Under what conditions does machine learning (ML) model opacity inhibit the possibility of explaining and understanding phenomena? In this article, I argue that nonepistemic values give shape to the ML opacity problem even if we keep researcher interests fixed. Treating ML models as an instance of doing model-based science to explain and understand phenomena reveals that there is (i) an external opacity problem, where the presence of inductive risk imposes higher standards on externally validating models, and (ii) an internal opacity (...) problem, where greater inductive risk demands a higher level of transparency regarding the inferences the model makes. (shrink)

Because idealizations frequently advance scientific understanding, many claim that falsehoods play an epistemic role. In this paper, we argue that these positions greatly overstate idealiza...

There is little agreement about Aristotle’s philosophy of geometry, partly due to the textual evidence and partly part to disagreement over what constitutes a plausible view. I keep separate the questions ‘What is Aristotle’s philosophy of geometry?’ and ‘Is Aristotle right?’, and consider the textual evidence in the context of Greek geometrical practice, and show that, for Aristotle, plane geometry is about properties of certain sensible objects—specifically, dimensional continuity—and certain properties possessed by actual and potential compass-and-straightedge drawings qua quantitative and (...) continuous. For their part, the objects of stereometry are potential sensible three-dimensional figures qua quantitative and continuous. (shrink)

In this unprecedented book, contributors use Buddhist philosophical and contemplative traditions, both ancient and modern, and deploy critical philosophy of race, and critical whiteness studies, to address the proverbial elephant in the room – whiteness.

We describe how the set of tools, practices, and social relations known as “precision agriculture” is defined, promoted, and debated. To do so, we perform a critical discourse analysis of popular and trade press websites. Promoters of precision agriculture champion how big data analytics, automated equipment, and decision-support software will optimize yields in the face of narrow margins and public concern about farming’s environmental impacts. At its core, however, the idea of farmers leveraging digital infrastructure in their operations is not (...) new, as agronomic research in this vein has existed for over 30 years. Contemporary discourse in precision ag tends to favour emerging digital technologies themselves over their embeddedness in longstanding precision management approaches. Following several strands of science and technology studies research, we explore what rhetorical emphasis on technical innovation achieves, and argue that this discourse of novelty is a reinvention of precision agriculture in the context of the growing “smart” agricultural economy. We overview six tensions that remain unresolved in this promotional rhetoric, concerning the definitions, history, goals, adoption, uses, and impacts of precision agriculture. We then synthesize these in a discussion of the extent to which digital tools are believed to displace farmer decision-making and whether digital agriculture addresses the biophysical heterogeneity of farm landscapes or land itself has become an “experimental technology”—a way to advance the general development of artificial intelligence. This discussion ultimately helps us name a larger dilemma: that the smart agricultural economy is perhaps less about supporting land and its stewards than promising future tech and profits. (shrink)

Many scholars have drawn attention to the way that elements of Anne Conway’s system anticipate ideas found in Leibniz. This paper explores the relationship between Conway and Leibniz’s work with regard to time, space, and process. It argues – against existing scholarship – that Conway is not a proto-Leibnizian relationist about time or space, and in fact her views lie much closer to those of Henry More; yet Conway and Leibniz agree on the primacy of process. This exploration advances our (...) understanding of Conway’s system, and the intellectual relationships between Conway, More, and Leibniz. (shrink)

Children bring intuitive arithmetic knowledge to the classroom before formal instruction in mathematics begins. For example, children can use their number sense to add, subtract, compare ratios, and even perform scaling operations that increase or decrease a set of dots by a factor of 2 or 4. However, it is currently unknown whether children can engage in a true division operation before formal mathematical instruction. Here we examined the ability of 6- to 9-year-old children and college students to perform symbolic (...) and non-symbolic approximate division. Subjects were presented with non-symbolic or symbolic dividends ranging from 32 to 185, and non-symbolic divisors ranging from 2 to 8. Subjects compared their imagined quotient to a visible target quantity. Both children and adults were successful at the approximate division tasks in both dots and numeral formats. This was true even among the subset of children that could not recognize the division symbol or solve simple division equations, suggesting intuitive division ability precedes formal division instruction. For both children and adults, the ability to divide non-symbolically mediated the relation between Approximate Number System acuity and symbolic math performance, suggesting that the ability to calculate non-symbolically may be a mechanism of the relation between ANS acuity and symbolic math. Our findings highlight the intuitive arithmetic abilities children possess before formal math instruction. (shrink)

