The debate about the ethical implications of Artificial Intelligence dates from the 1960s :741–742, 1960; Wiener in Cybernetics: or control and communication in the animal and the machine, MIT Press, New York, 1961). However, in recent years symbolic AI has been complemented and sometimes replaced by Neural Networks and Machine Learning techniques. This has vastly increased its potential utility and impact on society, with the consequence that the ethical debate has gone mainstream. Such a debate has primarily focused on principles—the (...) ‘what’ of AI ethics —rather than on practices, the ‘how.’ Awareness of the potential issues is increasing at a fast rate, but the AI community’s ability to take action to mitigate the associated risks is still at its infancy. Our intention in presenting this research is to contribute to closing the gap between principles and practices by constructing a typology that may help practically-minded developers apply ethics at each stage of the Machine Learning development pipeline, and to signal to researchers where further work is needed. The focus is exclusively on Machine Learning, but it is hoped that the results of this research may be easily applicable to other branches of AI. The article outlines the research method for creating this typology, the initial findings, and provides a summary of future research needs. (shrink)

By mid-2019 there were more than 80 AI ethics guides available in the public domain. Despite this, 2020 saw numerous news stories break related to ethically questionable uses of AI. In part, this is because AI ethics theory remains highly abstract, and of limited practical applicability to those actually responsible for designing algorithms and AI systems. Our previous research sought to start closing this gap between the ‘what’ and the ‘how’ of AI ethics through the creation of a searchable typology (...) of tools and methods designed to translate between the five most common AI ethics principles and implementable design practices. Whilst a useful starting point, that research rested on the assumption that _all_ AI practitioners are aware of the ethical implications of AI, understand their importance, and are actively seeking to respond to them. In reality, it is unclear whether this is the case. It is this limitation that we seek to overcome here by conducting a mixed-methods qualitative analysis to answer the following four questions: what do AI practitioners understand about the need to translate ethical principles into practice? What motivates AI practitioners to embed ethical principles into design practices? What barriers do AI practitioners face when attempting to translate ethical principles into practice? And finally, what assistance do AI practitioners want and need when translating ethical principles into practice? (shrink)

As the range of potential uses for Artificial Intelligence, in particular machine learning, has increased, so has awareness of the associated ethical issues. This increased awareness has led to the realisation that existing legislation and regulation provides insufficient protection to individuals, groups, society, and the environment from AI harms. In response to this realisation, there has been a proliferation of principle-based ethics codes, guidelines and frameworks. However, it has become increasingly clear that a significant gap exists between the theory of (...) AI ethics principles and the practical design of AI systems. In previous work, we analysed whether it is possible to close this gap between the ‘what’ and the ‘how’ of AI ethics through the use of tools and methods designed to help AI developers, engineers, and designers translate principles into practice. We concluded that this method of closure is currently ineffective as almost all existing translational tools and methods are either too flexible or too strict. This raised the question: if, even with technical guidance, AI ethics is challenging to embed in the process of algorithmic design, is the entire pro-ethical design endeavour rendered futile? And, if no, then how can AI ethics be made useful for AI practitioners? This is the question we seek to address here by exploring why principles and technical translational tools are still needed even if they are limited, and how these limitations can be potentially overcome by providing theoretical grounding of a concept that has been termed ‘Ethics as a Service.’. (shrink)

As the range of potential uses for Artificial Intelligence (AI), in particular machine learning (ML), has increased, so has awareness of the associated ethical issues. This increased awareness has led to the realisation that existing legislation and regulation provides insufficient protection to individuals, groups, society, and the environment from AI harms. In response to this realisation, there has been a proliferation of principle-based ethics codes, guidelines and frameworks. However, it has become increasingly clear that a significant gap exists between the (...) theory of AI ethics principles and the practical design of AI systems. In previous work , we analysed whether it is possible to close this gap between the ‘what’ and the ‘how’ of AI ethics through the use of tools and methods designed to help AI developers, engineers, and designers translate principles into practice. We concluded that this method of closure is currently ineffective as almost all existing translational tools and methods are either too flexible (and thus vulnerable to ethics washing) or too strict (unresponsive to context). This raised the question: if, even with technical guidance, AI ethics is challenging to embed in the process of algorithmic design, is the entire pro-ethical design endeavour rendered futile? And, if no, then how can AI ethics be made useful for AI practitioners? This is the question we seek to address here by exploring why principles and technical translational tools are still needed even if they are limited, and how these limitations can be potentially overcome by providing theoretical grounding of a concept that has been termed ‘Ethics as a Service’. (shrink)

