Given the complexity of teams involved in creating AI-based systems, how can we understand who should be held accountable when they fail? This paper reports findings about accountable AI from 26 interviews conducted with stakeholders in AI drawn from the fields of AI research, law, and policy. Participants described the challenges presented by the distributed nature of how AI systems are designed, developed, deployed, and regulated. This distribution of agency, alongside existing mechanisms of accountability, responsibility, and liability, creates barriers for (...) effective accountable design. As agency is distributed across the socio-technical landscape of an AI system, users without deep knowledge of the operation of these systems become disempowered, unable to challenge or contest when it impacts their lives. In this context, accountability becomes a matter of building systems that can be challenged, interrogated, and, most importantly, adjusted in use to accommodate counter-intuitive results and unpredictable impacts. Thus, accountable system design can work to reconfigure socio-technical landscapes to protect the users of AI and to prevent unjust apportionment of risk. (shrink)

In this paper, I argue that there is a picture of how law works that most legal theorists are implicitly committed to and take to be common ground. This Standard Picture (SP, for short) is generally unacknowledged and unargued for. SP leads to a characteristic set of concerns and problems and yields a distinctive way of thinking about how law is supposed to operate. I suggest that the issue of whether SP is correct is a fundamental one for the philosophy (...) of law, more basic, for example, than the issue that divides legal positivists and anti-positivists, at least as the latter issue is ordinarily understood. The goals of the paper are fourfold: 1) to identify and articulate in some detail the Standard Picture; 2) to show that SP is widely held and has important consequences for other debates in the philosophy of law; 3) to show that SP leads to a serious theoretical problem; 4) to sketch an alternative picture that promises to avoid this problem. I emphasize the modesty of these goals in one respect. I make no claim to refute SP or to fully develop and defend an alternative picture. (shrink)

Ethical choice paralysis is a major barrier to the implementation of ethical design materials into the technology design process. Choice paralysis seems to result from tacit background assumptions propagated by humanistic modes of critical inquiry. I propose that one way of obviating choice paralysis at the professional level is to educate STEM students on how to select ethical design materials for a project. In order to advance that endeavor, I propose some obligations especially for humanistically trained STEM ethics educators. Specifically, (...) I propose that these include obligations to affirm that students can indeed select workable ethical design materials for their projects, to avoid using humanistic modes of critical ethical inquiry when instructing on how to make those selections, and to note that maximizing for ideally ethical results may not be a primary selection criterion. (shrink)

It is common to distinguish two great families of representation. Symbolic representations include logical and mathematical symbols, words, and complex linguistic expressions. Iconic representations include dials, diagrams, maps, pictures, 3-dimensional models, and depictive gestures. This essay describes and motivates a new way of distinguishing iconic from symbolic representation. It locates the difference not in the signs themselves, nor in the contents they express, but in the semantic rules by which signs are associated with contents. The two kinds of rule have (...) divergent forms, occupying opposite poles on a spectrum of naturalness. Symbolic rules are composed entirely of primitive juxtapositions of sign types with contents, while iconic rules determine contents entirely by uniform natural relations with sign types. This distinction is marked explicitly in the formal semantics of familiar sign systems, both for atomic first-order representations, like words, pixel colors, and dials, and for complex second-order representations, like sentences, diagrams, and pictures. (shrink)

On May 16, 2012, RAND brought together a group of public company directors and executives, chief ethics and compliance officers, and stakeholders from the government, academic, and nonprofit sectors for a series of conversations about organizational culture, as well as to explore the business and policy ramifications of efforts to build better ethical cultures in corporations.

This book explores our corporeal connections to the past by considering what three theoretical approaches-somaesthetics, posthumanism, and the uncanny-may reveal about both premodern and postmodern terms of embodiment. It takes as its point of departure a selection of fifteenth-century northern European Books of Hours-evocative objects designed at once to to inscribe social status, to strengthen religious commitment, to entertain, to stimulate emotions, and to encourage discomfiting self-scrutiny. Studying their kaleidoscopically strange, moving, humorous, disturbing, imaginative pages not only enables a window (...) into relationships among bodies, images, and things in the past, but also in our own internet era, where surprisingly popular memes drawn from such manuscripts constitute a part of our own visual culture. In negotiating theoretical, post-theoretical, and historical concerns, this book aims to contribute to an emerging and much-needed intersectional social history of art. It will be of interest to scholars working in art history, medieval studies, Renaissance/early modern studies, gender studies, the history of the book, posthumanism, aesthetics, and the body. (shrink)

