Technologies that deploy data science methods are liable to result in epistemic harms involving the diminution of individuals with respect to their standing as knowers or their credibility as sources of testimony. Not all harms of this kind are unjust but when they are we ought to try to prevent or correct them. Epistemically unjust harms will typically intersect with other more familiar and well-studied kinds of harm that result from the design, development, and use of data science technologies. However, (...) we argue that epistemic injustices can be distinguished conceptually from more familiar kinds of harm. We argue that epistemic harms are morally relevant even in cases where those who suffer them are unharmed in other ways. Via a series of examples from the criminal justice system, workplace hierarchies, and educational contexts we explain the kinds of epistemic injustice that can result from common uses of data science technologies. (shrink)

What does it mean to trust the results of a computer simulation? This paper argues that trust in simulations should be grounded in empirical evidence, good engineering practice, and established theoretical principles. Without these constraints, computer simulation risks becoming little more than speculation. We argue against two prominent positions in the epistemology of computer simulation and defend a conservative view that emphasizes the difference between the norms governing scientific investigation and those governing ordinary epistemic practices.

We argue that narratives are central to the success of historical reconstruction. Narrative explanation involves tracing causal trajectories across time. The construction of narrative, then, often involves postulating relatively speculative causal connections between comparatively well-established events. But speculation is not always idle or harmful: it also aids in overcoming local underdetermination by forming scaffolds from which new evidence becomes relevant. Moreover, as our understanding of the past’s causal milieus become richer, the constraints on narrative plausibility become increasingly strict: a narrative’s (...) admissibility does not turn on mere logical consistency with background data. Finally, narrative explanation and explanation generated by simple, formal models complement one another. Where models often achieve isolation and precision at the cost of simplification and abstraction, narratives can track complex changes in a trajectory over time at the cost of simplicity and precision. In combination both allow us to understand and explain highly complex historical sequences. (shrink)

In a recent reply to our article, “What is Interpretability?,” Prasetya argues against our position that artificial neural networks are explainable. It is claimed that our indefeasibility thesis—that adding complexity to an explanation of a phenomenon does not make the phenomenon any less explainable—is false. More precisely, Prasetya argues that unificationist explanations are defeasible to increasing complexity, and thus, we may not be able to provide such explanations of highly complex AI models. The reply highlights an important lacuna in our (...) original paper, the omission of the unificationist account of explanation, and affords us the opportunity to respond. Here, we argue that artificial neural networks are explainable in a way that should satisfy unificationists and that interpretability methods present ways in which ML theories can achieve unification. (shrink)

Este artículo es una aproximación crítica e integradora de los procesos de subjetivación política en los trabajos de Antonio Gramsci, Michel Foucault, Raymond Williams y Stuart Hall. Para ello, se explicará, en primer lugar, el giro epistémico realizado por Michel Foucault a finales de 1970 que le conduce a buscar la estética de la existencia tras teorizar la relación de poder y libertad. Posteriormente se analizará qué entienden por subjetivación política estos autores. El análisis de la transformación teórica que lleva (...) a cabo Michel Foucault de la relación entre poder y libertad a partir de obras como El nacimiento de la biopolítica, El uso de los placeres o La hermenéutica del sujeto permitirá precisar el análisis comparativo entre hegemonía, cuidado de sí y contrahegemonía en los autores señalados. Por último, presentaremos la especificidad de la relación entre los trabajos de Gramsci y Foucault con Williams y Hall como mediadores epistemológicos. (shrink)

Historical scientists frequently face incomplete data, and lack direct experimental access to their targets. This has led some philosophers and scientists to be pessimistic about the epistemic potential of the historical sciences. And yet, historical science often produces plausible, sophisticated hypotheses. I explain this capacity to generate knowledge in the face of apparent evidential scarcity by examining recent work on Thylacoleo carnifex, the ‘marsupial lion’. Here, we see two important methodological features. First, historical scientists are methodological omnivores, that is, they (...) construct purpose-built epistemic tools tailored to generate evidence about highly specific targets. This allows them to produce multiple streams of independent evidence and thus maximize their epistemic reach. Second, investigative scaffolding: research proceeds in a piece-meal fashion, information only gaining evidential relevance once certain hypotheses are well supported. I illustrate scaffolding in a discussion of the nature of functional ascription in paleobiology. Frequently, different senses of ‘function’ are not discriminated during paleobiological investigation—something which can mar adaptationist investigations of extant organisms. However, I argue that, due to scaffolding, conflating senses of ‘function’ can be the right thing to do. Coarse-grained functional hypotheses are required before it is clear what evidence could discriminate between more fine-grained ones. I draw on omnivory and scaffolding to argue that pessimists make a bad empirical bet. It is a bad idea to bet against the epistemic fortunes of such opportunistic and resourceful scientists, especially when we have reason to think we will systematically underestimate the amount of evidence ultimately available to them. (shrink)

