There is growing concern that decision-making informed by machine learning (ML) algorithms may unfairly discriminate based on personal demographic attributes, such as race and gender. Scholars have responded by introducing numerous mathematical definitions of fairness to test the algorithm, many of which are in conflict with one another. However, these reductionist representations of fairness often bear little resemblance to real-life fairness considerations, which in practice are highly contextual. Moreover, fairness metrics tend to be implemented in narrow and targeted toolkits that (...) are difficult to integrate into an algorithm’s broader ethical assessment. In this paper, we derive lessons from ethical philosophy and welfare economics as they relate to the contextual factors relevant for fairness. In particular we highlight the debate around acceptability of particular inequalities and the inextricable links between fairness, welfare and autonomy. We propose Key Ethics Indicators (KEIs) as a way towards providing a more holistic understanding of whether or not an algorithm is aligned to the decision-maker’s ethical values. (shrink)
To address the rising concern that algorithmic decision-making may reinforce discriminatory biases, researchers have proposed many notions of fairness and corresponding mathematical formalizations. Each of these notions is often presented as a one-size-fits-all, absolute condition; however, in reality, the practical and ethical trade-offs are unavoidable and more complex. We introduce a new approach that considers fairness—not as a binary, absolute mathematical condition—but rather, as a relational notion in comparison to alternative decisionmaking processes. Using US mortgage lending as an example use (...) case, we discuss the ethical foundations of each definition of fairness and demonstrate that our proposed methodology more closely captures the ethical trade-offs of the decision-maker, as well as forcing a more explicit representation of which values and objectives are prioritised. (shrink)
To address the rising concern that algorithmic decision-making may reinforce discriminatory biases, researchers have proposed many notions of fairness and corresponding mathematical formalizations. Each of these notions is often presented as a one-size-fits-all, absolute condition; however, in reality, the practical and ethical trade-offs are unavoidable and more complex. We introduce a new approach that considers fairness—not as a binary, absolute mathematical condition—but rather, as a relational notion in comparison to alternative decision-making processes. Using U.S. mortgage lending as an example use (...) case, we discuss the ethical foundations of each definition of fairness and demonstrate that our proposed methodology more closely captures the ethical trade-offs of the decision-maker. (shrink)
An increasing number of financial services (FS) companies are adopting solutions driven by artificial intelligence (AI) to gain operational efficiencies, derive strategic insights, and improve customer engagement. However, the rate of adoption has been low, in part due to the apprehension around its complexity and self-learning capability, which makes auditability a challenge in a highly regulated industry. There is limited literature on how FS companies can implement the governance and controls specific to AI-driven solutions. AI auditing cannot be performed in (...) a vacuum; the risks are not confined to the algorithm itself, but rather permeates the entire organization. Using the risk of unfairness as an example, this paper will introduce the overarching governance strategy and control framework to address the practical challenges in mitigating risks AI introduces. With regulatory implications and industry use cases, this framework will enable leaders to innovate with confidence. (shrink)
ObjectiveThis pilot study aimed to evaluate the efficacy of a digital cognitive behavioral therapy in patients with cancer experiencing sleep problems.MethodsA total of 57 participants aged 25–65 years were randomly assigned to three groups—21 participants to a dCBT program, 20 participants to an app-based attentional control program, and 16 participants to a waitlist control group—and evaluated offline before and after the program completion. Of the 57 participants, there were a total of 45 study completers, 15 participants in each group. The (...) dependent variables were sleep quality scores, measured by the Pittsburgh Sleep Quality Index and health-related quality of life scores, measured using the Short-Form 36, and attentional bias scores from a dot-probe computer task.ResultsFor both the intention-to-treat and study-completers analyses, a significant increase supported by a large effect size was found in the quality of sleep score of the HARUToday Sleep group compared to both the app-based attentional control and the waitlist control group. However, no significant changes were found in the quality of life and attentional bias scores.ConclusionOur results suggest that the HARUToday Sleep app has the potential to serve as an intervention module to enhance the sleep quality of patients with cancer experiencing sleep problems. (shrink)