This paper deals with the exceptions-tolerance property of generic sentences with indefinite singular and bare plural subjects (IS and BP generics, respectively) and with the way this property is connected to some well-known observations about felicity differences between the two types of generics (e.g. Lawler's 1973, Madrigals are popular vs. #A madrigal is popular). I show that whereas both IS and BP generics tolerate exceptional and contextually irrelevant individuals and situations in a strikingly similar way, which indicates the existence of (...) a basically equivalent tolerance mechanism, there is also a difference between them, unnoticed so far, which concerns the degree to which the properties of the legitimate exceptions can be characterized in advance. Following claims in Greenberg (2003), I argue that both this newly observed difference as well as the traditional felicity differences result from an underlying contrast in the type of ‘non-accidentalness’ expressed by the two types of generic sentences, and more formally, in the accessibility relations that their generic quantifier (Gen) is compatible with. To capture the new difference in tolerance of exceptions, I develop an improved version of the exceptions-tolerance mechanism for generic sentences suggested in Kadmon & Landman (1993), namely, a restriction on the set of individuals and situations quantified by Gen, which is partially vague to two different degrees using supervaluationist methods. The different degrees of vagueness in this restriction are shown to be systematically dependent on the two types of accessibility relations that IS and BP generics are compatible with, which are redefined as precise and vague restrictions on the generic quantification over worlds. (shrink)

The first generation of children to grow up with electronic toys and games saw computers as our “nearest neighbors.” They spoke of computers as rational machines and of people as emotional machines, a fragile formulation destined to be challenged. By the mid-1990s, computational creatures, including robots, were presenting themselves as “relational artifacts,” beings with feelings and needs. One consequence of this development is a crisis in authenticity in many quarters. In an increasing number of situations, people behave as though they (...) no longer place value on living things and authentic emotion. This paper examines watershed moments in the history of human–machine interaction, focusing on the pertinence of relational artifacts to our collective perception of aliveness, life’s purposes, and the implications of relational artifacts for relationships. For now, the exploration of human–robot encounters leads us to questions about the morality of creating believable digital companions that are evocative but not authentic. (shrink)

The Triumph of Life is Rabbi Irving Greenberg's magnum opus-a narrative of the relationship between God and humanity expressed in the Jewish journey through modernity, the Holocaust, the creation of Israel, and the birth of Judaism's next era.

Adorno's philosophical writings on music are notably focused on the new, invested in positioning the challenging avant‐garde works of Schoenberg, Berg, and Webern as the modernist mainstream. Nevertheless, Adorno's relationship with this “Second Viennese School” of composers was characterized by ongoing complexities, contradictions, and dissonances. His conflicted position is theorized here on multiple levels, considering not only Adorno's mature philosophy of the New Music, but his own musical‐creative output, and his relationships with the members of the Second Viennese School; a (...) group he was intimately connected to and distinct from at once. As his composition teacher, Berg was particularly influential in shaping Adorno's compositional activity and stance as simultaneously a champion and critic of Schoenberg. Adorno attempted to apply Schoenberg's twelve‐tone technique within his own compositions, recognizing its promise, yet from early on he had growing critical and compositional reservations concerning the method's restrictions. Though Adorno's writings from the 1930s defend Schoenberg and the twelve‐tone technique, by the end of the following decade, his Philosophy of New Music (2006 [1949]) expounds his critique of the method for its eschewal of the freedom of Expressionism. The impact of the Philosophy of New Music in the wake of the Second World War was both greater than and different from what Adorno could have expected. His message that the twelve‐tone method came at the cost of expressivity was largely missed by the subsequent generation of avant‐garde composers, the “Darmstadt School,” who understood the book as philosophical and theoretical basis for their extended exploration of music's serial systematization. (shrink)

The first generation of children to grow up with electronic toys and games saw computers as our “nearest neighbors.” They spoke of computers as rational machines and of people as emotional machines, a fragile formulation destined to be challenged. By the mid-1990s, computational creatures, including robots, were presenting themselves as “relational artifacts,” beings with feelings and needs. One consequence of this development is a crisis in authenticity in many quarters. In an increasing number of situations, people behave as though they (...) no longer place value on living things and authentic emotion. This paper examines watershed moments in the history of human–machine interaction, focusing on the pertinence of relational artifacts to our collective perception of aliveness, life’s purposes, and the implications of relational artifacts for relationships. For now, the exploration of human–robot encounters leads us to questions about the morality of creating believable digital companions that are evocative but not authentic. (shrink)

