Scientists depend on complex computational systems that are often ineliminably opaque, to the detriment of our ability to give scientific explanations and detect artifacts. Some philosophers have s...

This article examines the complaint that arbitrary algorithmic decisions wrong those whom they affect. It makes three contributions. First, it provides an analysis of what arbitrariness means in this context. Second, it argues that arbitrariness is not of moral concern except when special circumstances apply. However, when the same algorithm or different algorithms based on the same data are used in multiple contexts, a person may be arbitrarily excluded from a broad range of opportunities. The third contribution is to explain (...) why this systemic exclusion is of moral concern and to offer a solution to address it. (shrink)

I defend an account of sexual orientation, understood as a reflexive disposition to be sexually attracted to people of a particular biological Sex or Sexes. An orientation is identified in terms of two aspects: the Sex of the subject who has the disposition, and whether that Sex is the same as, or different to, the Sex to which the subject is disposed to be attracted. I explore this account in some detail and defend it from several challenges. In doing so, (...) I provide a theoretical framework that justifies our continued reference to Sex-directed sexual orientation as an important means of classifying human subjects. (shrink)

: The purpose of this paper is to address from a normative perspective issues raised by John Mueller in Redeeming Economics: Rediscovering the Missing Element. Mueller criticizes economists, including Austrians, for failing to properly address unilateral transfers—in particular, charity, childcare, and crime—in economic thought. Mueller challenges economist Gary Becker’s position that giving increases the […] The post “Charity, Childcare, and Crime: From Objectivist Ethics to the Austrian School” appeared first on Libertarian Papers.

Deafferented subjects, while lacking proprioceptive awareness of much of their bodies, are nevertheless able to use their bodies in basic action. Sustained visual contact with the body parts of which they are no longer proprioceptively aware enables them to move these parts in a controlled way. This might be taken to straightforwardly show that proprioceptive awareness is inessential to bodily action. I, however, argue that this is not the case. Proprioceptive awareness figures essentially in our self-conscious unity as practical subjects. (...) Recognizing this allows us to better understand the nature of the impairment with which deafferented subjects live. (shrink)

This paper concerns the familiar topic of whether we can have genuinely emotional responses such as pity and fear to characters and situations we believe to be fictional1. As is well known, Kendall Walton responds in the negative (Walton (1978); (1990): 195-204 and Chapter 7; (1997)). That is, he is an ‘irrealist’ about emotional responses to fiction (the term is Gaut’s (2003): 15), arguing that such responses should be construed as quasiemotions (Walton (1990): 245), of which their possessor imagines that (...) they are genuine emotions. This is not to deny that an experience in response to a fiction may have a phenomenology very like a given emotion, but to insist that, nonetheless, such responses are not real instances of the emotions which they resemble (Walton (1997)). So, in his most famous example, Charles, who experiences fear-like emotion in relation to a film which depicts the approach of evil slime, does not, despite appearances, experience genuine fear towards the slime, but only quasi-fear (Walton (1990): 195-204)2. Walton’s view presupposes the following view about the nature of emotion3. (shrink)

My topic is a certain view about mental images: namely, the ‘Multiple Use Thesis’. On this view, at least some mental image-types, individuated in terms of the sum total of their representational content, are potentially multifunctional: a given mental image-type, individuated as indicated, can serve in a variety of imaginative-event-types. As such, the presence of an image is insufficient to individuate the content of those imagination-events in which it may feature. This picture is argued for, or (more usually) just assumed (...) to be true, by Christopher Peacocke, Michael Martin, Paul Noordhof, Bernard Williams, Alan White, and Tyler Burge. It is also presupposed by more recent authors on imagination such as Amy Kind, Peter Kung and Neil Van Leeuwen. I reject various arguments for the Multiple Use Thesis, and conclude that instead we should endorse SINGLE: a single image-type, individuated in terms of the sum total of its intrinsic representational content, can serve in only one imagination event-type, whose content coincides exactly with its own, and is wholly determined by it. Plausibility aside, the interest of this thesis is also in its iconoclasm, as well as the challenge it poses for the diverse theories that rest on the truth of the Multiple Use Thesis. (shrink)

Psychiatric and neurological disorders have historically provided key insights into the structure-function rela- tionships that subserve human social cognition and behavior, informing the concept of the ‘social brain’. In this review, we take stock of the current status of this concept, retaining a focus on disorders that impact social behavior. We discuss how the social brain, social cognition, and social behavior are interdependent, and emphasize the important role of development and com- pensation. We suggest that the social brain, and its (...) dysfunction and recovery, must be understood not in terms of specific structures, but rather in terms of their interaction in large-scale networks. (shrink)

The author addresses speech restrictions on campuses, the axiom “A is A” as it applies to men and women, Roe v. Wade and its effect on examining the definition of personhood, and how this examination may have contributed to the anti-conceptual mentality that was already under way on campuses and elsewhere.