Auditors’ virtue comprises those qualities of character that manifest the ideals of the audit community (c.f., Maclntyre, 1984, After Virtue. (University of Notre Dame Press, Notre Dame)), and are instrumental in ensuring that auditors’ professional judgment is exercised according to a high moral standard (Thorne, 1998, Research on Accounting Ethics. (JAI Press, Greenwich, CT)). Nevertheless, the lack of valid and reliable quantitative measures of auditors’ virtue impedes research that furthers our understanding of how best to promote virtue in the audit (...) community. To address this gap, we develop two measures of auditors’ virtue. We report the results of the validity and reliability of the scales. In addition, we use the findings from the administration of these scales to professional accountants to refine and validate the theoretical characterization of virtues developed by Pincoffs (1986, Quandaries and Virtues. University Press of Kansas, Lawrence, KS) and Libby and Thorne (2004, Business Ethics Quarterly). In so doing, this study provides a foundation by which future audit research can study ways to ensure that auditors’ virtue is promoted throughout the audit community. (shrink)

This article represents conversations with the American composer Libby Larsen in which she described her beliefs about music, music education, and the dilemmas that our current system faces as we seek to provide relevant and meaningful music education to our students. Our conversation explores such topics as cognitive psychology, music theory, cultural practices and developments in American culture, and current music education practices. Larsen brought up many questions about music education in America, providing some suggestions for the future and (...) posing problems for which the solution may require a great deal of imagination by music education teachers. The article is structured as a Socratic dialogue, in which Larsen constructs an inductively strong argu- ment for making radical changes to current music education practice. (shrink)

Auditors' virtue comprises those qualities of character that manifest the ideals of the audit community ), and are instrumental in ensuring that auditors' professional judgment is exercised according to a high moral standard ). Nevertheless, the lack of valid and reliable quantitative measures of auditors' virtue impedes research that furthers our understanding of how best to promote virtue in the audit community. To address this gap, we develop two measures of auditors' virtue. We report the results of the validity and (...) reliability of the scales. In addition, we use the findings from the administration of these scales to professional accountants to refine and validate the theoretical characterization of virtues developed by Pincoffs and Libby and Thorne. In so doing, this study provides a foundation by which future audit research can study ways to ensure that auditors' virtue is promoted throughout the audit community. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:The Common Good and the Global Emergency: God and the Built Environment by T. J. GorringeLibby GibsonThe Common Good and the Global Emergency: God and the Built Environment T. J. Gorringe New York: Cambridge University Press, 2011. 309 pp. $90.00Building on arguments set forth in A Theology of the Built Environment: Justice, Empowerment, and Redemption (2002), theologian Timothy Gorringe begins The Common Good and the Global Emergency by (...) exploring whether an idea of the common good is relevant in a multicultural society and, if so, how an account of the common good can give rise to an alternative economic paradigm grounded in grace. While respect for cultural differences and the rise of individualism may argue against a robust understanding of the common good, Gorringe looks to the concept of oikonomia, or household management, to express the concept of managing “our affairs in such a way as to further what we perceive to be good ends” (35). Since our understanding of the economy shapes every aspect of the built environment, Gorringe traces local, regional, and national economies to what Wendell Berry calls “the great economy” or God’s creation, redemption, and sustenance of all things.Gorringe grounds his arguments about the common good in his Trinitarian theology of the built environment, expressed as God the Creator, God the Reconciler, and God the Redeemer. The triune perichoretic nature of God is inherently relational; therefore, as humans made in God’s image, we cannot ignore our interdependence. While God the Creator offers a sense of the common good springs from creation, God the Reconciler gives Gorringe traction to discuss the many barriers—race, gender, class, and space—that divide human beings and how our built environments structure these separations. God the Redeemer is concerned with empowering human beings to challenge all things that destroy life; thus Gorringe sees his project as contributing a theology of liberation committed to justice and fullness of life for all humans.Gorringe argues that our best chance to identify a common good rests on constructively addressing the common bad that he calls the global emergency. This emergency can be seen in the doubling of the world’s population in the past forty years, the problem of climate change, and global resource depletion. Seeing climate change and food, water, and energy issues as among the most pressing ethical issues of the coming decades, Gorringe challenges the reader to examine how our current common values have degraded the environment [End Page 202] and the lives of people worldwide. Since he specifically addresses the built environment, Gorringe’s purview is necessarily anthropocentric and justified by the doctrine of incarnation. Yet the Creator God expresses great wisdom in the laws of nature, and much could be learned from the “built” environments in the animal kingdom. While this line of thought would clearly depart from the rigorous academic method of Gorringe’s analysis, the book arose from a feeling that the Lord instructed him to continue working in this area, and attending to other nonrational sources of wisdom could greatly enhance our understanding of God’s grace in all the world.Gorringe acknowledges that the chapters do not unfold linearly, and that he seeks to point out points of confluence. The fluidity with which he addresses theological, political, economic, architectural, sociological, and ethical issues leads the reader to an overall picture of the common good and its powers to liberate us from injustice while an exact map of this process may be difficult to draw. Gorringe clearly and directly addresses both critics and supporters of his previous work on the built environment and solidifies his case for attending to the ways that our built environments could express a common good, grounded in grace, that allows for the fullness of life for all beings.Libby GibsonVirginia Theological SeminaryCopyright © 2013 Society of Christian Ethics... (shrink)

