As systems based on opaque Artificial Intelligence (AI) continue to flourish in diverse real-world applications, understanding these black box models has become paramount. In response, Explainable AI (XAI) has emerged as a field of research with practical and ethical benefits across various domains. This paper not only highlights the advancements in XAI and its application in real-world scenarios but also addresses the ongoing challenges within XAI, emphasizing the need for broader perspectives and collaborative efforts. We bring together experts from diverse (...) fields to identify open problems, striving to synchronize research agendas and accelerate XAI in practical applications. By fostering collaborative discussion and interdisciplinary cooperation, we aim to propel XAI forward, contributing to its continued success. Our goal is to put forward a comprehensive proposal for advancing XAI. To achieve this goal, we present a manifesto of 27 open problems categorized into nine categories. These challenges encapsulate the complexities and nuances of XAI and offer a road map for future research. For each problem, we provide promising research directions in the hope of harnessing the collective intelligence of interested stakeholders. (shrink)

What are the effects of word-by-word predictability on sentence processing times during the natural reading of a text? Although information complexity metrics such as surprisal and entropy reduction have been useful in addressing this question, these metrics tend to be estimated using computational language models, which require some degree of commitment to a particular theory of language processing. Taking a different approach, this study implemented a large-scale cumulative cloze task to collect word-by-word predictability data for 40 passages and compute surprisal (...) and entropy reduction values in a theory-neutral manner. A separate group of participants read the same texts while their eye movements were recorded. Results showed that increases in surprisal and entropy reduction were both associated with increases in reading times. Furthermore, these effects did not depend on the global difficulty of the text. The findings suggest that surprisal and entropy reduction independently contribute to variation in reading times, as these metrics seem to capture different aspects of lexical predictability. (shrink)

Ideological indoctrination is explicit and pervasive in China, with the school curriculum used to mould the spirit and character of adolescents, fulfilling ideological and political purposes. But the exact content varies over time. Comparing two versions of textbooks published in 1997 and 2005, this paper depicts the continuities and change in the curricular discourses centred on the notion of ‘good citizen’. While keeping the official status of socialism and the Party leadership untouched, the new textbooks soften the presentation and packaging (...) of the ideological content, very much in tandem with the soft authoritarianism practised since the post‐Deng era when China has been deeply involved in the processes of marketisation, liberalisation and globalisation. The new textbooks also adopt a stance of greater reconciliation with human rights and global citizenship. While being granted more autonomy and rights, young citizens are still expected to shoulder the mission of national revival and socialist modernisation—very much derived from official policies. (shrink)

Stephen Mumford, in his book on dispositions, argues that we can distinguish between dispositional and categorical properties in terms of entailing his 'conditional conditionals', which involve the concept of ideal conditions. I aim at defending Mumford's criterion for distinguishing between dispositional and categorical properties. To be specific, no categorical ascriptions entail Mumford's 'conditional conditionals'.

What constitutes a good life? A hedonist’s answer to this question is rather simple— more pleasure, less pain. While hedonism was previously a widely accepted belief, it now suffers from several crucial objections. A challenge particularly vexing to hedonists is the Philosophy of Swine: could it be possible that our lives may be less than that of a theoretical swine? In this essay, I argue that lifetime hedonism, the view of hedonism concerned with one’s total lifelong well-being, does not survive (...) this objection. In particular, I will refute the counterarguments that modern-day hedonist, Ben Bramble, presents against the Philosophy of Swine objection. (shrink)

This study explores how and when ethical leadership predicts three forms of team-level creativity, namely team creativity, average of member creativity, and dispersion of member creativity. The results, based on 230 members of 44 knowledge work teams from Chinese organizations, showed that ethical leadership was positively related to team creativity and average of member creativity but was negatively related to dispersion of member creativity. Consistent with the predictions of uncertainty reduction theory, psychological safety climate mediated the relationship between ethical leadership (...) and the three forms of team-level creativity. Furthermore, supervisor support for creativity positively moderated the effect of ethical leadership on psychological safety climate and the indirect effects of ethical leadership on the three forms of team-level creativity through psychological safety climate. The analysis offers significant theoretical and practical implications on ethical leadership and creativity in organizations. (shrink)