Ludwig Wittgenstein and Martin Heidegger are two of the most important--and two of the most difficult--philosophers of the twentieth century, indelibly influencing the course of continental and analytic philosophy, respectively. In _ Groundless Grounds_, Lee Braver argues that the views of both thinkers emerge from a fundamental attempt to create a philosophy that has dispensed with everything transcendent so that we may be satisfied with the human. Examining the central topics of their thought in detail, Braver finds that Wittgenstein and (...) Heidegger construct a philosophy based on _original_ _finitude_--finitude without the contrast of the infinite. In Braver's elegant analysis, these two difficult bodies of work offer mutual illumination rather than compounded obscurity. Moreover, bringing the most influential thinkers in continental and analytic philosophy into dialogue with each other may enable broader conversations between these two divergent branches of philosophy. Braver's meticulously researched and strongly argued account shows that both Wittgenstein and Heidegger strive to construct a new conception of reason, free of the illusions of the past and appropriate to the kind of beings that we are. Readers interested in either philosopher, or concerned more generally with the history of twentieth-century philosophy as well as questions of the nature of reason, will find _Groundless Grounds _of interest. (shrink)
Seng Zhao and his collection of treatises, the Zhao lun, have enjoyed a particularly high reputation in the history of Chinese Buddhism. One of these treatises, The Immutability of Things, employs the Madhyamaka argumentative method of negating dualistic concepts to demonstrate that, while "immutability" and "mutability" coexist as the states of phenomenal things, neither possesses independent self-nature. More than a thousand years after this text was written, Zhencheng's intense criticism of it provoked fierce reactions among a host of renowned (...) scholar-monks. This paper explores Zhencheng's main points as well as the perspectives and motives of his principal adversaries in order to shed light on the nature of philosophical discourse during the late Ming dynasty. (shrink)
Bartky draws on the experience of daily life to unmask the many disguises by which intimations of inferiority are visited upon women. She critiques both the male bias of current theory and the debilitating dominion held by notions of "proper femininity" over women and their bodies in patriarchal culture.
There is a need to consider the impact of the new resident-hours regulations on the variety of aspects of medical education and patient care. Most existing literature about this subject has focused on the role of fatigue in resident performance, education, and health care delivery. However, there are other possible consequences of these new regulations, including a negative impact on decision ownership. Our main assumption of is that increased shift work in medicine can decrease ownership of treatment decisions and impact (...) negatively on quality of care. We review some potential components of decision ownership in treatment context and suggest possible ways in which the absence of decision ownership may decrease the quality of medical decision making. The article opens with the definition of decision ownership and the overview of some contextual factors that may contribute to the development of ownership in medical residency. The following section discusses decision ownership in medical care from the perspe... (shrink)
Throughout history, humans have always indulged in certain irrationalities and held some fairly wrong-headed beliefs. But in his newest book, philosopher Lee McIntyre shows how we've now reached a watershed moment for ignorance in the modern era, due to the volume of misinformation, the speed with which it can be digitally disseminated, and the savvy exploitation of our cognitive weaknesses by those who wish to advance their ideological agendas. In _Respecting Truth: Willful Ignorance in the Internet Age_, McIntyre issues a (...) call to fight back against this slide into the witless abyss. In the tradition of Galileo, the author champions the importance of using tested scientific methods for arriving at true beliefs, and shows how our future survival is dependent on a more widespread, reasonable world. (shrink)
Edmund Husserl, founder of the phenomenological movement, is usually read as an idealist in his metaphysics and an instrumentalist in his philosophy of science. In _Nature’s Suit_, Lee Hardy argues that both views represent a serious misreading of Husserl’s texts. Drawing upon the full range of Husserl’s major published works together with material from Husserl’s unpublished manuscripts, Hardy develops a consistent interpretation of Husserl’s conception of logic as a theory of science, his phenomenological account of truth and rationality, his ontology (...) of the physical thing and mathematical objectivity, his account of the process of idealization in the physical sciences, and his approach to the phenomenological clarification and critique of scientific knowledge. Offering a jargon-free explanation of the basic principles of Husserl’s phenomenology, _Nature’s Suit_ provides an excellent introduction to the philosophy of Edmund Husserl as well as a focused examination of his potential contributions to the philosophy of science. While the majority of research on Husserl’s philosophy of the sciences focuses on the critique of science in his late work, _The Crisis of European Sciences_, Lee Hardy covers the entire breadth of Husserl’s reflections on science in a systematic fashion, contextualizing Husserl’s phenomenological critique to demonstrate that it is entirely compatible with the theoretical dimensions of contemporary science. (shrink)
Pursuing an analogy with the natural sciences, Lee McIntyre, in this first full-length defense of social scientific laws to appear in the last twenty years, upholds the prospect of the nomological explanation of human behavior against those who maintain that this approach is impossible, impractical, or irrelevant.