This article investigates the semantics of sentences that express numerical averages, focusing initially on cases such as 'The average American has 2.3 children'. Such sentences have been used both by linguists and philosophers to argue for a disjuncture between semantics and ontology. For example, Noam Chomsky and Norbert Hornstein have used them to provide evidence against the hypothesis that natural language semantics includes a reference relation holding between words and objects in the world, whereas metaphysicians such as Joseph Melia and (...) Stephen Yablo have used them to provide evidence that apparent singular reference need not be taken as ontologically committing. We develop a fully general and independently justified compositional semantics in which such constructions are assigned truth conditions that are not ontologically problematic, and show that our analysis is superior to all extant rivals. Our analysis provides evidence that a good semantics yields a sensible ontology. It also reveals that natural language contains genuine singular terms that refer to numbers. (shrink)

This paper examines rights and the protection of rights from both the minarchist and the anarchist perspectives. The former relies on Objectivist perspectives and the latter relies primarily on Murray Rothbard’s views. My view is that government protection as put forth by Objectivists is coercive, as are all methods of financing. However, under anarcho-capitalism, children who have been killed or abused by their caregivers do not have equal protection under the law. The principle of equal protection is one with which (...) both Objectivists and Rothbard agree. A case is made for government protection of rights under those circumstances. In addition, a case is made for positive rights to parental care for children, and also for government protection of those rights if they have been violated by their caregivers. I also argue for government oversight in instances when the rights of children have been violated and as a consequence the children have no alternative means of care. (shrink)

This article considers the meanings of “life” within Objectivist ethics. It distinguishes between life lived moment to moment and life-as-a-whole. It examines life's finality as related to life being the ultimate value. It questions whether one “lives to consume” or “consumes to live” from a desert island perspective. It discusses what one's whole life entails within the context of decision making. It looks at decisions between competing values. Finally, it discusses the distinction between ethical and ethically neutral actions and suggests (...) ways in which inquiries regarding these may be approached. (shrink)

Suicide is a complex act whose meanings, while sometimes tragic, vary widely. This chapter surveys the ethical landscape surrounding algorithmic methods of suicide prevention especially as it pertains to social media activity and to the moderation of online suicide communities. We begin with a typology of suicide, distinguishing between varied goals in which suicide may factor as a means. Suicides should be understood as an act with varied eliciting desires, meanings, consequences, and ethics. Further,while many suicides may be grounded on (...) irrational desire, we argue that a desire to suicide may nonetheless be rational in some cases. We then offer a survey of the attempts by social media corporations to create suicide prediction algorithms and launch interventions aimed at preventing suicide as well as an overview of the current ethical debate. We argue that the values embedded within algorithmic suicide prevention nudges are “thick” in a substantive sense and deserving of scrutiny. Given that debates about the rationality, meaning, and permissibility of suicide are common and subject to intracultural and cross-cultural differences, we maintain that the task of suicide prediction is ill-suited to algorithmic approaches. Despite an algorithm’s ability to quantify a complex phenomenon like suicide risk and its appearance of objectivity, any suicide prediction algorithm is thoroughly subjective and involves moral judgments all the way down. Any such algorithm would necessarily impose a normative stance on suicide onto its user base that is subject to reasonable intra and cross-cultural disagreement. (shrink)