Using a unique data set of causal usage drawn from research articles published between 2006–2008 in the American Journal of Sociology and American Sociological Review, this article offers an empirical assessment of causality in American sociology. Testing various aspects of what we consider the conventional wisdom on causality in the discipline, we find that “variablistic” or “covering law” models are not the dominant way of making causal claims, research methods affect but do not determine causal usage, and the use of (...) explicit causal language and the concept of “mechanisms” to make causal claims is limited. Instead, we find that metaphors and metaphoric reasoning are fundamental for causal claims-making in the discipline. On this basis, we define three dominant causal types used in sociology today, which we label the Probabilistic, Initiating and Conditioning types. We theorize this outcome as demonstrating the primary role that cognitive models play in providing inference-rich metaphors that allow sociologists to map causal relationships on to empirical processes. (shrink)

Horizontal gene transfer advances bacterial evolution. To benefit from horizontally acquired genes, enteric bacteria must overcome silencing caused when the widespread heat‐stable nucleoid structuring (H‐NS) protein binds to AT‐rich horizontally acquired genes. This ability had previously been ascribed to both anti‐silencing proteins outcompeting H‐NS for binding to AT‐rich DNA and RNA polymerase initiating transcription from alternative promoters. However, we now know that pathogenic Salmonella enterica serovar Typhimurium and commensal Escherichia coli break down H‐NS when this silencer is not bound to (...) DNA. Curiously, both species use the same protease – Lon – to destroy H‐NS in distinct environments. Anti‐silencing proteins promote the expression of horizontally acquired genes without binding to them by displacing H‐NS from AT‐rich DNA, thus leaving H‐NS susceptible to proteolysis and decreasing H‐NS amounts overall. Conserved amino acid sequences in the Lon protease and H‐NS cleavage site suggest that diverse bacteria degrade H‐NS to exploit horizontally acquired genes. (shrink)

When Western Christianity came to Asia, it merged with Eastern religions and histories and developed very differently in different places. Today Asian women in each country build up very unique images of God. They practice Eastern forms of worship and liturgical rites, and do indigenized theologies. They simultaneously try to find their own ways of naming, imaging, believing in and communicating with their own God. Korean Christianity has inherited many images of God from Western Christian doctrines and theologies. However, when (...) it meets and merges with Koreanized Buddhism, Confucianism, and Shamanism, some of the images of God in Christianity are transformed and re-imagined in Korean women's social cultural and religious contexts. As an Asian woman, especially a Korean woman, I would like to introduce one of the many Asian women's theologies, Korean women's images of God. It cannot represent all Asian women's ways of doing theologies, but it will give some clues to show how Asian women do theologies in their own context. In particular, I will examine three images of God that demonstrate how Western Christianity and Eastern religions meet and are transformed in Korean Christian women's living contexts. (shrink)

Despite the general expectation that ethical leadership fosters employees’ ethical behaviors, surprisingly little empirical effort has been made to verify this expected effect of ethical leadership. To address this research gap, we examine the role of ethical leadership in relation to a direct ethical outcome of employees: moral voice. Focusing on how and when ethical leadership motivates employees to speak up about ethical issues, we propose that moral efficacy serves as a psychological mechanism underlying the relationship, and that leader–follower value (...) congruence serves as a boundary condition for the effect of ethical leadership on moral efficacy. We tested the proposed relationships with matched reports from 154 Korean white-collar employees and their immediate supervisors, collected at two different points in time. The results revealed that ethical leadership was positively related to moral voice, and moral efficacy mediated the relationship. Importantly, as the relationship between ethical leadership and moral efficacy depended on leader–follower value congruence, the mediated relationship was effective only under high leader–follower value congruence. Theoretical and practical implications are discussed. (shrink)