According to a common sense theory, facial expressions signal specific emotions to people of all ages and therefore provide children easy access to the emotions of those around them. The evidence, however, does not support that account. Instead, children’s understanding of facial expressions is poor and changes qualitatively and slowly over the course of development. Initially, children divide facial expressions into two simple categories (feels good, feels bad). These broad categories are then gradually differentiated until an adult system of discrete (...) categories is achieved, likely in the teen years. Children’s understanding of most specific emotions begins not with facial expressions, but with their understanding of the emotion’s antecedents and behavioral consequences. (shrink)

Embrace your authentic self and let your soul's light shine forth with guidance from 150 lessons meant to inspire, motivate, and teach. This empowering book helps you shed what is false and come to know, accept, and express your true self. With essays to uplift and engage you through personal stories, meditations, exercises, affirmations, and question prompts, Discover Your Authentic Self shows you how to live according to your passions and purpose. Explore a range of topics for self-discovery, including intuition, (...) spirit animals, recognizing personal abilities as related to archetypes, living your purpose, spirit essence and energy (chakras and auras), and more. With this remarkable book, you'll unlock your truth and set yourself free. (shrink)

This original and authoritative book offers a first-ever attempt to define a poetics of the editing arts. It proposes a new field of editing studies, in which the 'ideal editor' can be understood in relation to the long-theorised author and reader. The book's premise is that editing, like other forms of 'making', is mostly invisible and can only be brought into full view through a comparative analysis that includes the insights of practitioners. The argument, laid down in careful layers, is (...) supported by a panoramic historical narrative that tracks the shifts in textual authority from religious and secular institutions to the romanticised self of the digital present. The dangers posed by the anti-editing rhetoric of this hybrid romanticism are confronted head-on. To the traditional perception of editing as the imposition of closure, A Poetics of Editing adds a perspective on a dynamic process with a sense of the possible. (shrink)

Attempts a faithful account of Bruno's thought as expressed in his writings and to give an analysis of his thought as he developed it in regard to the issue of the infinitive.

Whereas professional persuasion is a means to an immediate and instrumental end, ethical persuasion must rest on or serve a deeper, morally based final end. Among the moral final ends of journalism, for example, are truth and freedom. There is a very real danger that advertisers and public relations practitioners will play an increasingly dysfunctional role in the communications process if means continue to be confused with ends in professional persuasive communications. Means and ends will continue to be confused unless (...) advertisers and public relations practitioners reach some level of agreement as to the moral end toward which their efforts should be directed. In this article we advance a five-part test that defines this moral end, establishes ethical boundaries that should guide persuasive practices, and serves as a set of action-guiding principles directed toward a moral consequence in professional persuasion. The TARES Test consists of five principles: Truthfulness, Authenticity, Respect, Equity and Social Responsibility. We provide checklists to guide the practitioner in moral reflection and application of TARES Test principles. (shrink)

Tagging is the phenomenon in which regions of a picture, map, or diagram are annotated with words or other symbols, to provide descriptive information about a depicted object. The interpretive principles that govern tagged images are not well understood, due in part to the difficulty of integrating pictorial and linguistic semantic rules. Rather than directly combining these rules, I propose to use the framework of perspectival feature maps as an intermediary representation of content, in which the outputs of pictorial and (...) linguistic interpretation may be assimilated. The result is a simple and compositional semantics for tagged images. (shrink)

For courses covering professionalism in any nursing or health program offered in colleges or universities, vocational schools, hospitals, high schools, or through on-the-job training. A balanced introduction to the standards and skills needed to succeed in health care Professionalism in Health Care: A Primer for Career Success is a full-color, engaging, conversational text that helps students understand the common professional standards that all healthcare workers need to provide excellent care and service. It brings together complete coverage of these and other (...) crucial soft skills: work ethic, character, relationships, teamwork, communication and etiquette, honesty, cultural competence, personal image, personal health and wellness, and more. (shrink)

