This article presents the results of methodological experimentation that utilises machine learning to investigate automated copyright enforcement on YouTube. Using a dataset of 76.7 million YouTube videos, we explore how digital and computational methods can be leveraged to better understand content moderation and copyright enforcement at a large scale.We used the BERT language model to train a machine learning classifier to identify videos in categories that reflect ongoing controversies in copyright takedowns. We use this to explore, in a granular way, (...) how copyright is enforced on YouTube, using both statistical methods and qualitative analysis of our categorised dataset. We provide a large-scale systematic analysis of removals rates from Content ID’s automated detection system and the largely automated, text search based, Digital Millennium Copyright Act notice and takedown system. These are complex systems that are often difficult to analyse, and YouTube only makes available data at high levels of abstraction. Our analysis provides a comparison of different types of automation in content moderation, and we show how these different systems play out across different categories of content. We hope that this work provides a methodological base for continued experimentation with the use of digital and computational methods to enable large-scale analysis of the operation of automated systems. (shrink)

The essays range from Hegel and Modernism to Marcel Duchamp and the Avant-Garde, postmodern poetics, boredom and Proust, the romance of Arendt and Heidegger, ...

Many commentators have contrasted the way that sociability is theorized in the writings of Mary Astell and Damaris Masham, emphasizing the extent to which Masham is more interested in embodied, worldly existence. I argue, by contrast, that Astell's own interest in imagining a constitutively relational individual emerges once we pay attention to her use of religious texts and tropes. To explore the relevance of Astell's Christianity, I emphasize both how Astell's Christianity shapes her view of the individual's relation to society (...) and how Masham's contrasting views can be analyzed through the lens of her charge that Astell is an “enthusiast.” In late seventeenth-century England, “enthusiasm” was a term of abuse that, commentators have recently argued, could function polemically to dismiss those deemed either excessively social or antisocial. By accusing Astell of enthusiasm, I claim, Masham seeks to marginalize the relational self that Astell imagines and to promote a more instrumental view of social ties. I suggest some aspects of Astell's thought that may have struck contemporaries as “enthusiastic” and contrast her vision of the self with Masham's more hedonistic subject. I conclude that, although each woman differently configures the relation between self and society, they share a desire to imagine autonomy within a relational framework. (shrink)

The present study examined whether a dissociation among formats for rational numbers can be obtained in tasks that require comparing a number to a non-symbolic quantity. In Experiment 1, college students saw a discrete or else continuous image followed by a rational number, and had to decide which was numerically larger. In Experiment 2, participants saw the same displays but had to make a judgment about the type of ratio represented by the number. The magnitude task was performed more quickly (...) using decimals, whereas the relation task was performed more accurately with fractions. The pattern observed for percentages was very similar to that for decimals. A dissociation between magnitude comparison and relational processing with rational numbers can be obtained when a symbolic number must be compared to a non-symbolic display. (shrink)

Business leadership increasingly requires a master’s degree in business and graduate management admission test scores continue to be an important component of applications for admission to such programs. Given the ubiquitous use of GMAT scores as gatekeepers for business leadership, GMAT scores are likely to influence organizational ethical behavior through gender, cultural, and other biases in the GMAT. There is little prior literature in this area and we contribute by empirically documenting that GMAT scores are negatively related to the cultural (...) dimensions of masculinity and power distance and are positively related to math literacy, uncertainty avoidance, and individualism. We estimate that cultural factors may account for as much as an 80-point difference in cross-national mean GMAT scores which are also related negatively to local language literacy, national educational spending, wealth per capita, wealth inequality, and gender development. Most interestingly, we also find a significant negative association of GMAT scores with ethical orientation. These findings have important implications for business schools and corporate ethics and leadership. (shrink)

