The use of black box algorithms in medicine has raised scholarly concerns due to their opaqueness and lack of trustworthiness. Concerns about potential bias, accountability and responsibility, patient autonomy and compromised trust transpire with black box algorithms. These worries connect epistemic concerns with normative issues. In this paper, we outline that black box algorithms are less problematic for epistemic reasons than many scholars seem to believe. By outlining that more transparency in algorithms is not always necessary, and by explaining that (...) computational processes are indeed methodologically opaque to humans, we argue that the reliability of algorithms provides reasons for trusting the outcomes of medical artificial intelligence. To this end, we explain how computational reliabilism, which does not require transparency and supports the reliability of algorithms, justifies the belief that results of medical AI are to be trusted. We also argue that several ethical concerns remain with black box algorithms, even when the results are trustworthy. Having justified knowledge from reliable indicators is, therefore, necessary but not sufficient for normatively justifying physicians to act. This means that deliberation about the results of reliable algorithms is required to find out what is a desirable action. Thus understood, we argue that such challenges should not dismiss the use of black box algorithms altogether but should inform the way in which these algorithms are designed and implemented. When physicians are trained to acquire the necessary skills and expertise, and collaborate with medical informatics and data scientists, black box algorithms can contribute to improving medical care. (shrink)

Several philosophical issues in connection with computer simulations rely on the assumption that results of simulations are trustworthy. Examples of these include the debate on the experimental role of computer simulations :483–496, 2009; Morrison in Philos Stud 143:33–57, 2009), the nature of computer data Computer simulations and the changing face of scientific experimentation, Cambridge Scholars Publishing, Barcelona, 2013; Humphreys, in: Durán, Arnold Computer simulations and the changing face of scientific experimentation, Cambridge Scholars Publishing, Barcelona, 2013), and the explanatory power of (...) computer simulations :277–292, 2008; Durán in Int Stud Philos Sci 31:27–45, 2017). The aim of this article is to show that these authors are right in assuming that results of computer simulations are to be trusted when computer simulations are reliable processes. After a short reconstruction of the problem of epistemic opacity, the article elaborates extensively on computational reliabilism, a specified form of process reliabilism with computer simulations located at the center. The article ends with a discussion of four sources for computational reliabilism, namely, verification and validation, robustness analysis for computer simulations, a history of successful implementations, and the role of expert knowledge in simulations. (shrink)

This book addresses key conceptual issues relating to the modern scientific and engineering use of computer simulations. It analyses a broad set of questions, from the nature of computer simulations to their epistemological power, including the many scientific, social and ethics implications of using computer simulations. The book is written in an easily accessible narrative, one that weaves together philosophical questions and scientific technicalities. It will thus appeal equally to all academic scientists, engineers, and researchers in industry interested in questions (...) related to the general practice of computer simulations. (shrink)

This article aims to develop a new account of scientific explanation for computer simulations. To this end, two questions are answered: what is the explanatory relation for computer simulations? And what kind of epistemic gain should be expected? For several reasons tailored to the benefits and needs of computer simulations, these questions are better answered within the unificationist model of scientific explanation. Unlike previous efforts in the literature, I submit that the explanatory relation is between the simulation model and the (...) results of the simulation. I also argue that our epistemic gain goes beyond the unificationist account, encompassing a practical dimension as well. (shrink)

Many philosophical accounts of scientific models fail to distinguish between a simulation model and other forms of models. This failure is unfortunate because there are important differences pertaining to their methodology and epistemology that favor their philosophical understanding. The core claim presented here is that simulation models are rich and complex units of analysis in their own right, that they depart from known forms of scientific models in significant ways, and that a proper understanding of the type of model simulations (...) are fundamental for their philosophical assessment. I argue that simulation models can be distinguished from other forms of models by the many algorithmic structures, representation relations, and new semantic connections involved in their architecture. In this article, I reconstruct a general architecture for a simulation model, one that faithfully captures the complexities involved in most scientific research with computer simulations. Furthermore, I submit that a new methodology capable of conforming such architecture into a fully functional, computationally tractable computer simulation must be in place. I discuss this methodology—what I call recasting—and argue for its philosophical novelty. If these efforts are heading towards the right interpretation of simulation models, then one can show that computer simulations shed new light on the philosophy of science. To illustrate the potential of my interpretation of simulation models, I briefly discuss simulation-based explanations as a novel approach to questions about scientific explanation. (shrink)