Using bibliographic metadata from 177 Philosophy Journals between 1950 and 2020, this article presents new data on the under- representation of women authors in philosophy journals across decades and across four different compounding factors. First, we examine how philosophy fits in comparison to other academic disciplines. Second, we consider how the regional academic context in which Philosophy Journals operate impacts on author gender proportions. Third, we consider how the regional specialization of a journal impacts on author gender proportions. Fourth, and (...) perhaps most interestingly, we consider the impact of author ethnicity on gender representation, and we examine the breakdown of author ethnicity across Philosophy Journals between 1950 and 2020. To our knowledge, this is the first work to offer an estimate for author ethnicity and gender in philosophy publications using a large- scale data set. We find that women authors are underrepresented in Philosophy Journals across time, across disciplines, across the globe, and regardless of ethnicity. (shrink)

A framework is introduced consisting of five baselines of ethical justification for professional persuasive communications. The models provide a conceptual structure by which to identify and analyze the ethical reasoning, underlying justifications, motivations, and decision making in professional persuasive practices. Although the emphasis of this article is on defining the constructs, their ethical soundness as justification for persuasive practices and their usefulness in establishing direction and methodologies for research in persuasive also are addressed.

Drawing upon contemporary virtue ethics theory, The Model of The Principled Advocate and The Pathological Partisan is introduced. Profiles are developed of diametrically opposed archetypes of public relations and advertising practitioners. The Principled Advocate represents the advocacy virtues of humility, truth, transparency, respect, care, authenticity, equity, and social responsibility. The Pathological Partisan represents the opposing vices of arrogance, deceit, secrecy, manipulation, disregard, artifice, injustice, and raw self-interest. One becomes either a Principled Advocate or a Pathological Partisan by habitually enacting or (...) embodying the virtues or vices in the context of professional practices. (shrink)

Izard (2010) did not seek a descriptive definition of emotion—one that describes the concept as it is used by ordinary folk. Instead, he surveyed scientists’ prescriptive definitions—ones that prescribe how the concept should be used in theories of emotion. That survey showed a lack of agreement today and thus raised doubts about emotion as a useful scientific concept.

Many prescriptions offered in the literature for enhancing creativity and innovation in organizations raise ethical concerns, yet creativity researchers rarely discuss ethics. We identify four categories of behavior proffered as a means for fostering creativity that raise serious ethical issues: breaking rules and standard operating procedures; challenging authority and avoiding tradition; creating conflict, competition and stress; and taking risks. We discuss each category, briefly identifying research supporting these prescriptions for fostering creativity and then we delve into ethical issues associated with (...) engaging in the prescribed behavior. These four rubrics illustrate ethical issues that need to be incorporated into the creativity and innovation literature. Recommendations for how organizations can respond to the ethical issues are offered based on practices of exemplary organizations and theories of organizational ethics. A research agenda for empirically investigating the ethical impact these four categories of behavior have on organizations concludes the article. (shrink)

Using bibliographic metadata from 177 Philosophy Journals between 1950 and 2020, this article presents new data on the under- representation of women authors in philosophy journals across decades and across four different compounding factors. First, we examine how philosophy fits in comparison to other academic disciplines. Second, we consider how the regional academic context in which Philosophy Journals operate impacts on author gender proportions. Third, we consider how the regional specialization of a journal impacts on author gender proportions. Fourth, and (...) perhaps most interestingly, we consider the impact of author ethnicity on gender representation, and we examine the breakdown of author ethnicity across Philosophy Journals between 1950 and 2020. To our knowledge, this is the first work to offer an estimate for author ethnicity and gender in philosophy publications using a large- scale data set. We find that women authors are underrepresented in Philosophy Journals across time, across disciplines, across the globe, and regardless of ethnicity. (shrink)

Advances in machine learning hold promise for corpus analysis: they have the potential to allow for more efficient and less biased analyses of text. This would be a boon for qualitative research, such as the survey research conducted by Academic Philosophy Data and Analysis. In this paper we examine the utility of automated machine learning for select survey questions, with a focus on LDA and VADER. We thus compare human and machine coding on the question of whether underrepresented philosophers are (...) more likely to respond negatively to questions concerning diversity and inclusivity in academic philosophy. Our study has mixed results, revealing instances where automated machine learning can be used to fruitfully support and interrogate more traditional hand-coding techniques, but also instances where we were unable to glean much insight. (Contact authors for draft.). (shrink)

The American Educational Research Association and American Psychological Association published standards for reporting on research. The transparency of reporting measures and data collection is paramount for interpretability and replicability of research. We analyzed 57 articles that assessed alphabet knowledge using researcher-developed measures. The quality of reporting on different elements of AK measures and data collection was not related to the journal type nor to the impact factor or rank of the journal but rather seemed to depend on the individual author, (...) reviewers, and journal editor. We propose various topics related to effective reporting of measures and data collection methods that we encourage the early childhood and literacy communities to discuss. (shrink)