Stay up-to-date on the ethical and legal issues that affect your clinical and professional decisions! Ethical and Legal Issues for Mental Health Professionals: A Comprehensive Handbook of Principles and Standards details the ethical and legal issues that involve mental health professionals. Respected authorities with diverse backgrounds, expertise, and professional experience discuss contemporary theories emphasizing professional ethics, the ramifications of professional actions and decisions, and ethical standards on teaching, training, research, and publication. This informative handbook provides invaluable up-to-date information and guidelines (...) vital for every mental health professional. This book is a thorough examination of ethical behavior which can be used as a reference source for the professional or a textbook for graduate students. The handbook itself is divided into five sections. The first section is a detailed introduction of ethics, law, and licensing. The second section presents general ethical principles like competence, integrity, and respect for individual rights and dignity. The third section examines confidentiality, privilege, consent, and protection. The fourth section focuses on general ethical standards in practice, including sexual contact, multiple relationships, and bartering. The fifth section presents the ethical principles and standards in teaching, training, and research. Appendices include the Ethical Principles of Psychologists and Code of Conduct (American Psychological Association, 2002) and the Code of Ethics of the National Association of Social Workers (National Association of Social Workers, 1999). Ethical and Legal Issues for Mental Health Professionals: A Comprehensive Handbook of Principles and Standards discusses: the history of basic approaches and issues in ethical philosophy five fundamental areas in the process of developing competence the necessary ingredients for the mental health professional's practice of integrity aspirational versus enforceable standards of ethics concern for the welfare of others as a core ethical principle the notion of social responsibility in the ethics codes of psychologists and social workers ethical principles, statutes, and case law protecting privacy and confidentiality issues involving the therapist-patient privilege the "duty to protect" doctrine and relevant legal issues the dynamics of multiple relationships and boundary violations sexualized dual relationships between psychologists and patients possible conflict of interest in bartering for services the requirements and implementation of maintaining patient records to avoid ethical and legal problems possible ethical dilemmas involving referrals and fees much, much more This Handbook is an essential resource for all mental health professionals, including psychologists, psychiatrists, social workers, counselors, therapists, and graduate students in mental health and the related fields. Ethical and Legal Issues for Mental Health Professionals: A Comprehensive Handbook of Principles and Standards is the first of three volumes under this title. The following volumes will focus on forensic settings and special populations/special treatment modalities. (shrink)

The Developmental Systems approach to evolution is defended against the alternative extended replicator approach of Sterelny, Smith and Dickison (1996). A precise definition is provided of the spatial and temporal boundaries of the life-cycle that DST claims is the unit of evolution. Pacé Sterelny et al., the extended replicator theory is not a bulwark against excessive holism. Everything which DST claims is replicated in evolution can be shown to be an extended replicator on Sterelny et al.s definition. Reasons are given (...) for scepticism about the heuristic value claimed for the extended replicator concept. For every competitive, individualistic insight the replicator theorist has a cooperative, systematic blindspot. (shrink)

Developmental systems theory is an attempt to sum up the ideas of a research tradition in developmental psychobiology that goes back at least to Daniel Lehrman’s work in the 1950s. It yields a representation of evolution that is quite capable of accommodating the traditional themes of natural selection and also the new results that are emerging from evolutionary developmental biology. But it adds something else - a framework for thinking about development and evolution without the distorting dichotomization of biological processes (...) into gene and non-gene and the vestiges of the ‘black-boxing’ of developmental processes in the modern synthesis, such as the asymmetric use of the concept of information. Phenomena that are marginalized in current gene-centric conceptions, such as extra-genetic inheritance, niche construction and phenotypic plasticity are placed center stage. (shrink)

Randomized controlled trial trial designs exist on an explanatory-pragmatic spectrum, depending on the degree to which a study aims to address a question of efficacy or effectiveness. As conceptualized by Schwartz and Lellouch in 1967, an explanatory approach to trial design emphasizes hypothesis testing about the mechanisms of action of treatments under ideal conditions, whereas a pragmatic approach emphasizes testing effectiveness of two or more available treatments in real-world conditions. Interest in, and the number of, pragmatic trials has grown substantially (...) in recent years, with increased recognition by funders and stakeholders worldwide of the need for credible evidence to inform clinical decision-making. This increase has been accompanied by the onset of learning healthcare systems, as well as an increasing focus on patient-oriented research. However, pragmatic trials have ethical challenges that have not yet been identified or adequately characterized. The present study aims to explore the views of key stakeholders with respect to ethical issues raised by the design and conduct of pragmatic trials. It is embedded within a large, four-year project that seeks to develop guidance for the ethical design and conduct of pragmatic trials. As a first step, this study will address important gaps in the current empirical literature with respect to identifying a comprehensive range of ethical issues arising from the design and conduct of pragmatic trials. By opening up a broad range of topics for consideration within our parallel ethical analysis, we will extend the current debate, which has largely emphasized issues of consent, to the range of ethical considerations that may flow from specific design choices. Semi-structured interviews with key stakeholders, across multiple jurisdictions, identified based on their known experience and/or expertise with pragmatic trials. We expect that the study outputs will be of interest to a wide range of knowledge users including trialists, ethicists, research ethics committees, journal editors, regulators, healthcare policymakers, research funders and patient groups. All publications will adhere to the Tri-Agency Open Access Policy on Publications. (shrink)