When one wants to use citizen input to inform policy, what should the standards of informedness on the part of the citizens be? While there are moral reasons to allow every citizen to participate and have a voice on every issue, regardless of education and involvement, designers of participatory assessments have to make decisions about how to structure deliberations as well as how much background information and deliberation time to provide to participants. After assessing different frameworks for the relationship between (...) science and society, we use Philip Kitcher's framework of Well-Ordered Science to propose an epistemic standard on how citizen deliberations should be structured. We explore what potential standards follow from this epistemic framework focusing on significance versus scientific and engineering expertise. We argue that citizens should be tutored on the historical context of why scientific questions became significant and deemed scientifically and socially valuable, and if citizens report that they are capable of weighing in on an issue then they should be able to do so. We explore what this standard can mean by looking at actual citizen deliberations tied to the 2014 NASA ECAST Asteroid Initiative Citizen forums. We code different vignettes of citizens debating alternative approaches for Mars exploration based upon what level of information seemed to be sufficient for them to feel comfortable in making a policy position. The analysis provides recommendations on how to design and assess future citizen assessments grounded in properly conveying the historical value context surrounding a scientific issue and trusting citizens to seek out sufficient information to deliberate. (shrink)

According to intellectualists, the will is a rational inclination towards apprehended goodness. This conception of the will makes its acts intelligible: they are explained by (i) the nature of the will as a rational inclination, and (ii) the judgement of the intellect that moves the will. From this it follows that it is impossible for an agent to will evil as such or for its own sake. In explaining wrongdoing intellectualists cite cognitive error or the disruptive influences of the passions; (...) these considerations, however, seem involuntary and at least partly exculpatory. The intellectualist needs an account that renders wrongful actions intelligible without undermining their status as responsible. I argue that Leibniz has the theoretical tools to provide at least part of an answer to this problem. In sum, an agent is directly responsible for her wrongdoing if the cognitive error or the disruptive influence of the passions that help explain this wrongdoing do not completely undermine her acting freely; an agent is indirectly responsible for her wrongdoing if she is directly responsible for previous actions which partly resulted in her wrongdoing, even if the presence of cognitive error or disruptive influence of the passions completely undermines her acting freely. (shrink)

We would like to thank the authors of the commentaries for their critical appraisal of our feature article, Who is afraid of black box algorithms?1 Their comments, suggestions and concerns are various, and we are glad that our article contributes to the academic debate about the ethical and epistemic conditions for medical Explanatory AI. We would like to bring to attention a few issues that are common worries across reviewers. Most prominently are the merits of computational reliabilism —in particular, when (...) promoted as an alternative to transparency—and CR as necessary but not sufficient for delivering trust. We finalise our response by addressing concerns about the place and role of artificial intelligence in medical decision-making and the physician’s responsibilities. We understand the concerns and reservations that some of the reviewers express regarding the epistemic merits of CR. We believe that, in part, this is due to a practice too deeply rooted in transparency. But on …. (shrink)

A chronicled approach to the notion of computer simulations shows that there are two predominant interpretations in the specialized literature. According to the first interpretation, computer simulations are techniques for finding the set of solutions to a mathematical model. I call this first interpretation the problem-solving technique viewpoint. In its second interpretation, computer simulations are considered to describe patterns of behavior of a target system. I call this second interpretation the description of patterns of behavior viewpoint of computer simulations. This (...) article explores these two interpretations of computer simulations from three different angles. First, I collect a series of definitions of computer simulation from the historical record. I track back definitions to the early 1960s and show how each viewpoint shares similar interpretations of computer simulations—ultimately clustering into the two viewpoints aforementioned. This reconstruction also includes the most recent literature. Second, I unpack the philosophical assumptions behind each viewpoint, with a special emphasis on their differences. Third, I discuss the philosophical implications of each viewpoint in the context of the recent discussion on the logic of scientific explanation for computer simulations. (shrink)