BackgroundAn increasing number of studies utilize intracranial electrophysiology in human subjects to advance basic neuroscience knowledge. However, the use of neurosurgical patients as human research subjects raises important ethical considerations, particularly regarding informed consent and undue influence, as well as subjects’ motivations for participation. Yet a thorough empirical examination of these issues in a participant population has been lacking. The present study therefore aimed to empirically investigate ethical concerns regarding informed consent and voluntariness in Parkinson’s disease patients undergoing deep brain (...) stimulator (DBS) placement who participated in an intraoperative neuroscience study.MethodsTwo semi-structured 30-minute interviews were conducted preoperatively and postoperatively via telephone. Interviews assessed participants’ motivations for participation in the parent intraoperative study, recall of information presented during the informed consent process, and participants’ postoperative reflections on the research study.ResultsTwenty-two participants (mean age = 60.9) completed preoperative interviews at a mean of 7.8 days following informed consent and a mean of 5.2 days prior to DBS surgery. Twenty participants completed postoperative interviews at a mean of 5 weeks following surgery. All participants cited altruism or advancing medical science as “very important” or “important” in their decision to participate in the study. Only 22.7% (n = 5) correctly recalled one of the two risks of the study. Correct recall of other aspects of the informed consent was poor (36.4% for study purpose; 50.0% for study protocol; 36.4% for study benefits). All correctly understood that the study would not confer a direct therapeutic benefit to them.ConclusionEven though research coordinators were properly trained and the informed consent was administered according to protocol, participants demonstrated poor retention of study information. While intraoperative studies that aim to advance neuroscience knowledge represent a unique opportunity to gain fundamental scientific knowledge, improved standards for the informed consent process can help facilitate their ethical implementation. (shrink)

This study has two goals. First, we present much‐needed empirical linguistic data and systematic analyses on the spatial semantic systems in English and Korean, two languages that have been extensively compared to date in the debate on spatial language and spatial cognition. We conduct our linguistic investigation comprehensively, encompassing the domains of tight‐ and loose‐fit as well as containment and support relations. The current analysis reveals both cross‐linguistic commonalities and differences: From a common set of spatial features, each language highlights (...) a subset of those features for its principal categorization, and those primary features are importantly different between English and Korean: English speakers categorize events predominantly by containment and support relations (and do so with prepositions), whereas Korean speakers categorize them by tight‐fit and loose‐fit relations (and do so with verbs), with a further distinction of containment and support within the loose‐fit relation. The analysis also shows that the tight‐fit domain is more cross‐linguistically diverse in categorization than is the loose‐fit domain. Second, we test the language data against the nonlinguistic categorization results reported in Choi and Hattrup (2012). The results show a remarkable degree of convergence between the patterns predicted from the current linguistic analysis and those found in C&H's nonlinguistic study and thus provide empirical and strong evidence for an influence of language on nonlinguistic spatial cognition. At the same time, the study reveals areas where the two systems closely interact with each other as well as those where one is independent from the other. Taking both parts of the study together, we identify the specific roles that language and spatial perception/cognition play in spatial categorization. (shrink)

Background: Whenever there has been a worldwide contagious disease outbreak, there have been reports of infection and death of healthcare workers. Particularly because emergency nurses have contact with patients on the front line, they experience ethical problems in nursing while struggling with infectious diseases in an unfavorable environment. Objective: The objective of this study was to explore emergency nurses’ ethical problems and to identify factors influencing these problems during the outbreak of Middle East respiratory syndrome–coronavirus in Korea. Design and sample: (...) For this cross-sectional study, a questionnaire survey was conducted with emergency nurses working in six hospitals selected through convenience sampling from the hospitals designated for Middle East respiratory syndrome–coronavirus patients in the capital area. Methods: Data were collected from 169 emergency nurses in Korea during August 2015. Ethical considerations: This research was approved by the Institutional Review Board of G University in Korea. Results: The findings of this study suggest that during the Middle East respiratory syndrome–coronavirus outbreak, emergency nurses experienced ethical problems tied to a mind-set of avoiding patients. Three factors were found to influence emergency nurses’ ethical problems (in order of influence): cognition of social stigmatization, level of agreement with infection control measures, and perceived risk. Conclusion: Through this study, we obtained information on emergency nurses’ ethical problems during the Middle East respiratory syndrome–coronavirus outbreak and identified the factors that influence them. As found in this study, nurses’ ethical problems were influenced most by cognitions of social stigmatization. Accordingly, to support nurses confidently care for people during future health disasters, it is most urgent to promote appropriate public consciousness that encourages healthcare workers. (shrink)