It has become increasingly common to endorse and implement anonymous grading as a way of promoting fairness or equality of opportunity in the classroom. The American Philosophical Association currently recommends anonymous grading, as do the Canadian Philosophical Association, the British Philosophical Association, the Society for Women in Philosophy, and Minorities and Philosophy. Despite its increasing prevalence, the practice has received surprisingly little attention in applied ethics. This paper begins filling this gap. I start by clarifying the ‘Standard Argument’ from fairness (...) or equality of opportunity for anonymous grading. I then argue that the Standard Argument fails to support current models for anonymous grading. The issue: current models for anonymous grading are practically self-undermining if the aim is to reduce violations of equality of opportunity or fairness. So, if we want to address bias in grading because we care about equality of opportunity or fairness, we need to change how we do it. (shrink)

As children gradually master grammatical rules, they often go through a period of producing form‐meaning associations that were not observed in the input. For example, 2‐ to 3‐year‐old English‐learning children use the bare form of verbs in settings that require obligatory past tense meaning while already starting to produce the grammatical –ed inflection. While many studies have focused on overgeneralization errors, fewer studies have attempted to explain the root of this earlier stage of rule acquisition. In this work, we use (...) computational modeling to replicate children's production behavior prior to the generalization of past tense production in English. We illustrate how seemingly erroneous productions emerge in a model, without being licensed in the grammar and despite the model aiming at conforming to grammatical forms. Our results show that bare form productions stem from a tension between two factors: (1) trying to produce a less frequent meaning (the past tense) and (2) being unable to restrict the production of frequent forms (the bare form) as learning progresses. Like children, our model goes through a stage of bare form production and then converges on adult‐like production of the regular past tense, showing that these different stages can be accounted for through a single learning mechanism. (shrink)

During this time of ecological crisis, spiritual guides are needed to provide inspiration and impel action. In the Roman Catholic tradition, saints act as role models and are associated with particular causes, locations, or professions. Who, then, are the ecological saints, whose witness can inspire hope and action in support of the environment? This article explores that question in two ways. First the writings and accounts of saints who are traditionally connected to the environment are examined to produce six indicators (...) of the beliefs, characteristics, and actions of ecological saints. Second, a green gaze is applied to Saint Marguerite Bourgeoys, a seventeenth‐century educator who lived in what would become Montreal, Canada, by comparing her writings and accounts of her life to the six indicators of an ecological saint. Identifying more ecological saints can promote environmental responsibility, and the six indicators of an ecological saint can be the lens through which beloved saints are re‐examined. (shrink)

Attention has become increasingly focused in recent years on the role agri-food system transformations have played in driving the global diet-related chronic disease burden. Identifying the role played by the food-consuming industries (predominantly large manufacturers, processors, distributors, and retailers) in particular, and identifying possibilities to facilitate healthier diets through intervening in these industries, have been identified as a research priority. This paper explores the potential for one promising analytic framework—the nutrition-oriented value chain approach—to contribute to this area, drawing on recent (...) insights from the global value chain (GVC) literature to develop an institutionally-enriched approach. The research focused on a canned deciduous fruit value chain linking growers, processors, and retailers in South Africa and Australia. Findings reveal the multiple drivers which have converged to shape this value chain over time, and the key actors which are influencing product availability, composition, price, and promotion within this sector. With its emphasis on identifying implications for end-consumption, rather than economic outcomes within the chain, nutrition-oriented value chain research represents a significant shift in focus for the GVC framework. Therefore, an immediate opportunity for further research is to extend the analytic framework to primary research on end-consumption behaviours. (shrink)