Standpoint epistemology has been linked with increasing calls for deference to the socially marginalized. As we understand it, deference involves recognizing someone else as better positioned than we are, either to investigate or to answer some question, and then accepting their judgment as our own. We connect contemporary calls for deference to old objections that standpoint epistemology wrongly reifies differences between groups. We also argue that while deferential epistemic norms present themselves as a solution to longstanding injustices, habitual deference prevents (...) the socially dominant from developing for themselves the skills necessary to expand their capacity for empathy, to deftly probe for evidence, and to ask critical questions. Consequently, we argue that standpoint epistemology must be understood as calling for inclusion, not deference. (shrink)

Super-substantivalism is the thesis that space is identical to matter; it is currently under discussion ? see Sklar (1977, 221?4), Earman (1989, 115?6) and Schaffer (2009) ? in contemporary philosophy of physics and metaphysics. Given this current interest, it is worth investigating the thesis in the history of philosophy. This paper examines the super-substantivalism of Samuel Alexander, an early twentieth century metaphysician primarily associated with (the movement now known as) British Emergentism. Alexander argues that spacetime is ontologically fundamental and it (...) gives rise to an ontological hierarchy of emergence, involving novel properties such as matter, life and mind. Alexander's super-substantivalism is interesting not just because of its historical importance but also because Alexander unusually attempts to explain why spacetime is identical to matter. This paper carefully unpacks that explanation and shows how Alexander is best read as conceiving of spacetime as a Spinozistic substance, worked upon by evolution. (shrink)

Previous research reported that college students' symbolic addition and subtraction fluency improved after training with non-symbolic, approximate addition and subtraction. These findings were widely interpreted as strong support for the hypothesis that the Approximate Number System (ANS) plays a causal role in symbolic mathematics, and that this relation holds into adulthood. Here we report four experiments that fail to find evidence for this causal relation. Experiment 1 examined whether the approximate arithmetic training effect exists within a shorter training period than (...) originally reported (2 vs 6 days of training). Experiment 2 attempted to replicate and compare the approximate arithmetic training effect to a control training condition matched in working memory load. Experiments 3 and 4 replicated the original approximate arithmetic training experiments with a larger sample size. Across all four experiments (N = 318) approximate arithmetic training was no more effective at improving the arithmetic fluency of adults than training with control tasks. Results call into question any causal relationship between approximate, non-symbolic arithmetic and precise symbolic arithmetic. (shrink)

Volume 19, Issue 9, September 2019, Page 62-64.

During the early twentieth century, British novelist and philosopher May Sinclair published two book-length defenses of idealism. Although Sinclair is well known to literary scholars, she is little known to the history of philosophy. This paper provides the first substantial scholarship on Sinclair's philosophical views, focusing on her mature idealism. Although Sinclair is working within the larger British idealist tradition, her argument for Absolute idealism is unique, founded on Samuel Alexander's new realist beliefs about the reality of time. Her metaphysics (...) takes idealism and pantheism in new directions and provides fresh insight into 1920s debates between British idealisms and realisms. (shrink)

Research on the specific features of daydreaming compared with mind-wandering and night dreaming is a neglected topic in the philosophy of mind and the cognitive neuroscience of spontaneous thought. The extant research either conflates daydreaming with mind-wandering (whether understood as task-unrelated thought, unguided attention, or disunified thought), characterizes daydreaming as opposed to mind-wandering (Dorsch, 2015), or takes daydreaming to encompass any and all “imagined events” (Newby-Clark & Thavendran, 2018). These dueling definitions obstruct future research on spontaneous thought, and are insufficiently (...) precise to guide empirical studies. They also fail to illuminate the phenomenal core of daydreaming, namely, its dreamlike qualities. Although daydreaming is related to both mind-wandering and narrative imagination, it is not reducible to either. We argue that daydreams are experiences of spontaneous, immersive imagination in the waking state. The main task of our investigation is to distinguish daydreaming, conceptually and phenomenologically, from mind-wandering, on the one hand, and night dreaming, on the other. Although daydream experiences can vary widely, we distinguish prototypical experiences of daydreaming from adjacent imaginative activity, including fleeting imagery and “focused daydreaming,” or crafted visualization. We consider our phenomenological analysis as preparatory work for conceptually distinguishing different spontaneous and imaginative states so that they can be investigated accordingly with questionnaires and qualitative methods. We argue that precision about the phenomenal character of daydreaming can guide neurophenomenological investigations, help delimit studies on individual variance in daydreaming features, and identify differences among daydreaming, mind-wandering, and night dreaming conceptually and phenomenologically, and possibly eventually in terms of neural correlates. (shrink)

