the frontoparietal system including bilateral dorsolateral prefrontal cortex, left supramarginal gyrus, angular gyrus, and superior temporal gyrus showed increased activity while talking during disagreement. In contrast, talking during agreement was characterized by increased activity in a social and attention network including right supramarginal gyrus, bilateral frontal eye-fields, and left frontopolar regions. Further, these social and visual attention networks were more synchronous across brains during agreement than disagreement. Rather than localized modulation of the canonical language system, these findings are most consistent with a model of distributed and adaptive language-related processes including cross-brain neural coupling that serves dynamic verbal exchanges. (shrink)

Historically, academic journals have served a different purpose than the Academy itself. Journals have served as privileged sites for the articulation and concretization of specific modes of knowledge and control.