Pregnant women and their interests have been underrepresented in health research. Little is known about issues relevant to women considering research participation during pregnancy. We performed in-depth interviews with 22 women enrolled in either one of two trials sponsored by the National Institutes of Health to assess the safety and immunogenicity of the H1N1 vaccine during pregnancy. Three themes characterized women’s decisions to participate in research: they valued early access to the vaccine, they perceived a safety advantage when participating in (...) research, and they wanted to help advance scientific knowledge. However, there were also some considerations that would disincline them to participate in research—for instance, a significant risk of maternal or fetal harm, the presence of a placebo arm in a study, or a requirement to significantly change planned therapy or behavior. Pregnant women who participated in the H1N1 vaccine trials viewed research favorably, citing its advantages over standard clinical care. These findings emphasize that access to benefit should guide policy for including pregnant women in research. (shrink)

Hannah Arendt's early biography of Rahel Varnhagen, an eighteenth-century German-Jew, provides a revolutionary feminist component to her political theory. In it, Arendt grapples with the theoretical constitution of a female subject and relates Jewish alterity, identity, and history to feminist politics. Because she understood the "female condition" of difference as belonging to the political subject rather than an autonomous self, her theory entails a "politics of alterity" with applications for feminist practice.

Hannah Arendt's early biography of Rahel Varnhagen, an eighteenth-century German-Jew, provides a revolutionary feminist component to her political theory. In it, Arendt grapples with the theoretical constitution of a female subject and relates Jewish alterity, identity, and history to feminist politics. Because she understood the "female condition" of difference as belonging to the political subject rather than an autonomous self, her theory entails a "politics of alterity" with applications for feminist practice.

In lieu of an abstract, here is a brief excerpt of the content:Joanne Cutting-Gray HANNAH ARENDT'S RAHEL VARNHAGEN Hannah Arendt fled Nazi Germany in 1933, a year she called the end of Jewish history. She was 27 years old at the time and carried with her a manuscript that was later to become the peculiar biography of an eighteenth-century German-Jewish "pariah," Rahel Varnhagen (1771-1833). The Life of a fewish Woman, subtitle of the biography by Arendt, distills the largely (...) unpublished Varnhagen correspondence and marks the impact of that life upon German-Jewish history.1 Published more than "half a lifetime" later in 1957, it assays the politics of form in a highly unusual manner. By expunging all detail in order to analyze Varnhagen's introspection, Arendt implicitly questions selfhood as the form for identity and as the appropriate form for biography. She reveals that seeking to preserve the self determines the blank dumbness of an unnarratable life. Rahel Levin (Antonie Friederike Robert) Varnhagen, or simply "Rahel " as Arendt calls her, lived a life as complicated as her many names. The tortured relation she had to her identity, her insatiable preoccupation with self, reflects an effort to eradicate herJewishness by baptism and marriage and becomes a paradigm of a story about a woman lost to a sense of others and herself. Neither rich, cultivated, nor beautiful, Rahel lived her unhappiness fervently, with an ecstasy that made her appear to others as startlingly original. This helps to explain how she came to preside over the most important intellectual salon in Germany during the late eighteenth century. Princes, intellectuals, and artists flocked to her attic apartment, attracted by the impenetrable spectacle of her despair. Rahel's intensity pulled others into her orbit—including, one-hundred years later, the intense and self-absorbed Arendt at the beginning Philosophy and Literature, © 1991, 15: 229-245 230Philosophy and Literature of her university education.2 Each woman suffered the private failure of a love affair complicated by the broader, historical issue of racial identity that connected their lives. Prewar Nazi Germany taught Arendt what Varnhagen learned during the period of German-Jewish assimilation in the nineteenth century—"one does not escape Jewishness."3 It is no wonder that, in analogous moments of personal and civic upheaval, Rahel Varnhagen and Hannah Arendt "corresponded," the one by writing letters about her life, the other by giving that life to a world. Like Arendt, Varnhagen was unclassifiably exotic, an unattached, Jewish female seemingly without a history, aligned with no one and nothing. If"Jewishness" meant letting life "rain upon" her, Rahel Varnhagen let it strike her "like a storm without an umbrella." And like Arendt, she refused to hide the traits and talents of her personality under cover of morality and convention. Her letters are not self-congratulatory, for she never wittingly chose notoriety. Indeed, she spent much of her life trying to escape the stigma ofJewishness that marked her destiny. Notwithstanding the milieu of nineteenth-century German romanticism that drew the biographer toward her subject, various events surrounding the text make more compelling narratives than Varnhagen 's life: how the manuscript survived World War II, Arendt's emigration to the United States, and, especially, the public and private influence of Martin Heidegger.4 At the age of 18 (1925), Arendt had discovered Varnhagen during her brief love-affair with the 35-year-old philosophy professor at the University of Marburg. Though Heidegger would later call Arendt the "passion of his life" and inspiration for his work—he was writing Being and Time during that period—his brush with Nazism precipitated their breach. Since the Heidegger-Arendt correspondence remains closed, much about their youthful relationship and life-long intellectual affair remains a mystery open only to speculation. From Arendt's biographer, Elisabeth Young-Bruehl, we know that Varnhagen's story became a consolation to her in her sorrow, a means ofgiving significance to the ambiguities of a private relationship as it was caught up in public history.5 Certainly Heidegger's retreat from political events for the sake of thinking was as strong an influence on Arendt's political development as was Varnhagen's retreat from her Jewish destiny. Nonetheless, it would be a mistake to expect... (shrink)

