Effective stress management strategies correlate with improved academic performance in college students, yet inconsistent findings in existing research warrant further investigation. This study explored the intricate interplay between stress levels, coping strategies, and academic achievement in HyFlex learningenvironments. A stratified random sample of 111 students from five specializations within the Bachelor of Secondary Education program participated. Utilizing a descriptive-correlational design, data were collected through validated self-report questionnaires and a weighted general average. Subsequent descriptive statistics and bivariate correlation analysis revealed moderate (...) stress levels among participants who preferred task-oriented coping strategies. Interestingly, a significant positive association was observed between stress levels and academic achievement and emotion-oriented coping strategies, while a negative correlation emerged between stress and task-oriented coping strategies. Avoidance-oriented coping strategies, conversely, displayed a significant negative association with academic success. These findings underscore the crucial role of educational institutions in providing robust support mechanisms for stress management and cultivating a task-focused learning environment to optimize student well-being and academic performance within the HyFlex model. (shrink)

In this paper, we examine the scientific, legal, and ethical foundations for inclusion of transgender women athletes in competitive sport, drawing on IOC principles and relevant Court of Arbitration for Sport decisions. We argue that the inclusion of trans athletes in competition commensurate with their legal gender is the most consistent position with these principles of fair and equitable sport. Biological restrictions, such as endogenous testosterone limits, are not consistent with IOC and CAS principles. We explore the implications for recognizing (...) that endogenous testosterone values are a ‘natural physical trait’ and that excluding legally recognized women for high endogenous testosterone values constitutes discrimination on the basis of a natural physical trait. We suggest that the justificatory burden for such prima facie discrimination is unlikely to be met. Thus, in place of a limit on endogenous testosterone for women, we argue that ‘legally recognized gender’ is most fully in line with IOC and CAS principles. (shrink)

Everyone has heard the claim, "Correlation does not imply causation." What might sound like a reasonable dictum metastasized in the twentieth century into one of science's biggest obstacles, as a legion of researchers became unwilling to make the claim that one thing could cause another. Even two decades ago, asking a statistician a question like "Was it the aspirin that stopped my headache?" would have been like asking if he believed in voodoo, or at best a topic for conversation at (...) a cocktail party rather than a legitimate target of scientific inquiry. Scientists were allowed to posit only that the probability that one thing was associated with another. This all changed with Judea Pearl, whose work on causality was not just a victory for common sense, but a revolution in the study of the world. (shrink)

Accounting firms are reporting the use of Artificial Intelligence in their auditing and advisory functions, citing benefits such as time savings, faster data analysis, increased levels of accuracy, more in-depth insight into business processes, and enhanced client service. AI, an emerging technology that aims to mimic the cognitive skills and judgment of humans, promises competitive advantages to the adopter. As a result, all the Big 4 firms are reporting its use and their plans to continue with this innovation in areas (...) such as audit planning risk assessments, tests of transactions, analytics, and the preparation of audit work-papers, among other uses. As the uses and benefits of AI continue to emerge within the auditing profession, there is a gradual awakening to the fact that unintended consequences may also arise. Thus, we heed to the call of numerous researchers to not only explore the benefits of AI but also investigate the ethical implications of the use of this emerging technology. By combining two futuristic ethical frameworks, we forecast the ethical implications of the use of AI in auditing, given its inherent features, nature, and intended functions. We provide a conceptual analysis of the practical ethical and social issues surrounding AI, using past studies as well as our inferences based on the reported use of the technology by auditing firms. Beyond the exploration of these issues, we also discuss the responsibility for the policy and governance of emerging technology. (shrink)