It is often said that in a purely formal perspective, intuitionistic logic has no obvious advantage to deal with the liar-type paradoxes. In this paper, we will argue that the standard intuitionistic natural deduction systems are vulnerable to the liar-type paradoxes in the sense that the acceptance of the liar-type sentences results in inference to absurdity (⊥). The result shows that the restriction of the Double Negation Elimination (DNE) fails to block the inference to ⊥. It is, however, not the (...) problem of the intuitionistic approaches to the liar-type paradoxes but the lack of expressive power of the standard intuitionistic natural deduction system. We introduce a meta-level negation for a given system and a meta-level absurdity, ⋏, to the intuitionistic system. We shall show that in the system, the inference to ⊥ is not given without the assumption that the system is complete. Moreover, we consider the Double Meta-Level Negation Elimination rules (DMNE) which implicitly assume the completeness of the system. Then, the restriction of DMNE can rule out the inference to ⊥. (shrink)

The most valuable finding of my first sightseeing trip was that medieval Europe was the seat of Christendom and that Christianity defines the West. I was amazed to see that Europe reveals so much of its past. I had not had such an experience in the United States, where I had lived as a student and then as a professor of economics.As I glimpsed the West, I found myself rediscovering Confucian civilization and how much I am still Confucian, although I (...) was born into a Presbyterian family in Korea. But then, Korea is the most Confucian country. Curious about the West since my first trip, whenever I can I have toured Europe in search of the meaning of the West.While travelling in Europe, my mind often jumps back to my early life in Korea and Japan. I am struck by the vivid contrast in appearance between medieval European towns and Asian towns, which were grey and as flat as pancakes. Medieval towns are stony and solid. Nothing is flimsy. Shaped by spires, domes, and towers, a European town's silhouette rises and falls like a stock market graph. Europeans obviously loved the vertical emphasis. A traveller can see either a soaring church tower or a castle keep miles away on the horizon. Churches predominate, as if to emphasize that the main business of the town is the worship and glorification of God. (shrink)

Some critics nowadays are calling for the development of a transracial or “color-blind” society. They claim that the current focus on multiculturalism is causing undue social conflict. In general, these critics want to promote an absolute culture that provides a universal standard for assimilation. The problem with this approach to maintaining social order is that diversity is undermined, along with key elements of democracy. What is needed, instead, is an image of society that does not require unquestioned assimilation in order (...) to insure solidarity. In this way, the democratization of culture can be promoted. (shrink)

Precision targeting of specific white matter bundles that traverse the subcallosal cingulate has been linked to efficacy of deep brain stimulation for treatment resistant depression. Methods to confirm optimal target engagement in this heterogenous region are now critical to establish an objective treatment protocol. As yet unexamined are the time-frequency features of the SCC evoked potential, including spectral power and phase-clustering. We examined these spectral features—evoked power and phase clustering—in a sample of TRD patients with implanted SCC stimulators. Electroencephalogram was (...) recorded during wakeful rest. Location of electrical stimulation in the SCC target region was the experimental manipulation. EEG was analyzed at the surface level with an average reference for a cluster of frontal sensors and at a time window identified by prior study. Morlet wavelets generated indices of evoked power and inter-trial phase clustering. Enhanced phase clustering at theta frequency was observed in every subject and was significantly correlated with SCC-EP magnitude, but only during left SCC stimulation. Stimulation to dorsal SCC evinced stronger phase clustering than ventral SCC. There was a weak correlation between phase clustering and white matter density. An increase in evoked delta power was also coincident with SCC-EP, but was less consistent across participants. DBS evoked time-frequency features index mm-scale changes to the location of stimulation in the SCC target region and correlate with structural characteristics implicated in treatment optimization. Results also imply a shared generative mechanism between evoked potentials evinced by electrical stimulation and evoked potentials evinced by auditory/visual stimuli and behavioral tasks. Understanding how current injection impacts downstream cortical activity is essential to building new technologies that adapt treatment parameters to individual differences in neurophysiology. (shrink)