Nursing practice occurs in the context of conversations with healthcare users, other healthcare professionals, and healthcare institutions. This discussion paper draws on symbolic interactionism and Fairclough's method of critical discourse analysis to examine language that nurses use to describe the people in their care and their practice. We discuss how nurses’ use of language constructs meaning about healthcare users and their own work. Through language, nurses are articulating what they believe about healthcare users and nursing practice. We argue that the (...) language nurses use can contribute to viewing their practice as tasks on bodies that must be accomplished efficiently and objectively within the biomedical model, rather than relational and person‐centered. Moreover, the language nurses use can perpetuate a sense of powerlessness within healthcare systems yet paradoxically they are in a position of power over healthcare users. Nurses’ compliance with the efficiency and biomedical model results in a lack of emphasis on the full breadth of nursing work, which could be enacted in relational rather than power‐laden practices. We conclude by positing that careful use of language among nurses in all settings is essential, if we are to begin to articulate what nursing is to ourselves and to others. (shrink)

Deduction is important to scientific inquiry because it can extend knowledge efficiently, bypassing the need to investigate everything directly. The existence of closure failure—where one knows the premises and that the premises imply the conclusion but nevertheless does not know the conclusion—is a problem because it threatens this usage. It means that we cannot trust deduction for gaining new knowledge unless we can identify such cases ahead of time so as to avoid them. For philosophically engineered examples we have “inner (...) alarm bells” to detect closure failure, but in scientific investigation we would want to use deduction for extension of our knowledge to matters we don’t already know that we couldn’t know. Through a quantitative treatment of how fast probabilistic sensitivity is lost over steps of deduction, I identify a condition that guarantees that the growth of potential error will be gradual; thus, dramatic closure failure is avoided. Whether the condition is fulfilled is often obvious, but sometimes it requires substantive investigation. I illustrate that not only safe deduction but the discovery of dramatic closure failures can lead to scientific advances. (shrink)

Nancy is ultimately most concerned about how to determine the relevance of evidence to implementation of evidence-based policy guidelines, in other words, the transferability of study results to a population different from the one that was studied and in which procedures or conditions are not the same as those in the study. And she is concerned about the privileged position Randomized Controlled Trials (RCTs) are given in the ranking schemes for evidence-based policy, because as she sees it RCTs do not (...) address this question while other methods do. RCTs are highly regarded because of their strength in ruling out confounding variables, but they can be weak on the transferability problem because the manipulations necessary for controlled experiment also guarantee that the setting and population are different from the situation and population targeted for application. However, both of these familiar points are simplifications that can be misleading. Some non-RCT type studies (e.g. soft interventions) can also be very good at ruling out confounding variables.1 And, as I will explain, the problems leading to the transferability problem – interacting variables and a difference between study and target populations – are present in any study, not unique to RCTs. In addition. (shrink)

When attempting to generalize recursion theory to admissible ordinals, it may seem as if all classical priority constructions can be lifted to any admissible ordinal satisfying a sufficiently strong fragment of the replacement scheme. We show, however, that this is not always the case. In fact, there are some constructions which make an essential use of the notion of finiteness which cannot be replaced by the generalized notion of $\alpha$-finiteness. As examples we discuss bothcodings of models of arithmetic into the (...) recursively enumerable degrees, and non-distributive lattice embeddings into these degrees. We show that if an admissible ordinal $\alpha$ is effectively close to $\omega$ (where this closeness can be measured by size or by cofinality) then such constructions maybe performed in the $\alpha$-r.e. degrees, but otherwise they fail. The results of these constructions can be expressed in the first-order language of partially ordered sets, and so these results also show that there are natu. (shrink)

Introduction -- Invited Remarks from Symposium Participants -- What Are the Fundamental Compliance and Ethics Challenges Facing the C-Suite, and What Oversight Role Should the Board Play? -- How to Overcome the Barriers to High Standards of Integrity in the C-Suite, and What Should Boards, Management, and Policymakers Do Next? -- Appendix A: Symposium Agenda -- Appendix B: Symposium Participants -- Appendix C: Invited Keynote Address by Judge Ruben Castillo -- Appendix D: Invited Papers from Symposium Participants.