Explainable AI (xAI) methods are important for establishing trust in using black-box models. However, recent criticism has mounted against current xAI methods that they disagree, are necessarily false, and can be manipulated, which has started to undermine the deployment of black-box models. Rudin (2019) goes so far as to say that we should stop using black-box models altogether in high-stakes cases because xAI explanations ‘must be wrong’. However, strict fidelity to the truth is historically not a desideratum in science. Idealizations (...) – the intentional distortions introduced to scientific theories and models – are commonplace in the natural sciences and are seen as a successful scientific tool. Thus, it is not falsehood qua falsehood that is the issue. In this paper, I outline the need for xAI research to engage in idealization evaluation. Drawing on the use of idealizations in the natural sciences and philosophy of science, I introduce a novel framework for evaluating whether xAI methods engage in successful idealizations or deceptive explanations (SIDEs). SIDEs evaluates whether the limitations of xAI methods, and the distortions that they introduce, can be part of a successful idealization or are indeed deceptive distortions as critics suggest. I discuss the role that existing research can play in idealization evaluation and where innovation is necessary. Through a qualitative analysis we find that leading feature importance methods and counterfactual explanations are subject to idealization failure and suggest remedies for ameliorating idealization failure. (shrink)

In order to consider how best to address relationship concerns with potential research participants arising in this study, we will first describe unique features...

Some fictions seem to involve branching time, where one time series ‘splits’ into two or two time series ‘fuse’ into one. We provide a new framework for thinking about these fictional representations: not as representations of branching time series but rather as branching representations of linear time series. We explain how branching at the level of the representation creates a false impression that the story describes a branching of the time series in the fictional world itself. This involves explaining away (...) the illusion of various causal connections which may at first appear essential to understanding the story as a unified whole. This provides a more accurate account of the relationship between the representation and what is represented, which in turn reveals the extent to which it is legitimate to draw conclusions about actual time from fictional representations. (shrink)

In the early twentieth century, a rare strain of British idealism emerged which took Leibniz's Monadology as its starting point. This paper discusses a variant of that strain, offered by Hilda Oakeley. I set Oakeley's monadology in its philosophical context and discuss a key point of conflict between Oakeley and her fellow monadologists: the unreality of time. Oakeley argues that time is fundamentally real, a thesis arguably denied by Leibniz and subsequent monadologists, and by all other British idealists. This paper (...) discusses Oakeley's argument for the reality of time, and Oakeley's attack on the most famous account of the unreality of time offered in her day: that of J. M. E. McTaggart. I show that Oakeley's critique of McTaggart can be extended to challenge all monadologists, including that of the great monad, Leibniz himself. (shrink)

Despite having paved the way for face, womb and penis transplants, hand transplantation today remains a small hybrid of reconstructive microsurgery and transplant immunology. An exceptionally limited patient population internationally complicates medical researchers’ efforts to parse outcomes “objectively.” Presumed functional and psychosocial benefits of gaining a transplant hand must be weighed in both patient decisions and bioethical discussions against the difficulty of adhering to post-transplant medications, the physical demands of hand transplant recovery on the patient, and the serious long-term health (...) risks of immunosuppressant drugs. This paper relates five narratives of hand transplantation drawn from an oral history project to show how narrative methods can and should inform ethical evaluations and the clinical process of hand transplantation. The interviews with patients and their partners analyzed here lead us to suggest that qualitative accounts of patient experiences should be used to complement clinical case studies reported in medical journals and to help develop instruments to assess outcomes more systematically. (shrink)