We address some of the epistemological challenges highlighted by the Critical Data Studies literature by reference to some of the key debates in the philosophy of science concerning computational modeling and simulation. We provide a brief overview of these debates focusing particularly on what Paul Humphreys calls epistemic opacity. We argue that debates in Critical Data Studies and philosophy of science have neglected the problem of error management and error detection. This is an especially important feature of the epistemology of (...) Big Data. In “Error” section we explain the main characteristics of error detection and correction along with the relationship between error and path complexity in software. In this section we provide an overview of conventional statistical methods for error detection and review their limitations when faced with the high degree of conditionality inherent to modern software systems. (shrink)

Bioethics, Volume 36, Issue 2, Page 121-133, February 2022.

Since the early seventeenth century of Bacon, Gallileo and Descartes, the relations between science and religion as well as mind and body have remained volatile fault lines of conflict. The controversies surrounding these relations are as alive and pressing now as at any point over the course of the past four centuries. Adrian Johnston's transcendental materialism offers a new theoretical approach to these issues. Arming himself with resources provided by German idealism, Marxism, psychoanalysis, the life sciences and contemporary philosophical (...) developments, Johnston formulates an account of subjectivity that, although being both materialist and naturalist, does full justice to human beings as irreducible to natural matter alone. At the same time he argues against relapses into idealisms, dualisms and spiritualisms. Adventures in Transcendental Materialism elaborates Johnston's position through critical engagements with some of today's most important thinkers including Slavoj Žižek, Alain Badiou, Catherine Malabou, Jean-Claude Milner, Martin Hägglund, William Connolly, and Jane Bennett"--Back cover. (shrink)

Cognitive archaeologists infer from material remains to the cognitive features of past societies. We characterize cognitive archaeology in terms of trace-based reasoning, which in the case of cognitive archaeology involves inferences drawing upon background theory linking objects from the archaeological record to cognitive features. We analyse such practices, examining work on cognitive evolution, language, and musicality. We argue that the central epistemic challenge for cognitive archaeology is often not a paucity of material remains, but insufficient constraint from cognitive theories. However, (...) we also argue that the success of cognitive archaeology does not necessarily require well-developed cognitive theories: Success might instead lead to them. (shrink)

Many accounts of scientific modeling conceive of models as fictions: scientists interact with models in ways analogous to various aesthetic objects. Fictionalists follow most other accounts of modeling by taking them to be revelatory of the actual world in virtue of bearing some resemblance relation to a target system. While such fictionalist accounts capture crucial aspects of modelling practice, they are ill-suited to some design and engineering contexts. Here, models sometimes serve to underwrite design projects whereby real-world targets are constructed. (...) In such circumstances, it is unclear what the model is supposed to resemble. Further, while fictionalists often require that models qua models have their content in virtue of construal or interpretation, in some engineering and design contexts success-conditions do not require such content—all that is required is that the model generates the required outputs. I take these points to motivate a view which accommodates fictionalism, but is broader. I articulate and defend an account of models as tools: specifically, material objects which are put to particular uses in particular contexts. (shrink)

I develop an account of the relationship between aesthetics and knowledge, focusing on scientific practice. Cognitivists infer from ‘partial sensitivity’—aesthetic appreciation partly depends on doxastic states—to ‘factivity’, the idea that the truth or otherwise of those beliefs makes a difference to aesthetic appreciation. Rejecting factivity, I develop a notion of ‘epistemic engagement’: partaking genuinely in a knowledge-directed process of coming to epistemic judgements, and suggest that this better accommodates the relationship between the aesthetic and the epistemic. Scientific training (and other (...) knowledge-directed activities), I argue, involves ‘attunement’: the co-option of aesthetic judgements towards epistemic ends. Thus, the connection between aesthetic appreciation and knowledge is psychological and contingent. This view has consequences for the warrant of aesthetic judgement in science, namely, the locus of justification is those processes of attunement, not the aesthetic judgements themselves. (shrink)

