Movatterモバイル変換

Artificial intelligence (AI) systems are increasingly adopted to make decisions in domains such as business, education, health care, and criminal justice. However, such algorithmic decision systems can have prevalent biases against marginalized social groups and undermine social justice. Explainable artificial intelligence (XAI) is a recent development aiming to make an AI system’s decision processes less opaque and to expose its problematic biases. This paper argues against technical XAI, according to which the detection and interpretation of algorithmic bias can be handled (...) more or less independently by technical experts who specialize in XAI methods. Drawing on resources from feminist epistemology, we show why technical XAI is mistaken. Specifically, we demonstrate that the proper detection of algorithmic bias requires relevant interpretive resources, which can only be made available, in practice, by actively involving a diverse group of stakeholders. Finally, we suggest how feminist theories can help shape integrated XAI: an inclusive social-epistemic process that facilitates the amelioration of algorithmic bias. (shrink)

Direct download(4 more)   Export citation   Bookmark   4 citations  

This paper focuses on the potential of “equitech”—AI technology that improves equity. Recently, interventions have been developed to reduce the harm of implicit bias, the automatic form of stereotype or prejudice that contributes to injustice. However, these interventions—some of which are assisted by AI-related technology—have significant limitations, including unintended negative consequences and general inefficacy. To overcome these limitations, we propose a two-dimensional framework to assess current AI-assisted interventions and explore promising new ones. We begin by using the case of human (...) resource recruitment as a focal point to show that existing approaches have exploited only a subset of the available solution space. We then demonstrate how our framework facilitates the discovery of new approaches. The first dimension of this framework helps us systematically consider the analytic information, intervention implementation, and modes of human-machine interaction made available by advancements in AI-related technology. The second dimension enables the identification and incorporation of insights from recent research on implicit bias intervention. We argue that a design strategy that combines complementary interventions can further enhance the effectiveness of interventions by targeting the various interacting cognitive systems that underlie implicit bias. We end with a discussion of how our cognitive interventions framework can have positive downstream effects for structural problems. (shrink)

No categories

Direct download(3 more)   Export citation   Bookmark   10 citations  

Drawing on social exchange theory, we argue that family-supportive supervisor behavior (FSSB) inhibits employees’ unethical pro-family behavior (UPFB) via the mediation of felt obligation. We further propose that employees’ positive reciprocity beliefs strengthen the hypothesized relationships. Using a sample consisting of 345 full-time employees from an Internet service company located in China, we found that felt obligation partially mediated the negative relationship between FSSB and UPFB and that the FSSB-felt obligation relationship and the mediation relationship were stronger for employees with (...) higher positive reciprocity beliefs. Theoretical and practical implications, limitations, and future directions are discussed. (shrink)

Direct download(3 more)   Export citation   Bookmark   4 citations  

Every episodic memory entails a sense of identity, which allows us to mentally travel through time. There is a special way by which the subject who is remembering comes into contact with the self that is embedded in the episodic simulation of memory: we can directly and robustly experience the protagonist in memory as ourselves. This paper explores what constitutes such experience in memory. On the face of it, the issue may seem trivial: of course, we are able to entertain (...) a sense of identity—the experience of our recollection structurally resembles our perception of the original event. However, given the phenomenon of observer memory, in which our visual perspective is decoupled from our embodied dimension, it is unclear whether it is the observing or the embodied one that is identified. This phenomenon is important not only in illustrating the complexity of identification but also in assessing how best to address it. In this paper, the issue is analyzed through concepts introduced from the literature on bodily self-consciousness. The potential approaches to addressing the issue of identification are examined, including the inheritance view, according to which the identification relies on the inheritance of mnemonic content from the original experience. I propose and argue for the self-simulation view, which suggests that what results in the experience of “I am this” in memory is the observing and the embodied dimensions as well as the relation between them, which enable different ways of projecting oneself into an episodic simulation. (shrink)

Direct download(2 more)   Export citation   Bookmark   4 citations  

Over the past two decades, Victor and Cullen's (Adm Sci Q 33:101-125, 1988) typology of ethical climates has been employed by many academics in research on issues of ethical climates. However, little is known about how managerial practices such as communication and empowerment influence ethical climates, especially from a functional perspective. The current study used a survey of employees from Taiwan's top 100 patent-owning companies to examine how communication and empowerment affect organizational ethical climates. The results confirm the relationship between (...) these two managerial practices and organizational ethical climates. We discuss our results and their implications for both future academic research and practice. (shrink)