Studies in the psychology of visual expertise have tended to focus on a limited set of expert domains, such as radiology and athletics. Conclusions drawn from these data indicate that experts use parafoveal vision to process images holistically. In this study, we examined a novel, as-of-yet-unstudied class of visual experts—architects—expecting similar results. However, the results indicate that architects, though visual experts, may not employ the holistic processing strategy observed in their previously studied counterparts. Participants (n = 48, 24 architects, 24 (...) naïve) were asked to find targets in chest radiographs and perspective images. All images were presented in both gaze-contingent and normal viewing conditions. Consistent with a holistic processing model, we expected two results: (1) architects would display a greater difference in saccadic amplitude between the gaze- contingent and normal conditions, and (2) architects would spend less time per search than an undergraduate control group. We found that the architects were more accurate in the perspectival task, but they took more time and displayed a lower difference in saccadic amplitude than the controls. Our research indicates a disjunctive conclusion. Either architects are simply different kinds of visual experts than those previously studied, or we have generated a task that employs visual expertise without holistic processing. Our data suggest a healthy skepticism for across-the-board inferences collected from a single domain of expertise to the nature of visual expertise generally. More work is needed to determine whether holism is a feature of all visual expertise. (shrink)

Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. Pearl presents a unified account of the probabilistic, manipulative, counterfactual and structural approaches to causation, and devises simple mathematical tools for analyzing the relationships between causal connections, statistical associations, actions and observations. The book will open the way for including causal analysis in the standard curriculum of statistics, artificial intelligence, business, epidemiology, social science and economics.

This article reflects on the increasing roles of faith-based organisations (FBOs) and individual followers in the provision of health services in Zimbabwe within the context of declining capabilities of state-funded and state-owned health facilities. In colonial and post-colonial Africa in general and Zimbabwe in particular, FBOs have consistently contributed to the provision of public services and social security. We contend that state fragilities in the Zimbabwean political landscape result in severe public service delivery deficits that are often filled by FBOs (...) and individual followers. The implications for FBOs and individual followers are twofold. Firstly, the increased involvement of FBOs in the production and provision of public services such as education and health services afford FBOs with opportunities and spaces to evangelise. Secondly, and on the downward side, the provision of health services can often be expensive and diverts attention from the core business of these religious organisations. The article reveals that in the context of economic and governance crises, FBOs play an increasingly momentous role in providing health care services in Zimbabwe. The article focuses on Zimbabwe during the crisis periods of 2007–2009 and 2018 up to the current (2022) socio-economic and political declines, poor governance, and the subsequent fragilities in the state.Contribution: Faith-based organisations assume increasing roles in the provision of health services in place of failing states. Those increased roles provide FBOs opportunities to evangelise. However, FBOs are not a sustainable replacement because they become afflicted with the same financial challenges that bedevil the state. (shrink)

Perhaps a part of what makes expertise so inspiring to the curious researcher is the possibility of appropriating the structural components of skilled action to draw a roadmap towards their achievement that anyone might be able to follow. Accordingly, the purpose of this essay is to shed light upon the role that creativity plays in the production and environment of skilled action to that foregoing end. In doing so, I suggest that the lessons to be learned from recent empirical research (...) on creativity has much to offer to the cognitive science of skill and expertise. Experts are able to bring their intelligence to bear in controlling fast and seemingly automatic actions by utilizing a form of control often called ‘intelligent automaticity.’ In this spirit, I argue that the environment of intelligently automatic action control curates a similarly ideal environment for the processes of creativity. Moreover, insofar as creativity is ideally operative within the environment of expert action control, I argue further that creativity functions as one representative form of ‘intelligence’ embedded within otherwise fluid, and automatic expert actions. Creativity is able to do so even without conscious representation through the powers of incubated cognition. (shrink)

The book can also be used as an excellent text for graduate-level courses in AI, operations research, or applied probability.

Written by one of the preeminent researchers in the field, this book provides a comprehensive exposition of modern analysis of causation. It shows how causality has grown from a nebulous concept into a mathematical theory with significant applications in the fields of statistics, artificial intelligence, economics, philosophy, cognitive science, and the health and social sciences. Judea Pearl presents and unifies the probabilistic, manipulative, counterfactual, and structural approaches to causation and devises simple mathematical tools for studying the relationships between causal (...) connections and statistical associations. Cited in more than 2,100 scientific publications, it continues to liberate scientists from the traditional molds of statistical thinking. In this revised edition, Judea Pearl elucidates thorny issues, answers readers' questions, and offers a panoramic view of recent advances in this field of research. Causality will be of interest to students and professionals in a wide variety of fields. Dr Judea Pearl has received the 2011 Rumelhart Prize for his leading research in Artificial Intelligence and systems from The Cognitive Science Society. (shrink)