While artificial womb technology is currently being studied for the purpose of improving neonatal care, I contend that this technology ought to be pursued as a means to address the unprecedented rate of unintended pregnancies. But ectogenesis, alongside other emerging reproductive technologies, is problematic insofar as it threatens to disrupt the natural link between procreation and parenthood that is normally thought to generate rights and responsibilities for biological parents. I argue that there remains only one potentially viable account of parenthood: (...) the voluntarist account, which construes parental rights as robust moral obligations that must be voluntarily undertaken. The problem is that this account mistakenly presumes a patriarchal divide between procreation and parenthood. I propose a reframing of procreation and parenthood from a feminist perspective that recognises gestational motherhood as involving robust moral obligations that ought to be voluntarily undertaken. If this were the case, all gestational mothers would be, by definition, willing mothers. To make this happen I argue that ectogenesis technology must be a widely available reproductive option. (shrink)

In the exploratory study reported here, we tested the efficacy of an intervention designed to train teenagers with Möbius syndrome (MS) to increase the use of alternative communication strategies (e.g., gestures) to compensate for their lack of facial expressivity. Specifically, we expected the intervention to increase the level of rapport experienced in social interactions by our participants. In addition, we aimed to identify the mechanisms responsible for any such increase in rapport. In the study, five teenagers with MS interacted with (...) three naïve participants without MS before the intervention, and with three different naïve participants without MS after the intervention. Rapport was assessed by self-report and by behavioral coders who rated videos of the interactions. Individual non-verbal behavior was assessed via behavioral coders, whereas verbal behavior was automatically extracted from the sound files. Alignment was assessed using cross recurrence quantification analysis and mixed-effects models. The results showed that observer-coded rapport was greater after the intervention, whereas self-reported rapport did not change significantly. Observer-coded gesture and expressivity increased in participants with and without MS, whereas overall linguistic alignment decreased. Fidgeting and repetitiveness of verbal behavior also decreased in both groups. In sum, the intervention may impact non-verbal and verbal behavior in participants with and without MS, increasing rapport as well as overall gesturing, while decreasing alignment. (shrink)

Built-in decision thresholds for AI diagnostics are ethically problematic, as patients may differ in their attitudes about the risk of false-positive and false-negative results, which will require that clinicians assess patient values.

Scientific information plays an important role in shaping policies and recommendations for behaviors that are meant to improve the overall health and well-being of the public. However, a subset of the population does not trust information from scientific authorities, and even for those that do trust it, information alone is often not enough to motivate action. Feelings of shame can be motivational, and thus some recent public policies have attempted to leverage shame to motivate the public to act in accordance (...) with science-based recommendations. We argue that because these shame policies are employed in non-communal contexts, they are both practically ineffective and morally problematic: shame is unlikely to be effective at motivating the public to behave in accordance with science-based policy, and shaming citizens is an unethical way to get them to comply. We argue that shame-based policies are likely to contribute to further distrust in scientific authority. (shrink)

This paper reviews some points of agreement between Objectivism and the Austrian school of economics. It also discusses some of my points of departure with Objectivism. One such is Rand’s justification for holding life as man’s ultimate value. I present a case that the recognition of death’s inevitability is needed to establish life as man’s ultimate value. Although death’s inevitability is implicit within Objectivist ethics (in its emphasis on a person’s entire life), the focus of Rand’s discussion of the ultimate (...) value is on life’s contingency, not its limitedness. I present an example comparing a being with a contingent and limited life to a being with a contingent but potentially endless life. This illustrates the function of life’s limitedness in valuation. I qualify my position somewhat by exploring one way in which a being with a contingent but potentially endless life may value his life as a whole. I also explain that a being with an endless life might have no ultimate value, but could have an endless number of goals. Finally, I discuss a desert-island scenario that supports the noninterference principle. (shrink)

Some economists, notably Gary Becker, claim that economic analysis is applicable to any decision, ethical or otherwise. Ethical principles within Objectivist Ethics are based on long-range success— life being the measure of success. This paper examines these different approaches to decision-making. Decision theory and Rand's Benevolent Universe Premise form the basis for the analysis.

In his recent book Bad Beliefs and Why They Happen to Good People, Neil Levy argues that conspiracy theories result from the same rational processes that underlie epistemic success. While we think many of Levy’s points are valuable, like his criticism of the myth of individual cognition and his emphasis on the importance of one’s social epistemic environment, we believe that his account overlooks some important aspects. We argue that social deference is an active process, and as such can be (...) helped or hindered by epistemic virtues and vices. With this in mind, holders of bad beliefs acquire more responsibility than is considered by Levy. (shrink)

Letheby’s book is an engaging and crystal-clear exploration of the philosophical issues raised by the use of psychedelic drugs. In this paper, we focus on the epistemological issues Letheby examines in chapter 8 and argue that his analysis requires an agency-first approach to epistemic evaluation. On an agency-first approach, epistemic evaluation is about identifying the skills agents needs to acquire in order to pursue and fulfil their epistemic goals.