Direct download(4 more)   Export citation   Bookmark   14 citations  

Direct download(2 more)   Export citation   Bookmark   4 citations  

Urban streetscapes are outdoor areas in which the general public can appreciate green landscapes and engage in outdoor activities along the street. This study tested the extent to which the degree of awareness of urban street trees impacts attention restoration and perceived restorativeness. We manipulated the degree of awareness of street trees. Participants were placed into four groups and shown different images: (a) streetscapes with absolutely no trees; (b) streetscapes with flashes of trees in which participants had minimal awareness of (...) the content; (c) streetscapes with trees; and (d) streetscapes with trees to which participants were told to pay attention. We compared the performance of 138 individuals on measures of attention and their evaluations of perceived restorativeness. Two main findings emerged. First, streetscapes with trees improved the performance of participants on attentional tests even without their awareness of the trees. Second, participants who had raised awareness of street trees performed best on the attentional test and rated the streetscapes as being more restorative. These findings enhance our knowledge about the role of an individual's awareness of restorative elements and have implications for designers and individuals who are at risk of attentional fatigue. (shrink)

Direct download(3 more)   Export citation   Bookmark   6 citations  

Imagination and other forms of mental simulation allow us to live beyond the current immediate environment. Imagination that involves an experience of self further enables one to incorporate or utilize the contents of episodic simulation in a way that is of importance to oneself. However, the simulated self can be found in a variety of forms. The present study provides some empirical data to explore the various ways in which the self could be represented in observer-perspective imagination as well as (...) the potential limits on such representations. In observer-perspective imagination, the point of view or perspective is dissociated from the location of one’s simulated body. We have found that while there are different ways to identify with oneself in an observer-perspective imagination, the identification is rarely dissociated from first-person perspective in imagination. Such variety and limits pave the way for understanding how we identify with ourselves in imagination. Our results suggest that the first-person perspective is a strong attractor for identification. The empirical studies and analysis in this paper demonstrate how observer-perspective episodic simulation serves as a special case for research on identification in mental simulation, and similar methods can be applied in the studies of memory and future thinking. (shrink)

Direct download(2 more)   Export citation   Bookmark   1 citation  

No categories

Export citation   Bookmark   2 citations  

The main research purpose of this article is to sort out consumer information without specific personal data and use the target company’s neural network risk control decision model which is based on the risk scoring trajectory. We find the main interpretation variables, and then verify the direction and extent of the target’s influence to verify empirical results and help the target company make a correct decision analysis on the credit applicants’ loans. The final empirical results show that the analysis results (...) of the minimum square method and the analysis results of the truncated regression model can be found: the gender, population identity characteristics, consumer performance capabilities, consumer risk of trust, consumer preferences, consumer behavior characteristics, behavioral characteristics, number of financial institutions the consumer have applied for loans, credit litigation, and loan period were the nine main explanatory variables affecting the composite score. Regarding the influence of each variable on the comprehensive score: the impact of four index variables such as identity characteristics, contract performance ability, consumption preference, and behavioral characteristics on the comprehensive score is positive; it means that with higher identity feature score, contract performance ability, consumer preference score, and behavioral characteristic score, the comprehensive score increases. (shrink)

No categories

Direct download(2 more)   Export citation   Bookmark  

The relationship between memory and imagination has long intrigued philosophers. One focus of recent debate in this area has been the question whether memory and imagination differ in kind or merely in degree, with discontinuists holding that remembering indeed differs in kind from imagining, while continuists hold that even successful remembering differs from imagining only in degree. Another recent focus has been the need to approach memory and imagination from a broadly normative perspective, in an attempt to explain what it (...) is for remembering and imagining to succeed or fail. The goal of this special issue, which builds on an online workshop organized in 2022 by the Institute of Philosophy of Mind and Cognition at the National Yang Ming Chiao Tung University and the Centre for Philosophy of Memory at the Université Grenoble Alpes, is to explore memory, imagination, and the relation between them from this normative perspective. (shrink)