The long history of research and debate surrounding expertise has emphasized the importance of both automaticity and intelligent deliberation in the control of skilled, expert action – and often, their mutual exclusion of one another. To the contrary, recent developments in the cognitive science of skill implicate the likelihood of a third, hybrid line of interpretation and a new path forward. This paper surveys these recent developments, arguing that hybrid models of expertise and skill are the most fruitful way forward (...) in interpreting and conducting research on experts. I categorize a new set of interpretations of skill as ‘sophisticated hybrid models’ owing to the fact that they deny the mutual exclusion of automaticity from intelligent action control. I then argue that this interpretive strategy is the most fruitful way forward to making clear much of the complexity of skilled action and expertise. (shrink)

In November 2011, Citizenship and Immigration Canada paused the parents/grandparents (PGP) sponsorship immigration and announced a new Super Visa program simultaneously to facilitate family reunification, specifically among older adults waiting to be reunified with their children in Canada. We conducted a qualitative study to understand the experiences of immigrant families with the Super Visa Program. In total, 19 semi-structured interviews were conducted in Toronto with Chinese immigrants and parents holding a Super Visa. Our findings revealed that Super Visa program is (...) helpful for family reunification, especially for those whose regular visa applications are not successful. However, Super Visa is still a visitor visa and parents/grandparents have to leave after a maximum of two years. This temporary status of their parents does not promote among immigrants a sense of belonging in Canada, but reinforces their feeling of being treated as “foreigner”. They also debunked the stigma that older parents/grandparents come to Canada for better welfare and are non-contributor and a burden to Canadian society. We observe older parents/grandparents are categorized as “undesirable” and their unpaid contributions to immigrant family and Canada society are rendered invisible. We argue there exits an inherent link between PGP policy changes and social injustice. Behind the negative portrayal of older parents/grandparents and policy changes on them is State’s neoliberal governmentality grounded upon market norms and mechanism. The immigration and social injustice inflicting on older PGP migrants manifests that neoliberal immigration regime is still structurally raced, gendered, classed, and may be intertwined with other stigmatizing dynamics such as ageist, ableist etc. within the State’s power relationship. (shrink)

One of the dominant behavioral markers of visual-expert search strategy, Holistic Visual Processing (HVP), suggests that experts process information from a larger region of space in conjunction with a more focused gaze pattern in order to improve search speed and accuracy. To date, extant literature suggests that visual search expertise is domain specific, including HVP and its associated behaviors. The current study is the first to use eye tracking to directly measure the HVP strategies of two expert groups, radiologists and (...) architects, in comparison to one another and a novice control. In doing so, we replicated and extended this prior research: visual expertise is domain specific. However, our eye tracking data indicate that contrary to this prior work, HVP strategies are transferable across domains. Yet, despite the transfer of HVP strategies, there is neither reduced search time nor greater accuracy in visual search outside of an expert’s domain. Therefore, our data suggest that HVP behaviors are a particular form of visual search mechanism that, outside of an expert’s native search-ecology, are not necessarily conducive to more general visual search success. It is in addition to explicit knowledge of an expert’s domain, how to search, and where to search, that HVP strategies are their most effective for visual search success. (shrink)

It’s relatively easy to say that the debates about whether trans and intersex women athletes deserve full and equal inclusion in women’s sport is a contentious contemporary issue. I’ve already argued for the legal, ethical, and scientific basis for full and equal inclusion of trans and intersex women in women’s sport. In this paper, I want to analyze what I take to be a representative selection of recent arguments against full and equal inclusion of trans and intersex women in women’s (...) sport. In short, these arguments tend to be based on mere assumption, unsupported “common sense,” straw arguments, fallacious question begging, and a number of hypotheticals and unsupported counterfactuals rather than established fact. Essentially, they’re based on a lot of “ifs.”. (shrink)