Cosmopolitanism is an ancient concept whose meaning and significance have shifted over the last two millennia. Most recently, cosmopolitanism has been resurrected to mean “world citizenship” – a renunciation of one’s national identity for the sake of the universal human family. While such an endeavor seems as though it should correspond to Catholic social thought, its iterations in academia and elsewhere have resulted in a preoccupation with personal identity and political doctrine rather than love. Cosmopolitanism is complex and harbors many (...) weaknesses in both theory and practice. Considered in relation to universalism in Catholic social thought, one weakness is thrown into specific relief: cosmopolitanism as a personal identity or political doctrine lacks a unified philosophy of the human person. This essay recasts the desire to form solidarity across national boundaries as universalism within Trinitarian anthropology and discusses accompaniment as exemplary of the love this thought system requires. (shrink)

This dissertation examines the influence of Cambridge Platonism and materialist philosophy on Mary Astell's early feminism. More specifically, I argue that Astell co-opts Descartes's theory of regulating the passions in his final publication, The Passions of the Soul, to articulate a comprehensive, Enlightenment and body friendly theory of feminine self-esteem that renders her feminism modern. My analysis of Astell's theory of feminine self-esteem follows both textual and contextual cues, thus allowing for a reorientation of her early feminism vis-a-vis contemporary feminist (...) theory . An entire chapter in the dissertation is devoted to Astell's use of Descartes's theory of regulating the passions to render women more substantial and inherently worthy. This rendering becomes more concrete in Astell's feminist framework as she employs the language of the social contract in her fourth publication, Reflections Upon Marriage, to depict wives as contractual slaves. I argue that her assertion concerning women's slavery is theoretically consistent when read in light of her theory of feminine self-esteem, since this theory is based on the Enlightenment principles of self-mastery, independence and self-preservation. Further, I align Astell's early feminism in a dialogic sense with the Continental "querelle des femmes," especially as presented in writings by Christine de Pizan and Agrippa. Astell, I argue, contributes to the "querelle" by framing the feminist problem she wishes to solve concerning women's equality in a robust , philosophical manner that uncannily prefigures Wollstonecraft's call for the universalization of human virtues and the reform of of women's education. (shrink)

The concept of interactional expertise – characterized by sociologists Harry Collins and Robert Evans as the ability to speak the language of a discipline without the corresponding ability to practice – can serve as a powerful way of breaking down expert/non-expert dichotomies and providing a role for new voices in specialist communities. However, in spite of the vast uptake of this concept and its potential to fruitfully address many important issues related to scientific expertise, there has been surprisingly little critical (...) analysis of it. We seek to remedy this situation by considering potential benefits of interactional expertise and the ways in which the current conception can – and cannot – realize those benefits. In particular, we argue that interactional expertise hasn’t reached its full potential for addressing who ought to be involved in scientific research and decision-making, largely owing to an unnecessarily restrictive way of operationalizing the concept. In its place, we offer a broader, more pluralistic account of interactional expertise – one that is in line with the original spirit of the concept, but also captures the diversity that we see as being an important aspect of interactional experts and the value they can bring to the table. (shrink)

The purpose of this chapter is to describe what we see as several important new directions for philosophy of medicine. This recent work (i) takes existing discussions in important and promising new directions, (ii) identifies areas that have not received sufficient and deserved attention to date, and/or (iii) brings together philosophy of medicine with other areas of philosophy (including bioethics, philosophy of psychiatry, and social epistemology). To this end, the next part focuses on what we call the “epistemological turn” in (...) recent work in the philosophy of medicine; the third part addresses new developments in medical research that raise interesting questions for philosophy of medicine; the fourth part is a discussion of philosophical issues within the practice of diagnosis; the fifth part focuses on the recent developments in psychiatric classification and scientific and ethical issues therein, and the final part focuses on the objectivity of medical research. (shrink)