For the last several decades, dispositional properties have been one of the main topics in metaphysics. Still, however, there is little agreement among contemporary metaphysicians on the nature of dispositional properties. Apparently, though, the majority of them have reached the consensus that dispositional ascriptions cannot be analysed in terms of simple counterfactual conditionals. In this paper it will be brought to light that this consensus is wrong. Specifically, I will argue that the simple conditional analysis of dispositions, which is generally (...) thought to be dead, is in fact an adequate analysis of dispositions. I will go on to discuss Mumford’s view of dispositions from the perspective of the simple conditional analysis of dispositions. (shrink)

The Laboratory for Research on the Structure of Matter, University of Pennsylvania, was built in 1965 as part of the Advanced Research Projects Agency's Interdisciplinary Laboratories program intended to foster interdisciplinary research and training in materials science. The process that led to the construction of the four-story structure served as the focus of intense debates over the meaning and process of interdisciplinary research in universities. The location of the building, its size, internal design, and functionalities were all subject to heated (...) negotiations among patrons, scientists, and university administrators, to find the proper place of interdisciplinary materials science on the University of Pennsylvania's campus. Building on the recent work on laboratory architecture, this paper argues that the negotiations and controversies over the LRSM building were concrete representations of the broader struggle over the appropriate place of interdisciplinary research and training within a university. (shrink)

Interest in the drivers of firms’ corporate social responsibility (CSR) is growing. However, little is known about the influence of a CEO’s childhood experience of natural disasters on CSR. Using archival data, we explore this relationship by offering three mechanisms that may account for how the CEO’s childhood experience of natural disaster is related to their CSR. More specifically, while prior research has established a positive relationship based on the post-traumatic growth theory, we show that the dual mechanisms of prosocial (...) values and a CEO’s risk aversion explain the positive relationship. We further find that the positive relationship is stronger (1) when CEOs have longer career horizons and (2) when community social capital is high. This study contributes to both research and managerial implications on the topics of CEO’s childhood experience and CSR. In particular, this study advances the upper echelon theory by revealing that a CEO’s childhood experience of natural disaster is a useful yet relatively underexplored variable that can help explain the substantial variations in firms’ CSR. Moreover, we emphasize that a CEO’s career horizons and level of community social capital are important variables that further amplify the effect of a CEO’s childhood experience of natural disaster on the firm’s CSR commitment. (shrink)

Much neuroethics literature concludes with a set of normative recommendations. While these recommendations can be a helpful way of summarizing a proposal for a future direction, some have recently argued that ethics scholarship has devoted insufficient attention to considerations of audience and real-world applications. To date, however, while scholars have conducted topic analyses of neuroethics literature, to our knowledge no study has evaluated who neuroethics scholarship addresses and what it recommends. The objective of the present study therefore was to provide (...) a preliminary characterization of recommendations offered in neuroethics scholarship and an assessment of their target audiences. Rather than attempting to demarcate what constitutes “neuroethics scholarship,” we analyzed text that authors’ had self-identified as being neuroethics-related: abstracts presented at the International Neuroethics Society (INS) annual meetings and published as top abstracts in AJOB Neuroscience in the last decade (2011–2020). We found that a majority of abstracts utilized conceptual methods (62.2%) and provided conceptual recommendations (68%). Roughly 77% of all abstracts did not explicitly address a target audience, yet nearly all of these were implicitly directed at other scholars. The remainder specified a target audience of scholars (12.2%), regulators (6.7%), healthcare providers (6.7%) and industry (2.6%). Only a subset of abstracts provided practical or policy recommendations (19.7%). Of those, the majority (61.5%) did not specify a target audience. Among the subset with actionable recommendations, a clarification of target audience may help increase the impact. (shrink)