We agree with McCullough, Coverdale and Chervenak1 that ‘medical educators and academic leaders are in a pivotal and powerful position to role model’ to counter ‘incivility’ in medicine, which can include ‘dismissing’ or ‘demeaning others’. They note that ‘women may be at greater risk for experiencing incivility compared with men’, as may other individuals who experience ‘patterns of disrespect based on minority status’. The authors promote ‘professionalism’ and ‘etiquette’ to foster civility within medicine. Yet theory and experience suggest that medical (...) educators and academic leaders are also in powerful positions to mobilise these concepts to perpetuate exclusions from, and biases within, medicine, upholding racist, sexist and ableist norms. Feminist methodology reveals how ethical theorising historically excluded views and experiences of marginalised individuals and groups and provides frameworks for interrogating supposedly universal norms. Presuming dominant values and experiences reflect universal ones can further marginalise already oppressed groups and individuals. A feminist analysis reveals how ‘professionalism’ or ‘etiquette’ are historically shaped by white or male identity and experience, including norms of attire, hair, accessories, speech or behaviour. Part of the hidden curriculum of medicine becomes intuiting how leaders implicitly or explicitly define ‘professionalism’. McCullough et al define ‘professionalism’ in medicine as ‘sustained commitments to scientific and clinical excellence… making the protection and promotion of health-related interest the physician’s primary concern …. (shrink)

This chapter places Alexander in his intellectual context, focusing on his early 1880s work, and exploring how that flows into his mature work. It considers Alexander’s views on two major late nineteenth century debates about the mind. First, what is the relationship of mind to nature? During this period, idealists were battling with realists over whether mind should be identified with nature. I argue Alexander was always a realist, and speculate on his association with Oxford realism. Second, how did our (...) minds evolve biologically? Some theorists argued for naturalism, whilst others argued for supernaturalism. I argue Alexander was always a naturalist. Despite Alexander’s realism and naturalism, he leans towards both idealism and supernaturalism, sharply distinguishing his realism from that of early analytic philosophers. The final part of the chapter explains that while Alexander’s system won few converts, it was widely admired and remains a grand edifice in the history of speculative metaphysics. (shrink)

East Asians and Westerners differ in various aspects of perception and cognition. For example, visual memory for East Asians is believed to be more influenced by the contextual aspects of a scene than is the case for Westerners (Masuda & Nisbett, 2001). There are also differences in visual search: for Westerners, search for a long line among short is faster than for short among long, whereas this difference does not appear to hold for East Asians (Ueda et al., submitted). However, (...) it is unclear how these group-level differences originate. To investigate the extent to which they depend upon environment, we tested visual search and visual memory in East Asian immigrants who had lived in Canada for different amounts of time. Recent immigrants were found to exhibit no search asymmetry, unlike Westerners who had spent their lives in Canada. However, immigrants who had lived in Canada for more than two years showed performance comparable to that of Westerners. These differences could not be explained by the general analytic/holistic processing distinction believed to differentiate Westerners and East Asians, since all observers showed a strong holistic tendency for visual recognition. Results instead support the suggestion that exposure to a new environment can significantly affect the particular processes used to perceive a given stimulus. (shrink)

This paper explores the significance of Adam Smith's ideas for defending non-cognitivist theories of aesthetic appreciation of nature. Objections to non-cognitivism argue that the exercise of emotion and imagination in aesthetic judgement potentially sentimentalizes and trivializes nature. I argue that although directed at moral judgement, Smith's views also find a place in addressing this problem. First, sympathetic imagination may afford a deeper and more sensitive type of aesthetic engagement. Second, in taking up the position of the impartial spectator, aesthetic judgements (...) may originate in a type of self-regulated response where we stand outside ourselves to check those overly humanizing tendencies which might lead to a failure in appreciating nature as nature. (shrink)

At the close of Plato’s Apology, Socrates argues that death is a benefit regardless of whether it results in annihilation or an afterlife. According to the standard interpretation, Socrates of the Phaedo rejects the idea that annihilation is a benefit, instead arguing that the soul is immortal and that annihilation would harm a philosopher. Socrates certainly suggests in a few passages that he would resent annihilation. In this paper, however, I argue that the Phaedo does not mark a significant shift (...) in Socrates’ views about whether annihilation benefits. In both dialogues, he recognizes that if the gods choose to annihilate humans, they signal that human life is bad overall and that deprivation of a bad state is a benefit, albeit a benefit without an existing beneficiary. I contend that for Socrates, the possibility that humans benefit from annihilation entails neither the rationality of suicide nor the view that philosophers live miserable lives. (shrink)

The practice of communicating research findings to participants has been identified as important in the research ethics literature, but little research has examined empirically how this occurs and...

