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)

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)

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)

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)

The RecA family proteins mediate homologous recombination, a ubiquitous mechanism for repairing DNA double‐strand breaks (DSBs) and stalled replication forks. Members of this family include bacterial RecA, archaeal RadA and Rad51, and eukaryotic Rad51 and Dmc1. These proteins bind to single‐stranded DNA at a DSB site to form a presynaptic nucleoprotein filament, align this presynaptic filament with homologous sequences in another double‐stranded DNA segment, promote DNA strand exchange and then dissociate. It was generally accepted that RecA family proteins function throughout (...) their catalytic cycles as right‐handed helical filaments with six protomers per helical turn. However, we recently reported that archaeal RadA proteins can also form an extended right‐handed filament with three monomers per helical turn and a left‐handed protein filament with four monomers per helical turn. Subsequent structural and functional analyses suggest that RecA family protein filaments, similar to the F1‐ATPase rotary motor, perform ATP‐dependent clockwise axial rotation during their catalytic cycles. This new hypothesis has opened a new avenue for understanding the molecular mechanism of RecA family proteins in homologous recombination. BioEssays 30:48–56, 2008. © 2007 Wiley Periodicals, Inc. (shrink)

Selection of author's works on Svātantrika Madhyamika philosophy and logic.

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)

English summary: The conference papers collected in this volume focus on Platonism in the Byzantine Middle Ages and Italian Renaissance. Authors considered are Maximos and Psellos, as well as Nicolas Cusanus, the Florentine Platonics of the 15th century, up to Pico della Mirandola. German description: Zu den charakteristischen Aspekten der italienischen Renaissance gehort ein esoterisch gepragter Platonismus, der wesentlich auf Vorlaufern im byzantinischen Mittelalter beruht. Von besonderer Bedeutung sind dabei die Chaldaeischen Orakel und der Hermetismus; weiterhin treten neben die Hinwendung (...) zur Weisheit des alten Agypten vielfaltige Varianten des Interesses an Platonismus und Esoterik. Diese Themen, dazu Phanomene der spateren Rezeptionsgeschichte bis in die Zeit der Aufklarung, waren Gegenstand einer Tagung, die vom 19. bis 23. Juli 2010 in Frankfurt am Main stattfand. Die im vorliegenden Sammelband enthaltenen Beitrage gehen auf diese Veranstaltung zuruck. Im Mittelpunkt stehen dabei aus byzantinischer Zeit Schriften des Maximos und des Psellos, aus der Renaissance Texte von Nikolaus von Kues und den Florentiner Platonikern des fruhen 15. Jahrhunderts bis zu Giovanni Pico della Mirandola. Weitere Beitrage gelten Malerei (Benozzo Gozzoli), Architektur (Leon Battista Alberti, Filarete) und dem Interesse an magischen Gemmen. Auf die spatere Rezeptionsgeschichte zielen Artikel zu Jean Le Clerc und den Freimaurern bis ins 18. Jahrhundert. (shrink)

Journal of Philosophy of Education, EarlyView.

In a much-revised version of his 1980 doctoral dissertation in the history of science for Princeton University, Kim (history and philosophy of science, Seoul National U.) examines the knowledge about the natural world that informed Chu Hsi's renowned neo-Confucian synthesis. He sets out his basic concepts, reviews his understanding of the world, and examines the relationship between the two. He includes an extensive glossary with the English meaning and the Chinese characters. Annotation copyrighted by Book News Inc., Portland, OR.

This essay explores one of the first distinctively Sinitic reappropriations of Madhyamaka epistemology: Seng Zhao’s essay “Prajñā is Without Knowledge.” Seng Zhao’s work is here read as a deliberate collapse of the traditional Madhyamaka Two Truths into two simultaneous aspects of sagely wisdom, rather than a diachronic means-end relation, arriving at a crypto-Zhuangzian “trivialist” conclusion aimed at undermining epistemological bivalence at its roots. For Seng Zhao, because nothing can be established as true, nothing can be excluded as (...) false. Here the understanding of Emptiness has become not the exclusion of all views, but the inclusion of all views. This is rooted in Seng Zhao’s view that, to use Jan Westerhoff’s terms, the denial of substance-svabhāva is always also implicitly the denial of essence-svabhāva. Seng Zhao move from Emptiness as exclusion to Emptiness as inclusion, and from denial of ontological substance to denial of mutually exclusive determinateness, sets the agenda for the distinctive developments of classical Chinese Buddhist philosophy to come. (shrink)

With the passing of the Cold War, a chapter in the history of nuclear deterrence has come to an end. Nuclear weapons remain, however, and nuclear deterrence will again be practiced. Rather than simply assume that the policy of deterrence has worked we need to learn the proper lessons from history in order to ensure that its mistakes are not repeated. Professor Lee furnishes us with the kind of analysis that will enable us to learn those lessons. This 1993 book (...) is the first post-Cold War assessment of nuclear deterrence. It provides a comprehensive normative understanding of nuclear deterrence policy, examining both its ethical and strategic dimensions. The book poses the question: What kind of nuclear policy, if any, deserves both moral and prudential endorsement? (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..

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)

This paper investigates a first-order extension of GL called \. We outline briefly the history that led to \, its key properties and some of its toolbox: the \emph{conservation theorem}, its cut-free Gentzenisation, the ``formulators'' tool. Its semantic completeness is fully stated in the current paper and the proof is retold here. Applying the Solovay technique to those models the present paper establishes its main result, namely, that \ is arithmetically complete. As expanded below, \ is a first-order modal logic (...) that along with its built-in ability to simulate general classical first-order provability―"\" simulating the the informal classical "\"―is also arithmetically complete in the Solovay sense. (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.

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)

A number of philosophers argue that the moral value of national identity is sufficient to justify at least a prima facie right of a national community to create its own independent, sovereign state. In the literature, this argument is commonly referred to as the identity argument. In this paper, I consider whether the identity argument successfully proves that a national group is entitled to a state of its own. To do so, I first explain three important steps in the argument (...) and then consider whether they lead to the desired conclusion. My examination reveals that the identity argument relies on the Optimal Protection Principle; however, this principle does not apply to the case of a national community. As a result, the identity argument fails to justify even a prima facie right of a national community to establish its own state. (shrink)

Drawing on decades of research found in his Case for... series, as well as new interviews and insights, investigative journalist and former atheist Lee Strobel presents clear and compelling evidence to help seekers and believers answer life's ultimate question: Is God Real?

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)