Developmental systems theory (DST) is a general theoretical perspective on development, heredity and evolution. It is intended to facilitate the study of interactions between the many factors that influence development without reviving `dichotomous' debates over nature or nurture, gene or environment, biology or culture. Several recent papers have addressed the relationship between DST and the thriving new discipline of evolutionary developmental biology (EDB). The contributions to this literature by evolutionary developmental biologists contain three important misunderstandings of DST.

BackgroundThe ARRIVE (Animal Research: Reporting of In Vivo Experiments) guidelines are widely endorsed but compliance is limited. We sought to determine whether journal-requested completion of an ARRIVE checklist improves full compliance with the guidelines.MethodsIn a randomised controlled trial, manuscripts reporting in vivo animal research submitted to PLOS ONE (March–June 2015) were randomly allocated to either requested completion of an ARRIVE checklist or current standard practice. Authors, academic editors, and peer reviewers were blinded to group allocation. Trained reviewers performed outcome adjudication (...) in duplicate by assessing manuscripts against an operationalised version of the ARRIVE guidelines that consists 108 items. Our primary outcome was the between-group differences in the proportion of manuscripts meeting all ARRIVE guideline checklist subitems.ResultsWe randomised 1689 manuscripts (control: n = 844, intervention: n = 845), of which 1269 were sent for peer review and 762 (control: n = 340; intervention: n = 332) accepted for publication. No manuscript in either group achieved full compliance with the ARRIVE checklist. Details of animal husbandry (ARRIVE subitem 9b) was the only subitem to show improvements in reporting, with the proportion of compliant manuscripts rising from 52.1 to 74.1% (X2 = 34.0, df = 1, p = 2.1 × 10−7) in the control and intervention groups, respectively.ConclusionsThese results suggest that altering the editorial process to include requests for a completed ARRIVE checklist is not enough to improve compliance with the ARRIVE guidelines. Other approaches, such as more stringent editorial policies or a targeted approach on key quality items, may promote improvements in reporting. (shrink)

Joann Starr, a Roman Catholic nun, and Bruce Zawacki, a burn surgeon, met 22 years ago in the Los Angeles County, University of Southern California Burn Center in the roles of a patient and her physician struggling over issues of autonomy and informed consent. After recovery, she remained a nun and has become a patient advocate and doctoral candidate in bioethics. He remained a burn surgeon and has become a bioethics teacher and author. Although they live in distant locations, they (...) maintain their friendship and frequently discuss their shared experience. Recently they met to reflect on the events, lessons, and meanings of their original encounter. (shrink)