Many accounts of scientific modeling conceive of models as fictions: scientists interact with models in ways analogous to various aesthetic objects. Fictionalists follow most other accounts of modeling by taking them to be revelatory of the actual world in virtue of bearing some resemblance relation to a target system. While such fictionalist accounts capture crucial aspects of modelling practice, they are ill-suited to some design and engineering contexts. Here, models sometimes serve to underwrite design projects whereby real-world targets are constructed. (...) In such circumstances, it is unclear what the model is supposed to resemble. Further, while fictionalists often require that models qua models have their content in virtue of construal or interpretation, in some engineering and design contexts success-conditions do not require such content—all that is required is that the model generates the required outputs. I take these points to motivate a view which accommodates fictionalism, but is broader. I articulate and defend an account of models as tools: specifically, material objects which are put to particular uses in particular contexts. (shrink)

Pluralism about scientific method is more-or-less accepted, but the consequences have yet to be drawn out. Scientists adopt different methods in response to different epistemic situations: depending on the system they are interested in, the resources at their disposal, and so forth. If it is right that different methods are appropriate in different situations, then mismatches between methods and situations are possible. This is most likely to occur due to method bias: when we prefer a particular kind of method, despite (...) that method clashing with evidential context or our aims. To explore these ideas, we sketch a kind of method pluralism which turns on two properties of evidence, before using agent-based models to examine the relationship between methods, epistemic situations, and bias. Based on our results, we suggest that although method bias can undermine the efficiency of a scientific community, it can also be productive through preserving a diversity of evidence. We consider circumstances where method bias could be particularly egregious, and those where it is a potential virtue, and argue that consideration of method bias reveals that community standards deserve a central place in the epistemology of science. (shrink)

My modest aim in this paper is to prove certain relations between some type of hyper-intensional operators, namely context shifting operators, and compositionality in natural languages. Various authors (e.g. von Fintel & Matthewson 2008; Stalnaker 2014) have argued that context-shifting operators are incompatible with compositionality. In fact, some of them understand Kaplan’s (1989) famous ban on context-shifting operators as a constraint on compositionality. Others, (e.g. Rabern 2013) take contextshifting operators to be compatible with compositionality but, unfortunately, do not provide a (...) proof, or an argument in favor of their position. The aim of this paper is to do precisely that. Additionally, I provide a new proof that compositionality for propositional content (intension) is a proper generalization of compositionality for character (hyper-intensions). (shrink)

Biologists often study living systems in light of their having evolved, of their being the products of various processes of heredity, adaptation, ancestry, and so on. In their investigations, then, biologists think comparatively: they situate lineages into models of those evolutionary processes, comparing their targets with ancestral relatives and with analogous evolutionary outcomes. This element characterizes this mode of investigation - 'comparative thinking' - and puts it to work in understanding why biological science takes the shape it does. Importantly, comparative (...) thinking is local: what we can do with knowledge of a lineage is limited by the evolutionary processes into which it fits. In light of this analysis, the Element examines the experimental study of animal cognition, and macroevolutionary investigation of the 'shape of life', demonstrating the importance of comparative thinking in understanding both the power and limitations of biological knowledge. (shrink)

Building on literature in political CSR and corporate political activity (CPA) as well as responsible innovation and responsible lobbying, we introduce a framework to assess the legitimacy status of corporate political activity. We focus on the fact that companies frequently face sharp regulatory backlash after penetrating markets with their innovations. In response to regulatory backlash, big tech companies often employ an arsenal of corporate political activities to (re-)shape national and local regulatory environments, which raises the important questions about the legitimacy (...) of CPA tactics that we address. To develop and apply this framework, we briefly survey and then assess Uber’s corporate political activities in its 2015 New York City political campaign. (shrink)

. Philosophers and scientists often cite ontic factors when explaining the methods and success of scientific inquiry. That is, the adoption of a method or approach is explained in reference to the kind of system in which the scientist is interested: these are explanations of why scientists do what they do, that appeal to properties of their target systems. We present a framework for understanding such “Opticks to his Principia. Newton’s optical work is largely experiment-driven, while the Principia is primarily (...) mathematical, so usually, each work is taken to exemplify a different kind of science. However, Newton himself often presented them in terms of a largely consistent method. We use our framework to articulate an original and plausible position: that the differences between the Opticks and the Principia are due to the kinds of systems targeted. That is, we provide an ontic-driven explanation of methodological differences. We suspect that ontic factors should have a more prominent role in historical explanations of scientific method and development. (shrink)