Indiscipline in schools has attracted the attention of many people and has eventually become the focus of discussions on many platforms. The purpose of the study was to find out the perceptions of teachers and students at the Abuakwa South Municipality of Ghana on student indiscipline behaviours. The study employed the descriptive survey and the approach was concurrent mixed method, involving bothquantitative and qualitative paradigms. Purposive and simple random sampling methods were used to obtaina sample size of five hundred and (...) thirty (530) respondents. The main instruments used for the study were questionnaire and a semi-structured interview guide. Data was analysed using inferential statistics and content analysis. Findings from the study revealed that; there was no perceptual difference between students and teachers views on acts that constitute disciplinary behaviours. Additional, there were differences in thestudents and teachers perceptions of the influences of peer pressure on students’ disciplinary behaviours. Itwas recommended among others that peer counselling sessions should be organized periodically among students for them to be aware of acceptable behaviours in the school system and how they can maintain desirable behaviours. (shrink)

We lead off this issue of Childhood and Philosophy with a collection of testimonies, homages, and brief memoirs offered from around the world in response to the death of the founder of Philosophy for Children, Matthew Lipman on December 26, 2010, at the age of 87. To characterize Lipman as “founder” is completely accurate, but barely evokes the role he played in conceiving, giving birth to, and nurturing this curriculum cum pedagogy that became a movement, and which has taken root (...) in over 40 countries, from Iceland to Nigeria to Taiwan to Chile and everywhere in between. The movement itself is broader than the program, which has in fact experienced multiple transformations in multiple contexts over its half-century of life. In fact, as many of the testimonies below either state outright or imply, the movement is an emancipatory one and thus implicitly political, infused with all the long-suffering hope for our species inspired in us by the fact of natality, and by our own intuitive faith in the transformative power of reason—or as Lipman came to call it, “reasonableness.” For those seized by its educational possibilities, it presents a sudden influx of sunlight and fresh air into an institution long stultified by its own rigid habitus, and promises the reconstruction of schooling in the image of authentic democratic practice that recognizes and honors the unique capacities of children. As Philosophy in the Classroom—Lipman’s first and now classic statement of educational philosophy--puts it, the movement promises a re-orientation of the goal of education from information (or “learning”) to meaning, and inaugurates the dialogue with childhood and children that follows from that. Lipman was not just founder of this movement but creator, inventor, developer, convener, organizer, faithful soldier, ambassador, apologist, polemicist, propagandist, and, finally, undying optimist. (shrink)

At the very least, even though Chinese schools do not look very different from those in the West, China offers an opportunity for Philosophy for Children to question its basis, its methodology, its aims. It seems to be expressing a different cultural voice, and to be disposed to the kind of dialogue we are more used to claiming than practicing. Both Kunming and Shanghai provide, in their own ways, formidable contexts: the deep, strong and disciplined educators of Railway Station School (...) of Kunming and the scholarly, sophisticated and committed members of the Shanghai institute for Research in the Human Sciences seem determined to take Philosophy for Children, not just beyond their own limits as Chinese, but beyond the limits Philosophy for Children has already established for itself in the West. Philosophy for Children in China, then, looks like a wonderful opportunity to think ourselves--what we are as educators engaged in the practice of philosophy--again. An invitation to think ourselves again. Is this not what dialogue and philosophy are about? It’s up to us to accept the invitation. (shrink)

Scientific hedges are communicative devices used to qualify and weaken scientific claims. Gregor Betz has argued—unconvincingly, we think—that hedging can rescue the value-free ideal for science. Nevertheless, Betz is onto something when he suggests there are political principles that recommend scientists hedge public-facing claims. In this article, we recast this suggestion using the notion of public justification. We formulate and reject a Rawlsian argument that locates the justification for hedging in its ability to forge consensus. On our alternative proposal, hedging (...) is often justified because it renders scientific claims as publicly accessible reasons. (shrink)

The present volume collects presented at a symposium on The History of Logic held in Helsinki in June 11–13, 2000 hosted by the University of Helsinki, Finland. They bear on issues in the history of logic and foundations of mathematics and are contributions by some of the most renown scholars in the field.