A chronicled approach to the notion of computer simulations shows that there are two predominant interpretations in the specialized literature. According to the first interpretation, computer simulations are techniques for finding the set of solutions to a mathematical model. I call this first interpretation the problem-solving technique viewpoint. In its second interpretation, computer simulations are considered to describe patterns of behavior of a target system. I call this second interpretation the description of patterns of behavior viewpoint of computer simulations. This (...) article explores these two interpretations of computer simulations from three different angles. First, I collect a series of definitions of computer simulation from the historical record. I track back definitions to the early 1960s and show how each viewpoint shares similar interpretations of computer simulations—ultimately clustering into the two viewpoints aforementioned. This reconstruction also includes the most recent literature. Second, I unpack the philosophical assumptions behind each viewpoint, with a special emphasis on their differences. Third, I discuss the philosophical implications of each viewpoint in the context of the recent discussion on the logic of scientific explanation for computer simulations. (shrink)

This article asks the question, ``what is reliable machine learning?'' As I intend to answer it, this is a question about epistemic justification. Reliable machine learning gives justification for believing its output. Current approaches to reliability (e.g., transparency) involve showing the inner workings of an algorithm (functions, variables, etc.) and how they render outputs. We then have justification for believing the output because we know how it was computed. Thus, justification is contingent on what can be shown about the algorithm, (...) its properties, and its behavior. In this paper, I defend computational reliabilism (CR). CR is a computationally-inspired off-shoot of process reliabilism that does not require showing the inner workings of an algorithm. CR credits reliability to machine learning by identifying reliability indicators external to the algorithm (validation methods, knowledge-based integration, etc.). Thus, we have justification for believing the output of machine learning when we have identified the appropriate reliability indicators. CR is advanced as a more suitable epistemology for machine learning. The main goal of this article is to lay the groundwork for CR, how it works, and what we can expect as a justificatory framework for reliable machine learning. (shrink)

Carlos Vaz Ferreira argues that the problem of freedom is conceptually distinct from the problem of causal determinism. The problem of freedom is ultimately a problem regarding the ontologically independent agency of a being, and the problem of determinism is a problem regarding explanations of events or acts in terms of the totality of their antecedent causal conditions. As Vaz Ferreira sees it, failing to keep these problems apart gives rise to merely apparent but unreal puzzles pertaining to the nature (...) of freedom and its relation to determinism. In this article, I present my interpretation of Vaz Ferreira’s distinctive ideas regarding the nature of freedom and its relation to casual determinism. (shrink)

Despite the growing interest and supporting evidence for person-centered care, there is still a fundamental disagreement about what makes healthcare person-centered. In this article, we define PCC as operating with three fundamental conditions: personal, participatory and holistic. To further understand these concepts, we develop a framework based on the theory of affordances, which we apply to the healthcare case of rehabilitation and a concrete experiment on social interactions between persons with cerebral palsy and physio- and occupational therapists. Based on the (...) application of the theory, we argue that in order for healthcare to be considered as PCC, professionals need to adopt a personalistic attitude in their care, defined in terms of mutual affordances: how the professional and the person of care acknowledges each other as a person in an interaction. In opposition, we define the functionalistic attitude in terms of object affordances, those related to a concrete goal. We show that PCC requires a balance of personalistic and functionalistic attitudes, since this contributes to a participatory and holistic conception of, and interaction with, the person of care. (shrink)

This unusual book takes the form of a dialogue between a linguist and another scientist. This unusual book takes the form of a dialogue between a linguist and another scientist. The dialogue takes place over six days, with each day devoted to a particular topic--and the ensuing digressions. The role of the linguist is to present the fundamentals of the minimalist program of contemporary generative grammar. Although the linguist serves essentially as a voice for Noam Chomsky's ideas, he is not (...) intended to be a portrait of Chomsky himself. The other scientist functions as a kind of devil's advocate, making the arguments that linguists tend to face from those in the "harder" sciences. The author does far more than simply present the minimalist program. He conducts a running argument over the status of theoretical linguistics as a natural science. He raises the general issues of how we conceive words, phrases, and transformations, and what these processes tell us about the human mind. He also attempts to reconcile generative grammar with the punctuated equilibrium version of evolutionary theory. In his foreword, Massimo Piatelli-Palmarini says, "The vast number of readers who have been enthralled by Goedel, Escher, Bach may well like also this syntactic companion, a sort of 'Chomsky, Fibonacci, Bach.'". (shrink)