Bartky draws on the experience of daily life to unmask the many disguises by which intimations of inferiority are visited upon women. She critiques both the male bias of current theory and the debilitating dominion held by notions of "proper femininity" over women and their bodies in patriarchal culture.
In business ethics, there is a large body of literature focusing on the conditions, factors, and influences in the ethical decision-making processes. This work builds upon the past critical reviews by updating and extending the literature review found in Craft’s :221–259, 2013) study, extending her literature review to include a total of 141 articles. Since past reviews have focused on categorizing results based upon various independent variables, we instead synthesize and look at the trends of these based upon the four (...) ethical decision making categories: Awareness, Behavior, Judgment, and Intention. We focus on the moderation and mediation effects found within these studies and provide an in-depth analysis of future trends. Furthermore, we also highlight key statistical and methodological concerns, outline overarching trends, and directions of future research in empirical ethical decision making. (shrink)
Two studies are reported in which participants’ reports of altered states of consciousness were manipulated using priming methods. Study 1 used both subtle and blunt supraliminal priming methods, while Study 2 used a subliminal priming method. Across the two studies, two different methods for inducing ASC were used. In both studies a direct and an indirect measure of ASC was employed in order to separate the more nonconscious and spontaneous from the more conscious and directive reports of ASC. As predicted, (...) results indicated that the indirect measures of ASC were consistent with the ASC primes participants received. Implications and future research directions are discussed. (shrink)
McKay & Dennett (M&D) identify positive illusions as fulfilling the criteria for an adaptive misbelief, but could there be other types of beliefs that may qualify as adaptive misbeliefs? My commentary addresses this and other questions through identifying belief in free will as a potential candidate as an adaptive misbelief.
Is a human more conscious than an octopus? In the science of consciousness, it’s oftentimes assumed that some creatures (or mental states) are more conscious than others. But in recent years, a number of philosophers have argued that the notion of degrees of consciousness is conceptually confused. This paper (1) argues that the most prominent objections to degrees of consciousness are unsustainable, (2) examines the semantics of ‘more conscious than’ expressions, (3) develops an analysis of what it is for a (...) degreed property to count as degrees of consciousness, and (4) applies the analysis to various theories of consciousness. I argue that whether consciousness comes in degrees ultimately depends on which theory of consciousness turns out to be correct. But I also argue that most theories of consciousness entail that consciousness comes in degrees. (shrink)
The current study aims to separate conscious and unconscious behaviors by employing both online and offline measures while the participants were consciously performing a task. Using an eye-movement tracking paradigm, we observed participants’ response patterns for distinguishing within-word-boundary and across-word-boundary reverse errors while reading Chinese sentences . The results showed that when the participants consciously detected errors, their gaze time for target words associated with across-word-boundary reverse errors was significantly longer than that for targets words associated with within-word-boundary reverse errors. (...) Surprisingly, the same gaze time pattern was found even when the readers were not consciously aware of the reverse errors. The results were statistically robust, providing converging evidence for the feasibility of our experimental paradigm in decoupling offline behaviors and the online, automatic, and unconscious aspects of cognitive processing in reading. (shrink)
Los años 60 del siglo XX representan para el pueblo mapuche williche una de las décadas más significativas desde la perspectiva histórica, cultural, social y económica y particularmente desde la perspectiva de la simbología mágico religiosa. El cataclismo, más conocido como el maremoto del 60, uno de los movimientos telúricos más potente que ha sacudido a la tierra en esta parte del mundo, según lo han comprobado los instrumentos creados por la ciencia moderna, ha sido acaso el fenómeno natur..