While feminist critiques of AI are increasingly common in the scholarly literature, they are by no means new. Alison Adam’s Artificial Knowing (1998) brought a feminist social and epistemological stance to the analysis of AI, critiquing the symbolic AI systems of her day and proposing constructive alternatives. In this paper, we seek to revisit and renew Adam’s arguments and methodology, exploring their resonances with current feminist concerns and their relevance to contemporary machine learning. Like Adam, we ask how new AI (...) methods could be adapted for feminist purposes and what role new technologies might play in addressing concerns raised by feminist epistemologists and theorists about algorithmic systems. In particular, we highlight distributed and federated learning as providing partial solutions to the power-oriented concerns that have stymied efforts to make machine learning systems more representative and pluralist. (shrink)

In his famous 1982 paper, Allen Newell [22, 23] introduced the notion of knowledge level to indicate a level of analysis, and prediction, of the rational behavior of a cognitive arti cial agent. This analysis concerns the investigation about the availability of the agent knowledge, in order to pursue its own goals, and is based on the so-called Rationality Principle (an assumption according to which "an agent will use the knowledge it has of its environment to achieve its goals" [22, (...) p. 17]. By using the Newell's own words: "To treat a system at the knowledge level is to treat it as having some knowledge, some goals, and believing it will do whatever is within its power to attain its goals, in so far as its knowledge indicates" [22, p. 13]. In the last decades, the importance of the knowledge level has been historically and system- atically downsized by the research area in cognitive architectures (CAs), whose interests have been mainly focused on the analysis and the development of mechanisms and the processes governing human and (arti cial) cognition. The knowledge level in CAs, however, represents a crucial level of analysis for the development of such arti cial general systems and therefore deserves greater research attention [17]. In the following, we will discuss areas of broad agree- ment and outline the main problematic aspects that should be faced within a Common Model of Cognition [12]. Such aspects, departing from an analysis at the knowledge level, also clearly impact both lower (e.g. representational) and higher (e.g. social) levels. (shrink)

Purpose – The purpose of this paper is to discuss how reproductivity (child-rearing) fits into ethics. It aims to use objectivist ethics (OE) specifically as the framework for considering this. Design/methodology/approach – The approach is conceptual in nature. Economic concepts are used to analyze and extend an ethical issue and the cardinal values within OE, which includes productive purpose, are reviewed. Findings – The paper argues that reproductivity is sufficiently different from productivity to be a separate category. Then using the (...) trader principle, the objectivist case for inheritance, and capital theory, the case is made that reproductivity is required of each person in the same sense that productivity is. Originality/value – This is an original argument made by the author in Then Athena Said: Unilateral Transfers and the Transformation of Objectivist Ethics. In that work, reproductivity is linked to human capital replacement, depreciation, the sinking fund, and Irving Fisher’s conception of standard income. This paper also relates it to permanent income. Also, the conclusions are more inclusive than those in the previous work in that other forms that the replacement of human capital can take in addition to reproduction are considered. (shrink)

It is argued that medical science requires a classificatory system that (a) puts functions in the taxonomic center and (b) does justice ontologically to the difference between the processes which are the realizations of functions and the objects which are their bearers. We propose formulae for constructing such a system and describe some of its benefits. The arguments are general enough to be of interest to all the life sciences.

This study developed and validated a scale for college teachers’ evaluation. The scale was developed considering existing literature on the student’s perceptions of effective college teachers and from the perceptions of students through focus group discussion. Initially, 37 items were generated using a 5-point Likert scale for validation. The data then collected and proceeded to construct validation using Exploratory Factor Analysis (EFA) with Principal Component Analysis for Extraction using Varimax rotation method. Data analysis was done using SPSS. Based on the (...) validation process of the instrument, three (3) dimensions were identified with 12 items for the evaluation of college teachers’ performance. The said dimensions were Effective Communication, Professionalism, and Instructional Alignment. This instrument is feasible to be used as a tool in assessing performance by college teachers, especially by the students. (shrink)