Debate about the epistemic prowess of historical science has focused on local underdetermination problems generated by a lack of historical data; the prevalence of information loss over geological time, and the capacities of scientists to mitigate it. Drawing on Leonelli’s recent distinction between ‘phenomena-time’ and ‘data-time’ I argue that factors like data generation, curation and management significantly complexifies and undermines this: underdetermination is a bad way of framing the challenges historical scientists face. In doing so, I identify circumstances of epistemic (...) scarcity where underdetermination problems are particularly salient, and discuss cases where legacy data—data generated using differing technologies and systems of practice—are drawn upon to overcome underdetermination. This suggests that one source of overcoming underdetermination is our knowledge of science’s past. Further, data-time makes agnostic positions about the epistemic fortunes of scientists working under epistemic scarcity more plausible. But agnosticism seems to leave philosophers without much normative grip. So, I sketch an alternative approach: focusing on the strategies scientists adopt to maximize their epistemic power in light of the resources available to them. (shrink)

The rapid expansion of computational tools and of data science methods in healthcare has, undoubtedly, raised a whole new set of bioethical challenges. As Laacke and colleagues rightly note,...

Both paleobiology and investigations of ‘major evolutionary transitions’ are intimately concerned with the macroevolutionary shape of life. It is surprising, then, how little studies of major transitions are informed by paleontological perspectives and. I argue that this disconnect is partially justified because paleobiological investigation is typically ‘phenomena-led’, while investigations of major transitions are ‘theory-led’. The distinction turns on evidential relevance: in the former case, evidence is relevant in virtue of its relationship to some phenomena or hypotheses concerning those phenomena; in (...) the latter, evidence is relevant in virtue of providing insights into, or tests of, an abstract body of theory. Because paleobiological data is by-and-large irrelevant to the theory which underwrites the traditional conception of major transitions, it is of limited use to that research program. I suggest that although the traditional conception of major transitions is neither ad-hoc or problematically incomplete, its promise of providing unificatory explanations of the transitions is unlikely to be kept. Further, examining paleobiological investigations of mass extinctions and organogenesis, I further argue that whether or not transitions in paleobiology count as ‘major’ turns on how we conceive of major transitions ; although major transitions potentially have a unified theoretical basis, recent developments suggest that investigations are becoming increasingly phenomena-led; adopting phenomena-led investigations maximizes the evidence available to paleobiologists. (shrink)

For among most contemporaries, the concept of Eros seems to have nothing to do with Christianity. Sifting through the psychoanalysis of sexual fantasy, theologically it says nothing. Our study gives reasons showing that for theologians since the dawn of the Christian era, Eros-love plays a fundamental role.. The connotations of this concept, however, are different from those of today, when its sensory meaning is more restricted to sexuality. Greek theologians of the first centuries after Christ, taught the concept of Plato (...) enshrined as a unifying enthusiasm, the attraction of inferior to superior states, as “hungry and thirsty” for something continuously higher, developing, and enriching the connotation. The work of Dionysius Areopagite, the Idea of Good, leads us step by step up the ascent of the erotically chaste, and is identified with the One-God, who is the very source of love. Consequently, Eros-love originates from God, Eros- love being not only an ascending but firstly a descending love, which calls for a reciprocal communion. (shrink)

The interreligious dialogue has a very important place in all the meeting agendas from all over the world, regardless the topic addressed. Having a concrete dynamic, this kind of theological problematic follows the general spiritual movement of communities and their unresolved necessities. Although the interreligious dialogue has an old history, it developed today on the basis of actual issues of violence and disagreements between peoples. Therefore, because religion has an essential place in the life of human communities from all over (...) the world, the dialogue with people of other faiths and ideologies must be necessarily promoted. In this context, the Orthodox Church representatives participated at many meetings in the purpose to promote and sustain the interreligious dialogue, bringing in actuality their bi-millenaries theological experience, based on the Holy Scripture and Holy Tradition. From the orthodox point of view, the liberty is the greatest gift which God has given to man and also a free world cannot exist without love between people. This love has its fundament and purpose in the Holy Trinity. (shrink)