This study explored the experiences of the newly-hired faculty in the university to acquire an in-depth and profound understanding of these experiences. It involved eight purposively chosen faculty in a semi-structured interview and focus group discussion documented in voice and video recorders. Using Colaizzi’s seven step-approach to data analysis, results revealed three paradoxical themes: the joys and struggles of teaching, successes and pains of learning, and the privileges and challenges of serving. On the one hand, the joys and struggles of (...) teaching were brought about by their adjustments in instruction. On the other hand, successes and pains of learning centered on professional growth. Finally, the privileges and challenges of serving incorporated the experiences in research, production, and extension. Generally, these teachers have experienced ups and downs in their first two years of teaching at a higher education institution. On the basis of study findings, implications and recommendations are discussed. (shrink)

The following Addenda and some Corrigenda were derived for the most part from manuscripts examined in the summer of 1964 and in the spring and summer of 1965, 1967 at Bologna University ; London, British Museum ; Munich, Bayerische Staats-Bibliothek, Codex Latinus Monacensis ; Orlèans; Oxford, the Bodleian ; and Merton College ; Paris, Bibliotheque nationale , and University ; Tours; Vatican, Bibliotheca Apostolica Vaticana ; and Vienna, National-Bibliothek . A number are noted from other sources, namely Silvestre , Wickersheimer (...) , et alia. They supplement the late Lynn Thorndike's “Additional Addenda et Corrigenda” in Speculum , and are here offered for the convenience of users of the Catalogue of Incipits. jQuery.click { event.preventDefault(); }). (shrink)

What occurs in the mind of an expert who is performing at their very best? In this paper, I survey the history of debate concerning this question. I suggest that expertise is neither solely a mastery of the automatic nor solely a mastery of intelligence in skilled action control. Experts are also capable of performing automatic actions intelligently. Following this, I argue that unconscious-thought theory (UTT) is a powerful tool in coming to understand the role of executive, intelligent action control (...) in the fluidly automatic performance of expertise. Relying on a body of empirical evidence concerning the cognitive structures and perceptual strategies employed by experts, I show that the realm of skilled action is an ideal environment within which the powers of unconscious cognitive processing can have positive effects on action. I conclude that experts rely upon unconscious thinking in the production of intelligently automatic skilled actions. (shrink)

This note aims to assist applied econometricians in understanding the tools of causal inference and to extend those discussed in Nick Huntington-Klein's review of The Book of Why.

Toute relation fraternelle dépend de l’organisation de la famille, du mythe et de l’histoire familiale. En situation d’exil, des éléments supplémentaires entrent en jeu. Ces relations sont étroitement liées aux interactions parents/enfants et à l’étape du cycle de vie de la famille lors de l’arrivée de l’enfant. La migration remet en question l’équilibre des places et des rôles des enfants. Quelle va être la fonction de ceux-ci dans un système recomposé? Quelles sont les modalités de leur investissement dans la survie (...) du système familial? La rencontre avec les familles d’origine étrangère, dans un contexte de recherche, permet d’observer que les fratries se structurent autour de la situation d’exil : entre pays/cultures d’origine et d’accueil. Les exemples cliniques visent à mieux saisir les subtils aménagements à l’intérieur de ces fratries qui permettront de dégager des perspectives de soin. (shrink)

Many employers assess their workforces with gendered and racialized imagery that can put groups of workers and applicants at a disadvantage in the labor market. Based on 78 interviews with white employers in Atlanta, the author reveals that some employers use a complex but widely shared stereo-type of Black working-class women as single mothers to typify members of this group. These employers use this single-mother image to explain why they think Black women are poor workers, why they think Black women (...) are reliable workers, and why they think Blacks are poorly prepared for the labor market. In focusing on these white employers' claims, the author concentrates not on the well-documented out-comes of labor market discrimination, such as differential rates of pay and promotion, but on how employers construct and use the images that may from the basis of it. This is especially relevant amid current attacks on affirmative action programs. (shrink)