Demonstrating the connections between contemporary psychoanalysis, Jewish thought and Jewish history, this volume is a significant contribution to the traditions of dialogue, debate and change-within-continuity that epitomize these disciplines. The authors of this volume explore the cross-disciplinary connections between psychoanalysis and Jewish thought, while seeking out the resonance of new meanings, to exemplify the uncanny similarities that exist between ancient Rabbinic methods of interpretation and contemporary psychoanalytic theory and methodology, particularly the centrality of the question and the deconstruction of narrative. (...) In doing so, this collaboration addresses the bi-directional influence between, and the relevance of, the Jewish interpretive tradition and psychoanalysis to provide readers with renewed insight into key topics such as Biblical text and midrash, religious traditions, trauma, gender, history, clinical work and the legacies of the Holocaust on psychoanalytic theory. Creating an intimate environment for interdisciplinary dialogue, this is an essential book for students, scholars and clinicians alike, who seek to understand the continued significance of the multiple connections between psychoanalysis and Jewish thought. (shrink)

This paper will examine the effects of gender, age, work experience, academic status and legality on certain ethical decisions. Six scenarios representing ethical dilemmas were presented to both undergraduate and MBA students in an attempt to determine if various demographic factors influenced ethical decision making. While some past studies have suggested that gender has an important effect on ethical decision making, this study does not completely support this conclusion and suggests that age and/or length of work experience should be included (...) in any study of ethical decision making.The legality of the decisions was determined and compared to the reason given by the students for their decisions. In some cases the choice made by a majority of the students was not the one that was supported by the legal authorities which suggests that there may be conflicts between the ethical system of the respondents and the behavior expected of them by society. (shrink)

In this paper, we develop a typology of auditors’ virtues through in-depth interviews with nine exemplars of the audit community.We compare this typology with prescribed auditors’ virtues as represented in the applicable Code of Professional Conduct. Ourcomparison shows that the Code places a primary emphasis on mandatory virtues including the virtues of “independent,” “objective,”and “principled.” While the non-mandatory virtues, which involve “going beyond the minimum” and “putting the public interest foremost,” were identified by our exemplars as essential to the auditor’s (...) role, they received little or no emphasis in the Rules of Professional Conduct. We find this particularly alarming, given that the exemplars interviewed for this study viewed these virtues are essential to the auditors’ role. If the audit profession wishes to uphold public confidence by encouraging the possession of non-mandatory auditors’ virtues, our research suggests that non-mandatory auditors’ virtues should be explicitly described and included in rules of professional conduct. (shrink)

In the writings of Pierre Teilhard de Chardin, the word “nature” occurs more than a thousand times, though this term is not listed in the Teilhard Lexicon by Siôn Cowell. A qualitative analysis of nature throughout Teilhard's writings produced 13 distinct definitions that can be summarized into five categories; nature can be an inherent way of being, sacred, an object, or that which is not artificial. The multivalent term has produced different interpretations of Teilhard's work, specifically in the ecological eschatological (...) question of whether living organisms will be included in the final transformation. Theologians’ responses to this question range from affirmation to dissension, with varying levels of certainty, demonstrating the variability that can be caused by ambiguous language. (shrink)

This article closely reads “Chelsea Girls,” an autobiographical short story by Eileen Myles that depicts her experience caring for the diabetic, bipolar poet James Schuyler when she was a young writer getting started in East Village in the late 1970s. Their dependency relationship is a form of queer kinship, an early version of the caring relations between lesbians and gay men that HIV/aids would demand over the next two decades as chosen families emerged to nurture gay men and lesbians rejected (...) by their families of origin. The representation of queer kinship offers an alternative to more traditional portrayals of care in literature that focus on the heteronormative family, a site of care that feminist dependency theory also paradoxically privileges. This article synthesizes insights from queer theory and critical disability studies in order to expand our understanding of the roles participants in care can play, the ways they can feel, and the outcomes they can achieve. Myles and Schuyler’s dependency relationship was sustaining for both of them and also critical for her development as a pioneering lesbian poet in an art world still dominated by men. (shrink)