This paper examined the relationship between coaches and youth athletes in China by comparing data collected before and after the lockdown. A total of 221 youth athletes aged 13-19 years in one professional football school completed coach-athlete relationship questionnaires. The rank-sum test was used to verify the differences in the data. The results of the Mann-Whitney U test showed that the mean value of the three dimensions of the coach-athlete relationship (closeness, commitment, and complementarity) increased after the COVID-19 lockdown. The (...) results also showed that athletes of different age categories showed different changes in the coach-athlete relationship after the lockdown, and the changes were not significantly related to the severity of the COVID-19 epidemic. The theoretical and practical implications are discussed. (shrink)

In this paper I will critically assess a very popular interpretation of Heidegger’s early thought, according to which meaning (Bedeutung) is conceived as ontologically dependent on human existence (Dasein). In order to criticize this subjectivist understanding of meaning, I will offer an interpretation of Heidegger’s analysis of signs in Being and Time (§17). This will reveal two main things: first, that the ubiquity of sign-phenomena is founded on the universality of the structure known as reference (Verweisung); second, that Heidegger’s idea (...) of reference offers a non-substantialist understanding of meaning and its relation to the world. (shrink)

In this volume, scientists, historians, and philosophers join to examine computer simulations in scientific practice. One central aim of the volume is to provide a multiperspective view on the topic. Therefore, the text includes philosophical studies on computer simulations, as well as case studies from simulation practice, and historical studies of the evolution of simulations as a research method.

Los escritos de Jürgen Habermas han despertado en España un interés notable y sostenido en el tiempo. Han ejercido una fuerte influencia intelectual no solo en los círculos académicos, sino también en amplios sectores de la esfera pública, algo sorprendente teniendo en cuenta su complejidad y su carácter más bien técnico. En sus textos los lectores españoles han encontrado elementos que sintonizan constructivamente con los cambios acaecidos en su propia sociedad y en el mundo. Como argumento de autoridad o como (...) referencia a rebatir, Habermas se ha hecho habitual en la filosofía y en la teoría social pensada y escrita en español. En este artículo se tratará de presentar los diversos contextos que posibilitaron la acogida de sus ideas, así como los principales actores que con sus trabajos y reflexiones han protagonizado la propagación de su pensamiento. (shrink)

Jorge Portilla argues that authentic philosophical inquiry plays a liberating function. This function is that of bringing more fully to consciousness aspects of identities or ways of being‐in‐the world that have been, up until then, tacit or opaque to the agent herself to facilitate her endorsement, rejection, or modification of these identities. For Portilla, this function facilitates greater self‐mastery by increasing the range of free variations of subjectivity available to the agent, and this increase in self‐mastery itself constitutes a kind (...) of liberation. The main goal of this article is to provide a substantive interpretation of the nature of liberation Portilla thinks is embedded in this central function of authentic philosophical inquiry. I argue that this type of liberation should be understood ultimately in terms of increases in human agency, so I label it “agential liberation.” For Portilla, agential liberation involves two central elements: (i) a type of agential flourishing central to human flourishing, and (ii) an increase in the reach of intentional action that I describe as an expansion in the arena of human agency. (shrink)

En este trabajo ofrezco una interpretación de la concepción heideggeriana del organismo biológico presente en sus cursos de 1929. Para ello, primero enmarcaré la discusión dentro de la interpretación heideggeriana del naturalismo y su manera de entender la relación entre filosofía y ciencia. Luego, analizaré su interpretación de la embriología y la ecología mediante la cual Heidegger esboza aportes originales a la filosofía de la biología, especialmente en torno al problema de la identidad del organismo biológico. Finalmente, mostraré cómo esta (...) interpretación supone una profunda crítica a las concepciones sustancialistas del organismo a favor de una concepción relacional y procesual. (shrink)