In _A Question of Time_, Joel Pearl offers a new reading of the foundations of psychoanalytic thought, indicating the presence of an essential lacuna that has been integral to psychoanalysis since its inception. Pearl returns to the moment in which psychoanalysis was born, demonstrating how Freud had overlooked one of the most principal issues pertinent to his method: the question of time. The book shows that it is no coincidence that Freud had never methodically and thoroughly discussed time (...) and that the metaphysical assumption of linear time lies at the very heart of Freudian psychoanalysis. Pearl’s critical reading of Freud develops through an original dialogue that he creates with the philosophy of Martin Heidegger and, specifically, with the German philosopher’s notion of temporality. Pearl traces the encounter between Freud and Heidegger by observing the common inspiration shaping their thinking: philosopher Franz Brentano, who taught both Freud and Edmund Husserl, Heidegger’s mentor. The book travels down an alternate path, one overlooked by Freudian thought – a path leading from Brentano, through Husserl and onto Heidegger’s notion of time, which is founded on the ecstatic’ interrelation of past, present and future. (shrink)

I contrast the “data fitting” vs “data interpreting” approaches to data science along three dimensions: Expediency, Transparency, and Explainability. “Data fitting” is driven by the faith that the secret to rational decisions lies in the data itself. In contrast, the data-interpreting school views data, not as a sole source of knowledge but as an auxiliary means for interpreting reality, and “reality” stands for the processes that generate the data. I argue for restoring balance to data science through a task-dependent symbiosis (...) of fitting and interpreting, guided by the Logic of Causation. (shrink)

Ethical and theological concern for nonhuman animals has been a primary characteristic of the neo-Vaiṣṇava movement of Assam, India. This concern is reflected in its strict prohibition of blood sacrifice or any kind of cruelty toward animals. At the same time, theologically, this faith puts all living beings, human and nonhuman, on an equal ontological footing and urges its followers to see God in all creatures. The present article looks at some of these concerns/considerations of this faith for nonhuman animals (...) and, at the same time, also takes into account neo-Vaiṣṇavism's historical backdrop and a few of its inner contradictions. (shrink)

Judea Pearl has been at the forefront of research in the burgeoning field of causal modeling, and Causality is the culmination of his work over the last dozen or so years. For philosophers of science with a serious interest in causal modeling, Causality is simply mandatory reading. Chapter 2, in particular, addresses many of the issues familiar from works such as Causation, Prediction and Search by Peter Spirtes, Clark Glymour, and Richard Scheines. But philosophers with a more general interest (...) in causation will also profit from reading Pearl’s book, especially the material in chapters 7, 9, and 10, which is self-contained and less technical than other parts of the book. The present review is aimed primarily at readers of the second type. (shrink)

Martin Luther King, Jr.’s anti-war speech, “Beyond Vietnam,” is a noteworthy example of deliberation by dissent from the margins. Attention is given to the formation of his moral argument from similitude, its foundation in metaphor and archetypal imagery, and how it shifted perspective to enable the introduction of alternative lines of argument. King’s argumentation, as it worked rhetorically toward making the war debatable, exhibited key features of deliberative dissent, including catachresis, contingency, perspective, and incommensurability.

We propose a new definition of actual causes, using structural equations to model counterfactuals. We show that the definition yields a plausible and elegant account of causation that handles well examples which have caused problems for other definitions and resolves major difficulties in the traditional account. 1. Introduction2. Causal models: a review2.1Causal models2.2Syntax and semantics3. The definition of cause4. Examples5. A more refined definition6. DiscussionAAppendix: Some Technical IssuesA.1The active causal processA.2A closer look at AC2(b)A.3Causality with infinitely many variablesA.4Causality in nonrecursive (...) models. (shrink)

This chapter explores how what is dismissed as “trans activism” is often public philosophy. It considers how so‐called “public philosophy” on trans issues often does a substantially worse job of living up to the name. The chapter discusses how the dichotomy between “trans activism” and “public philosophy” provides a pretext for marginalizing trans voices. To draw on Black feminist philosophical thought, lived experience is a criterion for knowledge of the needs of marginalized people. Like other marginalized communities, trans communities have (...) encountered many areas in which hermeneutical liberation is needed. Public philosophy as trans activism is often systemically and systematically ignored or willfully misinterpreted as being biased and motivated by self‐interest, whereas anti‐trans (public) philosophy is seen as asking the important questions. (shrink)

We propose a new definition of actual causes, using structural equations to model counterfactuals. We show that the definition yields a plausible and elegant account of causation that handles well examples which have caused problems for other definitions and resolves major difficultiesn in the traditional account.