Purpose The next phase of hardware technology development is focused on alternative ways to manage and store consumers’ personal content. However, even consumers who have adopted Cloud-based services have demonstrated a reluctance to move all of their personal content into the Cloud and continue to resist giving up local hard drives. This paper aims to investigate the characteristics of local hard drives and the Cloud that lead to simultaneous use. Design/methodology/approach This paper uses content analysis of online comments and ten (...) depth interviews with simultaneous users of local hard drives and the Cloud. Findings Three factors influence the resistance to giving up local hard drives. Simultaneous users utilize local hard drives as a redundancy system and as a way to ensure the permanence of their digital content. They are unsure of the Cloud’s ability to support their content creation, management and storage activities. Research limitations/implications Study findings are based on qualitative methods and thus the results cannot be considered conclusive. Practical implications The authors speculate that it is unlikely that Cloud-only will fully replace hard drives until these factors are understood and addressed by information technology developers. Cloud service providers may not be aware of how little that users understand the Cloud. In contrast to their certainty and confidence in local hard drives, simultaneous users are confused as to what the Cloud is and how it functions. This uncertainty exacerbates their risk perception and need for control. Originality/value This is the first study exploring simultaneous use of local hard drives and the Cloud with a view to understanding this behaviour in terms of the relative advantage of the incumbent technology over the new technology. (shrink)

Proposals to lower the age of voting, to 15 for example, are regularly met with worries that people that age are not sufficiently ‘competent’. Notice however that we allow people that age to sign binding legal contracts, provided that those contracts are co-signed by their parents. Notice, further, that in a democracy voters are collectively ‘joint authors’ of the laws that they enact. Enfranchising some less competent voters is no worry, the Condorcet Jury Theorem assures us, so long as the (...) electorate's competence averaging across all voters remains better-than-random. (shrink)

Philosophy of ecology has been slow to become established as an area of philosophical interest, but it is now receiving considerable attention. This area holds great promise for the advancement of both ecology and the philosophy of science. Insights from the philosophy of science can advance ecology in a number of ways. For example, philosophy can assist with the development of improved models of ecological hypothesis testing and theory choice. Philosophy can also help ecologists understand the role and limitations of (...) mathematical models in ecology. On the other side, philosophy of science will be advanced by having ecological case studies as part of the stock of examples. Ecological case studies can shed light on old philosophical topics as well as raise novel issues for the philosophy of science. For example, understanding theoretical terms such as “biodiversity” is important for scientific reasons, but such terms also carry political importance. Formulating appropriate definitions for such terms is thus not a purely scientific matter, and this may prompt a reevaluation of philosophical accounts of defining theoretical terms. We consider some of the topics currently receiving attention in the philosophy of ecology and other topics in need of attention. Our aim is to prompt further exchange between ecology and philosophy of science and to help set the agenda for future work in the philosophy of ecology. The topics covered include: the role of mathematical models, environmental problem formulation, biodiversity, and environmental ethics. (shrink)

Despite the frequency of stillbirths, the subsequent implications are overlooked and underappreciated. We present findings from comprehensive, systematic literature reviews, and new analyses of published and unpublished data, to establish the effect of stillbirth on parents, families, health-care providers, and societies worldwide. Data for direct costs of this event are sparse but suggest that a stillbirth needs more resources than a livebirth, both in the perinatal period and in additional surveillance during subsequent pregnancies. Indirect and intangible costs of stillbirth are (...) extensive and are usually met by families alone. This issue is particularly onerous for those with few resources. Negative effects, particularly on parental mental health, might be moderated by empathic attitudes of care providers and tailored interventions. The value of the baby, as well as the associated costs for parents, families, care providers, communities, and society, should be considered to prevent stillbirths and reduce associated morbidity. (shrink)

This study examines the use of an explicit, reflective method for teaching the difference and relationship between scientific theories and laws to ninth-grade students. Students reflected individually and then as a whole class on theories and laws using a Venn diagram, both before and after reading short articles describing features of theories and laws that provided an explicit challenge to their naïve prior conceptions. In small groups, they chose a theory or law, researched it, constructed a poster, and did a (...) gallery walk. Examination of students’ Venn diagrams and answers to a single question from VNOS-C given as both a pre- and post-test showed that prior to the lesson, all students except for one held more naïve views of both the difference between theories and laws and the nature of scientific theories. After the lesson, more than a third of them had improved their conceptions to more informed, and nearly a quarter understood that there is not a hierarchical relationship between scientific theories and laws. (shrink)