Whether religious and other voluntary associations should reflect public values is a subject of controversy. Corey Brettschneider argues that the state should assert its own values of free and equal citizenship, deliberately attempting to transform the beliefs of illiberal groups through court decisions and through selective withdrawal of tax exemptions. I argue, however, that as long as individuals and groups comply with the law, it is not the business of the state to change their beliefs. Moreover, public authority itself does (...) not always exemplify his preferred values. Second, although I oppose direct funding for organizations that oppose public values, determining which organizations espouse the “right” values accords too much power to public authority. Moreover, many associations evolve over time. Finally, the true threat lies in practices that voluntary associations may seek to impose on the larger community. (shrink)

Wisdom is a multi-component trait that is important for mental health and well-being. In this study, we sought to understand gender differences in relative strengths in wisdom. A total of 659 individuals aged 27–103 years completed surveys including the 3-Dimensional Wisdom Scale and the San Diego Wisdom Scale. Analyses assessed gender differences in wisdom and gender’s moderating effect on the relationship between wisdom and associated constructs including depression, loneliness, well-being, optimism, and resilience. Women scored higher on average on the 3D-WS (...) but not on the SD-WISE. Women scored higher on compassion-related domains and on SD-WISE Self-Reflection. Men scored higher on cognitive-related domains and on SD-WISE Emotion Regulation. There was no impact of gender on the relationships between wisdom and associated constructs. Women and men have different relative strengths in wisdom, likely driven by sociocultural and biological factors. Tailoring wisdom interventions to individuals based on their profiles is an important next step. (shrink)

Mainstream forms of psychiatric talk therapy and cognitive behavioral therapy (CBT) do not reliably generate lasting recovery for eating disorders. We discuss widespread assumptions regarding the nature of eating disorders as fundamentally psychological disorders and highlight the problems that underlie these notions, as well as related practical problems in the implementation of mainstream treatments. We then offer a theoretical and practical alternative: a dynamical systems model of eating disorders in which behavioral interventions are foregrounded as powerful mediators between psychological and (...) physical states. We go on to present empirical evidence for behavioral modification specifically of eating speed in the treatment of eating disorders, and a hypothesis accounting for the etiology and progression, as well as the effective treatment, of the full spectrum of eating problems. A dynamical systems approach mandates that in any dietary and lifestyle change as profound as recovery from an eating disorder, acknowledgment must be made of the full range of pragmatic (psychological, cultural, social, etc.) factors involved. However, normalizing eating speed may be necessary if not sufficient for the development of a reliable treatment for the full spectrum of eating disorders, in its role as a mediator in the complex feedback loops that connect the biology and the psychology with the behaviors of eating. (shrink)

Non-pharmaceutical interventions, including social distancing, quarantine, and isolation, are a potentially attractive means to limit the transmission of a pandemic virus. Many of these interventions are directed at children given children’s disproportionate role in amplifying epidemics. The ethics of non-pharmaceutical interventions can be analyzed using Nancy Kass’ ethics framework for public health. Such an analysis highlights the limited data supporting these interventions’ effectiveness. It also suggests the framework itself needs to be expanded to consider harms other than constraints on liberty (...) and to consider affirmative programs to mitigate these broader harms. (shrink)

The concept of cultural landscape was first put to use by the German geographer Friedrich Ratzel in 1895. The American geographer Carl Sauer was probably the first to use the concept in the English language in 1925. In recent years, the concept of cultural landscape has become significant in social and political decision-making, and in environmental management and preservation. Cultural landscape has also become the object of extensive consideration and discussion within diverse academic disciplines and areas of research, such as (...) human geography, cultural anthropology, history, archaeology, biology, and ecology. Depending on the discipline or area of research, focus is directed towards specific features in the landscape that have come about as a result of human activity. This collection of essays is predicated on the view that considerations regarding the cultural landscape have underlying philosophical presuppositions. The authors propose that the cultural landscape be made the focus of environmental philosophy, ethics, and aesthetics. (shrink)