El propósito principal de este libro es mostrar hasta qué punto el pensamiento teórico de Habermas está animado por un fuerte aliento práctico, más concretamente práctico-político, con el que concretaría el muy ilustrado propósito de hacer uso público de la razón. De hecho, la intencionalidad práctica de su pensamiento es tan destacada que el conjunto de su obra se entiende mucho mejor si se la concibe, tal como él mismo insiste, como un intento de guiar con una finalidad emancipatoria el (...) camino de la praxis, o, si se prefiere, de orientar racionalmente la acción política en las sociedades contemporáneas. (shrink)

El siguiente trabajo analiza las acciones artísticas ligadas al Colectivo Escena Política que tuvieron lugar en la ciudad de Buenos Aires entre 2013 y 2016. Daremos cuenta de tres formas específicas de intervención artístico-política en el espacio público. La primera relacionada con una denuncia de la explotación laboral de los artistas escénicos en la ciudad. La segunda vinculada a prácticas micropolíticas que denominamos activismo de lo sensible. Y la tercera, relacionada con la lucha llevada adelante por la Asamblea Lopérfido Renunciá (...) Ya, en conjunto con organismos de derechos humanos. En última instancia, el artículo propone que la eficacia política del activismo artístico depende de su articulación sincrónica con las diversas luchas que atraviesan el entramado social. (shrink)

There is considerable evidence that the experience of justice is associated with perceived legitimacy of authority, but there has been no research about this association when considering past rather than current fairness. Based on the fairness heuristic theory, we tested the hypothesis that interpersonal justice trajectories positively affect perceived legitimacy of the authority; we also tested whether social class moderated this effect. Community residents rated the authority's fairness on 16 consecutive weeks and rated perceived legitimacy on the 16th week. The (...) results of latent growth modeling showed that the trajectory of interpersonal justice scores leading up to the final week significantly predicted perceived legitimacy, regardless of the current experience of interpersonal fairness. Tests of moderation showed that the legitimacy perceptions of individuals of lower subjective social class were significantly affected by interpersonal justice trajectories, whereas this was not the case among individuals of higher subjective social class. The results are discussed in terms of their implications for research on perceived legitimacy and justice, as well as their implications for understanding social class. (shrink)

While the term ‘nihilism’ has become increasingly widespread throughout the past two centuries, not only in academic discourses but in popular culture more widely, there is a surprising lack of con...

[EN] In this article we argue for a world in which open borders are the rule and not the exception. This argument is based on the general recognition of ius migrandi as a basic right of persons. An open-border immigration policy is preferable—at least from a normative standpoint—to the typical policies designed to control or block borders through the simplistic mode of constructing walls. On the basis of a global conception of distributive justice as suggested by cosmopolitan egalitarians, we claim (...) that open-door policies—or, failing in that, the implementation of a system of economic compensation for poor countries—provide powerful means to respond to the enormous inequalities that exist between countries and represent an appropriate way to order current migratory flows. [ES] En este artículo se arguye a favor de un mundo en donde las fronteras abiertas sean la regla y no la excepción. Para ello, se presentan dos tipos de argumentos. El primero se basa en el reconocimiento general del ius migrandi como un derecho fundamental de las personas. Además de un modo idóneo de ordenar los actuales flujos migratorios, una política migratoria de fronteras abiertas es preferible, al menos desde un punto de vista normativo, a las habituales políticas diseñadas para controlar o bloquear las fronteras mediante la construcción de muros. El segundo se asienta sobre una concepción global de la justicia distributiva desarrollada por los igualitaristas cosmopolitas, se sostiene que una política de puertas abiertas –o, en su defecto, un modelo de compensación económica– constituiría un modo de responder a las enormes desigualdades existentes entre los países. (shrink)

E. San Juan Jr. examines Peirce’s discourses on semiotics, ethics, and aesthetics and suggests their analogies with the radical critiques of Marx and other progressive trends.