At a time when the analytic/continental split dominates contemporary philosophy, this ambitious work offers a careful and clear-minded way to bridge that divide. Combining conceptual rigor and clarity of prose with historical erudition, A Thing of This World shows how one of the standard issues of analytic philosophy—realism and anti-realism—has also been at the heart of continental philosophy. Using a framework derived from prominent analytic thinkers, Lee Braver traces the roots of anti-realism to Kant's idea that the mind actively organizes (...) experience. He then shows in depth and in detail how this idea evolves through the works of Hegel, Nietzsche, Heidegger, Foucault, and Derrida. This narrative presents an illuminating account of the history of continental philosophy by explaining how these thinkers build on each other's attempts to develop new concepts of reality and truth in the wake of the rejection of realism. Braver demonstrates that the analytic and continental traditions have been discussing the same issues, albeit with different vocabularies, interests, and approaches. By developing a commensurate vocabulary, his book promotes a dialogue between the two branches of philosophy in which each can begin to learn from the other. (shrink)
This paper presents the main aspects of the views of the Tibetan logician Phya pa Chos kyi seng ge (1109–1169) on argumentation “by consequence” (thal ʼgyur, Skt. prasaṅga) based on his exposition of the topic in the fifth chapter of his Tshad ma yid kyi mun sel and on a parallel excursus in his commentary on Dharmakīrti’s Pramānaviniścaya. It aims at circumscribing primarily the nature and function of consequences (thal ʼgyur/thal ba) for this author—in particular the distinction between “proving (...) consequences” and “refuting consequences”—and the form prescribed for their enunciation in the context of debate. In addition to pointing out differences with the systems adopted by his predecessors, contemporaries and successors, the paper also discusses some of the similarities and differences between Phya pa’s understanding of argumentation by consequence and the notion of reductio ad absurdum in Western logic. (shrink)
Two compelling principles, the Reasonable Range Principle and the Preservation of Irrelevant Evidence Principle, are necessary conditions that any response to peer disagreements ought to abide by. The Reasonable Range Principle maintains that a resolution to a peer disagreement should not fall outside the range of views expressed by the peers in their dispute, whereas the Preservation of Irrelevant Evidence Principle maintains that a resolution strategy should be able to preserve unanimous judgments of evidential irrelevance among the peers. No standard (...) Bayesian resolution strategy satisfies the PIE Principle, however, and we give a loss aversion argument in support of PIE and against Bayes. The theory of imprecise probability allows one to satisfy both principles, and we introduce the notion of a set-based credal judgment to frame and address a range of subtle issues that arise in peer disagreements. (shrink)
Martin Heidegger is among the most important philosophers of the Twentieth Century. Within the continental tradition, almost every great figure has been deeply influenced by his work. For this reason, a full understanding of the course of modern philosophy is impossible without at least a basic grasp of Heidegger. Unfortunately, his work is notoriously difficult, both because of his innovative ideas and his difficult writing style. In this compelling book, Lee Braver cuts through the jargon to present Heidegger’s ideas in (...) clear English, using illuminating examples and explications of thorny passages. In so doing, he offers readers an accessible overview of Heidegger’s entire career. The first half of the book presents a guide through _Being and Time_, Heidegger’s early masterpiece, while the second half covers the key themes of his later writing, including technology, subjectivity, history, nihilism, agency, and the nature of thought itself. As Heidegger’s later work is deeply engaged with other philosophers, Braver explains the relevance of Plato, Descartes, Kant, and Nietzsche for Heidegger’s thought. This book will be of great interest to students and scholars trying to find their way through Heidegger’s difficult ideas. Anyone interested in Twentieth Century continental philosophy must come to terms with Heidegger, and this book is the ideal place to begin. (shrink)