History in times of crisis is practical: future action depends on historical framing. Moving beyond “human scales” to include the evolutionary and the geological, and beyond humans to include other species, demands different approaches and new “archives” like ice-cores. This paper considers history in the Long Now, and particularly how museums and big public arts institutions develop new sorts of history through practical story-telling, taking seriously the notion that “the central role of museums [is] both an expression of cultural identity (...) and … a powerful force for human development and education.” The museum has a particular value as “slow media”, deepening news stories in times of rapid change. The new epoch of Earth, the Anthropocene, where humans have become a geological force, poses challenges for exhibitions, but also reshapes museums themselves. Crucial to managing stories, collections and objects in Anthropocene times is the capacity to change course, to remain open to new developments, using performances, events and “pop-up” exhibitions alongside traditional museum offerings. New Museology regards stories as the fundamental unit of museums. Thus, the curation of stories is central work. No longer are museums defined solely by objects: the artistic and the ephemeral are all part of story-telling. (shrink)

In this thesis, I defend the explanatory force of algorithmic information processing models in cognitive neuroscience. I describe the algorithmic approach to cognitive explanation, its relation to Shea’s theory of cognitive representation, and challenges stemming from neuronal population analysis and dimensionality reduction. I then consider competing interpretations of some neuroscientific data that have been central to the debate. I argue in favor of a sequenced computational explanation of the phenomenon, contra Burnston. Finally, I argue that insights from theoretical neuroscience allow (...) us to understand why dimensionality reduction does not militate against localizing distinct contents to distinct components of functioning brain systems. (shrink)

This article seeks to highlight the relevance of Marie-José Mondzain's trailblazing writings on Byzantine image theory and its modern legacy, with particular reference to Image, icône, économie (Im...

Growing supermarket dominance and the expansion of own-label market share in Australia has put considerable pressure on agri-food manufacturers, and the recent movement of a number of manufacturing operations off-shore has attracted widespread attention. This paper examines the pursuit of an international manufacturing base by SPC Ardmona, one of Australia’s major fruit and vegetable processors, with a focus on strategic alliances formed with Siam Foods in Thailand and Rhodes Food Group in South Africa/Swaziland. Strategic horizontal alliances have become increasingly important (...) for manufacturers seeking to counter retailer dominance, yet have received little attention in the agri-food literature. The two alliances examined in this paper illustrate the profound importance of prevailing societal and institutional environments in which production networks ‘touch-down’, and their influence on firm-level dynamics of trust, motivation, corporate values, and strategic objectives. Horizontal alliances can offer a promising alternative to cut-throat competition and a ‘race- to-the-bottom’ between agri-food manufacturers. However, with own-label sourcing strategies deepening competition between geographically-disparate manufacturers, identifying compatible alliance partners is likely to become an increasingly greater challenge. (shrink)

In this paper, we develop a typology of auditors’ virtues through in-depth interviews with nine exemplars of the audit community.We compare this typology with prescribed auditors’ virtues as represented in the applicable Code of Professional Conduct. Ourcomparison shows that the Code places a primary emphasis on mandatory virtues including the virtues of “independent,” “objective,”and “principled.” While the non-mandatory virtues, which involve “going beyond the minimum” and “putting the public interest foremost,” were identified by our exemplars as essential to the auditor’s (...) role, they received little or no emphasis in the Rules of Professional Conduct. We find this particularly alarming, given that the exemplars interviewed for this study viewed these virtues are essential to the auditors’ role. If the audit profession wishes to uphold public confidence by encouraging the possession of non-mandatory auditors’ virtues, our research suggests that non-mandatory auditors’ virtues should be explicitly described and included in rules of professional conduct. (shrink)

Edward S. Small _Direct Theory: Experimental Film/Video as Major Genre_ Carbondale and Edwardsville: Southern Illinois University Press, 1994 ISBN 0-8093-1920-9 122 pp.

The later Wittgenstein’s approach to philosophical inquiry has influenced a number of philosophers who have reflected on the significance of evil for a Christianview of creation. The strengths and shortcomings of this influence are considered here, with particular attention to the work of D. Z. Phillips. Wittgenstein’s legacyemerges as a decidedly mixed blessing. On the one hand, a sensitive analysis of the religious use of language reveals the anthropomorphic confusion inherent in attempts to depict God as acting, or as failing (...) to act, for morally sufficient reasons. On the other, a sharp distinction between the natural and the spiritual domains, and the opposition to metaphysics with which it is associated, obscure rather than assist the search for understanding. By way of contrast, the paper concludes with a discussion of Simone Weil’s (profoundly metaphysical) conception of Christ’s mediation between creature and Creator; a conception which points the way to a resolution of the intellectual tension to which evil gives rise in the order of creation. (shrink)