Broadening access to both computational and educational resources is crit- ical to diffusing machine learning (ML) innovation. However, today, most ML resources and experts are siloed in a few countries and organizations. In this article, we describe our pedagogical approach to increasing access to applied ML through a massive open online course (MOOC) on Tiny Machine Learning (TinyML). We suggest that TinyML, applied ML on resource-constrained embedded devices, is an attractive means to widen access because TinyML leverages low-cost and globally (...) accessible hardware and encourages the development of complete, self-contained applications, from data collection to deployment. To this end, a collaboration between academia and industry produced a four part MOOC that provides application-oriented instruction on how to develop solutions using TinyML. The series is openly available on the edX MOOC platform, has no prerequisites beyond basic programming, and is designed for global learners from a variety of backgrounds. It introduces real-world applications, ML algorithms, data-set engineering, and the ethi- cal considerations of these technologies through hands-on programming and deployment of TinyML applications in both the cloud and on their own microcontrollers. To facili- tate continued learning, community building, and collaboration beyond the courses, we launched a standalone website, a forum, a chat, and an optional course-project com- petition. We also open-sourced the course materials, hoping they will inspire the next generation of ML practitioners and educators and further broaden access to cutting-edge ML technologies. (shrink)

The turn of the nineteenth century marked a rich and exciting explosion of philosophical energy and talent. The enormity of the revolution set off in philosophy by Immanuel Kant was comparable, in Kant's own estimation, with the Copernican Revolution that ended the Middle Ages. The movement he set in motion, the fast-moving and often cantankerous dialectic of "German Idealism," inspired some of the most creative philosophers in modern times: including G. W. F. Hegel and Arthur Schopenhauer as well as those (...) who reacted against Kant--Marx and Kierkegaard, for example. This volume traces the emergence of German Idealism from Kant and his predecessors through the first half of the nineteenth century, ending with the irrationalism of Kierkegaard. It provides a broad, scholarly introduction to this period for students of philosophy and related disciplines, as well as some original interpretations of these authors. Also included is a glossary of technical terms as well as a chronological table of philosophical, scientific and other important cultural events. (shrink)

Mark Colyvan formulates a puzzle about belief in inconsistent entities. As a scientific realist, Colyvan refers to salient instances of inconsistencies in our best science and demonstrates how an indispensability argument may justify belief in an inconsistent entity. Colyvan’s indispensability argument presents a two-horned dilemma: either scientific realists are committed to the possibility of warranted belief in inconsistent objects, or we have a reductio ad absurdum, bringing realism into a crisis. Firstly, this paper follows Graham Priest by opposing the received (...) characterisation of inconsistent belief as a kind of epistemic hell. Secondly, I challenge the Quinean naturalism that underpins Colyvan’s indispensability argument. Then, I reformulate Colyvan’s argument with a fallible naturalism, better equipped to account for certain problem candidates for inconsistent entities. Finally, I contend that—even if indispensable—an inconsistent entity poses no problem for the scientific realist, who can have justified belief in inconsistent entities. (shrink)

In "Exploring 'Atlas Shrugged': Ayn Rand’s Magnum Opus (2021)," Edward W. Younkins has compiled several of his essays on Ayn Rand's novel "Atlas Shrugged." The volume leads with an “Introduction” that contextualizes the importance of "Atlas Shrugged" and provides a detailed overview of each chapter. Chapter 1 gives a synopsis of the novel. Chapter 2 examines "Atlas Shrugged" as both philosophy and literature. In Chapter 3, Younkins looks at it as a treatise on economics before turning in Chapter 4 to (...) consider it as a story about business. Chapter 5 discusses it as a novel about and a blueprint for social change. In the “Appendix,” Younkins provides an overview of the philosophy of Objectivism. "Exploring 'Atlas Shrugged': Ayn Rand’s Magnum Opus" is a significant contribution and highly recommended for instructors, students, and the general reader. Younkins’s volume can serve as an instructor’s resource for those teaching "Atlas Shrugged," as a companion text for students in those courses, or as a stand-alone book for readers who are familiar with the book and are interested in a fresh examination of this timeless novel from a thematic, structural, and character-development point of view. (shrink)

Since its introduction just over two decades ago, evidence-based medicine (EBM) has come to dominate medical practice, teaching, and policy. There are a growing number of textbooks, journals, and websites dedicated to EBM research, teaching, and evidence dissemination. EBM was most recently defined as a method that integrates best research evidence with clinical expertise and patient values and circumstances in the treatment of patients. There have been debates throughout the early 21st century about what counts as good research evidence between (...) EBM proponents and philosophical critics and even within the EBM community itself. Similar controversy arises about the relative worth of patient values and clinical expertise (and how these can be integrated). EBM has also evolved in ways that have come under scrutiny. Specifically, policymakers have used EBM research methodology to increase the relative importance of clinical guidelines that some clinicians have argued are tyrannical. Philosophers have addressed all of these controversies, and with very few exceptions have been critical of EBM. In addition most philosophical attention has been on the epistemic role of Randomization and evidence hierarchies, with relatively little attention being paid to the role of Diagnosis, expertise, patient values, and Systematic Reviews within EBM. (shrink)