No categories

Direct download(2 more)   Export citation   Bookmark  

Generalized anxiety disorder (GAD) is characterized by excessive and uncontrollable worry about everyday life. Prior neuroimaging studies have demonstrated that GAD is associated with disruptions in specific brain regions; however, little is known about the global functional connectivity maps in adolescents with GAD. Here, first-episode, medication-naive, adolescent GAD patients ( N = 36) and healthy controls ( N = 28) (HCs) underwent resting-state functional MRI (R-fMRI) and completed a package of questionnaires to assess clinical symptoms. Functional connectivity strength and seed-based (...) functional connectivity were employed to investigate the functional connectivity architecture. GAD patients showed reduced functional connectivity strength in right supramarginal gyrus (SMG) and right superior parietal gyrus (SPG) compared with HCs. Further seed-based functional connectivity analysis revealed that GAD patients displayed decreased functional connectivity between right SMG and left fusiform gyrus, inferior temporal gyrus, parahippocampal gyrus, bilateral precuneus and cuneus, and between right SPG and bilateral supplementary motor area and middle cingulate gyrus, as well as between the SMG-based network and the SPG-based network. Moreover, the disrupted intra-network connectivity (i.e., the SMG-based network and the SPG-based network) and inter-network connectivity between the SMG-based network and the SPG-based network accounted for 25.5% variance of the State and Trait Anxiety Inventory (STAI) and 39.5% variance of the trait subscale of STAI. Our findings highlight the abnormal functional architecture in the SMG-based network and the SPG-based network in GAD, providing novel insights into the pathological mechanisms of this disorder. (shrink)

Direct download(2 more)   Export citation   Bookmark  

Our growing understanding of human mind and cognition and the development of neurotechnology has triggered debate around cognitive enhancement in neuroethics. The dissertation examines the normative issues of memory enhancement, and focuses on two issues: the distinction between memory treatment and enhancement; and how the issue of authenticity concerns memory interventions, including memory treatments and enhancements. rnThe first part consists of a conceptual analysis of the concepts required for normative considerations. First, the representational nature and the function of memory are (...) discussed. Memory is regarded as a special form of self-representation resulting from a constructive processes. Next, the concepts of selfhood, personhood, and identity are examined and a conceptual tool—the autobiographical self-model —is introduced. An ASM is a collection of mental representations of the system’s relations with its past and potential future states. Third, the debate between objectivist and constructivist views of health are considered. I argue for a phenomenological account of health, which is based on the primacy of illness and negative utilitarianism.rnThe second part presents a synthesis of the relevant normative issues based on the conceptual tools developed. I argue that memory enhancement can be distinguished from memory treatment using a demarcation regarding the existence of memory-related suffering. That is, memory enhancements are, under standard circumstances and without any unwilling suffering or potential suffering resulting from the alteration of memory functions, interventions that aim to manipulate memory function based on the self-interests of the individual. I then consider the issue of authenticity, namely whether memory intervention or enhancement endangers “one’s true self”. By analyzing two conceptions of authenticity—authenticity as self-discovery and authenticity as self-creation, I propose that authenticity should be understood in terms of the satisfaction of the functional constraints of an ASM—synchronic coherence, diachronic coherence, and global veridicality. This framework provides clearer criteria for considering the relevant concerns and allows us to examine the moral values of authenticity. rn. (shrink)

Export citation   Bookmark  

Export citation   Bookmark  

Although the effects of pro-organizational motives on pro-organizational behaviors [i.e., unethical pro-organizational behavior and organizational citizenship behavior ] and their boundaries have been explored to some extent, extant studies are rather piecemeal and in need of synthesis and extension. Based on prior motivational research on pro-organizational behaviors, we developed a comprehensive contingent model in which moral identity and impression management motives would moderate the links between pro-organizational motives, UPB, and OCB. Adopting a time-lagged design, we collected data from 218 salespeople (...) in an internet technology service company in China. Results showed that pro-organizational motives were positively related to UPB and OCB. Moral identity weakened the impact of pro-organizational motives on UPB but strengthened the influence of pro-organizational motives on OCB. Furthermore, we found that impression management motives strengthened the effects of pro-organizational motives on UPB and OCB, and the interaction of impression management motives and pro-organizational motives was stronger on UPB than on OCB. Theoretical and practical implications, limitations, and future directions are discussed. (shrink)

Direct download(2 more)   Export citation   Bookmark