This dissertation studies modern European philosophy's reflection the historical appearance of the human sciences, under the spell of either positivist ideology or historicism, while also making their scientific character a philosophical issue. The work thus hopes to situate the human sciences in an historical context out of which they become unintelligible: the philosophical reflection that, throughout late modernity, has registered their progressive appearance as disciplines of an uncertain and often questioned degree of scientificity. In this way, it challenges a standard (...) practice of 20th c. philosophy of science---to start with the tradition inherited from logical positivism, as though the genre began ex-nihilo around the time, or with, Popper's Logik der Forschung. ;The historical itinerary reconstructed begins with the antinomy nature/freedom in modern philosophy, particularly as it appears in the Kantian corpus. This is followed by an analysis of the dissolution of system philosophy against the background of the movements that constitute the historical matrix of the human sciences: positivism and historicism. Then the work considers the "return to Kant" in Dilthey and the neo-Kantians, which is a conscious attempt to reenact philosophical theories that may serve as scientific meta-language. Finally, the dissertation traces the reception of this Fragestellung in the phenomenologies of Husserl and Heidegger, particularly in the latter's turn from a destruction of metaphysics to a critique of science and technology. ;At the same time, the historical appearance of the sciences of man is considered together with the crisis of philosophy as epistemology or general theory of knowledge. This is done without disregard to the irreversible character of the epochal differend between science and philosophy, evidenced by the crisis of epistemology as scientific meta-language and the rise of an autonomous self-reflection of sciences that constitutes their own "philosophy of science." Thus the work's conclusion attempts to find the epistemological site of a reflection on man that may go beyond the empirical in the discursive space that opens up between natural science and the retreat of philosophy as theory of knowledge. (shrink)

Citizenship as status implies the acknowledgment of individual rights as well as social ones. This very acceptance requires the consideration of all citizens as equal despite any personal difference and it represents an aim that is mostly dependent on the mass-media social function. The formal acknowledgment of the citizenship would be scarcely important if identity stereotypes and prejudice-based discrimination occurred during citizen's vital happenings. Today, citizenship must include the communicative dimension as part of the social integration project. Societies are every (...) day more intercultural, and media play an essential role in representing the other. As part of a Grundtvig project on intercultural education, the author conducted an experience with journalistic ethics students of the Communication School at the University of Seville. From this experience, the author reflects on multiculturalism as a necessary tool in the training of future journalists. (shrink)

-- v. 3. Philologica, 2: Commentarii ad Divi Aurelii Augustini De civitate dei. Libri VI-XIII -- v. 4. Philologica, 3: Commentarii ad Divi Aurelii Augustini De civitate dei. Libri XIV-XVII.

The suppression of trade barriers and liberalization of financial flows inherent to the expansive dynamic of globalization have not extended to international flows of workers. To impede the free movement of workers, restrictive migratory policies have been implemented, and borders have been fortified with walls and fences. In the face of this widespread phenomenon, this chapter presents an alternative consisting of three steps. First, it is noted that in the current migratory context, borders play a key role in reproducing inequalities (...) between countries. Next, it is argued that given the incompatibility of this function with global justice, it is necessary to seek some remedy to put an end to the suffering caused by this structural injustice, a suffering that is endured by an immense number of people unlucky enough to have been born on the wrong side of a border. After presenting a conception of borders that, unlike walls, would enable the movements of people, finally, a scenario is proposed in which the rights of political membership would be reassigned in a cosmopolitan manner and in which borders would usually remain open. Although this does not entail a radical suppression of the aforementioned injustice, its implementation would contribute to not only its reduction but also to the compensation of victims. (shrink)

Una imagen muy generalizada a la hora de entender el software de computador es la que lo representa como una “caja negra”: no importa realmente saber qué partes lo componen internamente, sino qué resultados se obtienen de él según ciertos valores de entrada. Al hacer esto, muchos problemas filosóficos son ocultados, negados o simplemente mal entendidos. Este artículo discute tres unidades de análisis del software de computador, esto es, las especificaciones, los algoritmos y los procesos computacionales. El objetivo central es (...) entender las prácticas cientficas e ingenieriles detrás de cada unidad de software, así como analizar su metodología, ontología y epistemología. (shrink)