This paper works out the scheme of “institutional competences” that underlies the famous Hart and Sacks Legal Process Materials first distributed in final mimeographed form in1958. The Materials were not published during the life times of their authors but were nonetheless a major influence on American legal thought from their first distribution as course materials at Harvard Law School until their abrupt fall from prominence in the early 1970s. The Materials offer the scheme as a solution to the apparent anomaly (...) in a democracy of the law making power in both public and private law of unelected judges serving long terms. The paper critiques the Hart and Sacks solution, called law making through “reasoned elaboration,” which they claimed was sharply distinct from legislative law making or administrative fiat. The paper argues that in both public and private law the materials the judge is to elaborate are characterized by contradictory internal logics. The judge has to choose between them without a meta-criterion. In cases with high stakes, extra-juristic normative orientations, whether moral theories or political ideologies, will come into play, regardless of the judge’s commitment to excluding them. The second part of the paper places Hart and Sacks in a larger historical and comparative context of efforts to solve the problem of social order by way of legal rationality. These two parts were preceded in the original paper by a long discussion, now lost but never very satisfying to me, of the Hart and Sacks theory of “private ordering” in relation to state regulatory power. I wrote the paper for extra credit in the spring of 1970 as a third year student at the Yale Law School. I’ve corrected a few typos but haven’t changed it in any other way. I never published it but it was circulated to a limited extent among Legal Process devotees. Eskridge and Frickey, editors of the Materials as published finally in 1994, credit it, along with another unpublished student paper by Roberto Unger, with hastening the demise of the Materials as a master text. The first part of this version of the paper was recently published in Droit et Philosophie, no. 13, p. 97-117 (2021). (shrink)

It is argued that medical science requires a classificatory system that (a) puts functions in the taxonomic center and (b) does justice ontologically to the difference between the processes which are the realizations of functions and the objects which are their bearers. We propose formulae for constructing such a system and describe some of its benefits. The arguments are general enough to be of interest to all the life sciences.

The current informal practice of pharmacometrics as a combination art and science makes it hard to appreciate the role that informatics can and should play in the future of the discipline and to comprehend the gaps that exist because of its absence. The development of pharmacometric informatics has important implications for expediting decision making and for improving the reliability of decisions made in model-based development. We argue that well-defined informatics for pharmacometrics can lead to much needed improvements in the efficiency, (...) effectiveness, and reliability of the pharmacometrics process. The purpose of this paper is to provide a description of the pervasive yet often poorly appreciated role of informatics in improving the process of data assembly, a critical task in the delivery of pharmacometric analysis results. First, we provide a brief description of the pharmacometric analysis process. Second, we describe the business processes required to create analysis-ready data sets for the pharmacometrician. Third, we describe selected informatic elements required to support the pharmacometrics and data assembly processes. Finally, we offer specific suggestions for performing a systematic analysis of existing challenges as an approach to defi ning the next generation of pharmacometric informatics. (shrink)

I argue that Kathleen Stock omits crucial information in her 2021 book Material Girls, when she debates with Thomas Laqueur, information which enables readers to appreciate the excitement in relation to his historical discovery. I argue further that this is more than just a communicational problem. I then present a reason for rejecting the theory Laqueur uncovers: the initially strange theory that there is just one sex. But I argue that the one sex theory is unlikely to be killed (...) off by this reason. I also raise a concern about Stock’s interpretation of Mrs. Gaskell’s Cranford. The writing style here is influenced by an essay by a medic. (shrink)

This paper responds to Kathleen Stock’s attempt to explain a puzzling fact, at least from her standpoint: widespread assertions that some people who are biologically male are women and some people who are biologically female are men. She regards these assertions as made while immersed in a fiction. Stock rejects an alternative explanation – that a lot of these people have read Judith Butler or 1970s feminism. Clarifying that explanation reveals it to be not so easy to dismiss.