Here’s something I’m willing to claim we know: Homo sapiens, in particular the Polynesian settlers who first arrived in Aotearoa around the twelfth century, take the lion’s share of causal blame for the extinction of a lineage of enormous flightless birds: the moa. Stretching to three metres at their tallest, moa were a distinctive and remarkable feature of Aotearoa’s primeval forests, playing the main browser and grazer role in this unique bird-based ecosystem. Once humans turned up forests were burned, moa (...) were stalked, and human-0introduced arrivals such as kiore had dramatic ecological repercussions. Within a few centuries, the moa were gone. (shrink)

A key moment in the development of Deleuze’s Difference and Repetition is signaled by the introduction, during the discussion of the asymmetric synthesis of the sensible, of the concepts of spatium and intensive quantities. The description of the characteristics of this field of individuation and the type of entities that inhabit it is necessary for thinking the relationship between the differential elements that compose ideas and the state of affairs in which they become incarnated. In other words, in order to (...) define the passage between the virtual and the actual, it is necessary to make use of a “non-divisible transcendental principle” that works as a stage in which certain agents—the spatio-temporal dynamisms—play the role of the genetic principle behind extended reality and its quantitative and qualitative determinations. This dynamic process is what Deleuze calls “the method of dramatisation”. However, even if this reference to theater is crucial in the book’s conceptual economy, it is particularly obscure and elliptical. The aim of this article is to clarify the sense of this reference and the reach of the link between individuation and theater. To achieve this purpose, we will examine closely the use that Deleuze makes of some of Friedrich Hölderlin’s poetological categories in his description of the third passive synthesis of time. (shrink)

This study is an analysis of the relationship between homo religiosus and the Christian man, as it emerges from Mircea Eliade’s work. His ideas concerning the dialectics sacred-profane are related to homo religiosus, the man of the traditional societies. According to Eliade’s vision, one can use the term homo religiosus only within the context of his universe. Many mythical themes are present in the modern world, but it is difficult to identify them, going through the process of desacralization. The “mythical” (...) elements became Christian from the very beginnings and they are still significant for Christianity which characterizes itself by rendering value to history. The issue that Eliade analyses is whether Christianity can develop the sacred horizon of the archaic societies. As a conclusion of this research, one cannot say that there is a separation of homo religious from Christian man. The reader’s impression is that the scientist refers to Christianity as having lost the real meaning, as it was discovered in its early beginnings. Although the modern man still keeps the Christian elements, is far from what represented the Christian man from his early centuries. However, there are many common points of homo religiosus with the archaic societies. The critics treat the issue from some perspectives which are different from the ideas of the scientist from Chicago: either as being based on the protestant theology of “God’s Death” as the cases of Kenneth Hamilton and J. J. Altizer, either from partial position, the accusations not having a real basis. Dubuisson’s case is this way. This work was meant to be a step of an approach that attempts to discover correspondence between the scientist’s ideas and Christianity. (shrink)

Conventional accounts of epistemic opacity, particularly those that stem from the definitive work of Paul Humphreys, typically point to limitations on the part of epistemic agents to account for the distinct ways in which systems, such as computational methods and devices, are opaque. They point, for example, to the lack of technical skill on the part of an agent, the failure to meet standards of best practice, or even the nature of an agent as reasons why epistemically relevant elements of (...) a process may be inaccessible. In this paper I argue that there are certain instances of epistemic opacity— particularly in computational methods such a computer simulations and machine learning processes—that do not arise from, are not responsive to, and are therefore not explained by the epistemic limitations of an agent. I call these instances agent-neutral and agent-independent instances of epistemic opacity respectively. As a result, I also argue that conventional accounts of epistemic opacity offer a limited understanding of the full spectrum of kinds and sources of epistemic opacity, particularly of the kind found in computational methods. In particular, as I will show below, the limitations of these accounts are reflected in the way they fail to provide satisfactory explanations when faced with certain instances of opacity. (shrink)

Consideration of evidence and data in historical science is dominated by textual metaphor: we reconstruct the past on the basis of various incomplete records. I suggest that although textual metaphors are often apt, they also lead philosophers and scientists to think about historical evidence in particular ways, and that other perspectives might be fruitful. Towards this, I explore the notion of natural historical evidence being thought of as ‘ruins’. This has several potential benefits. First, the architectural aspect of the metaphor (...) emphasizes the contingency of historical subjects and the coherency of design-based reconstruction. Second, historical data, like ruins, are co-constructed, involving intimate interaction with materials. (shrink)

Between Mircea Eliade and Rudolf Otto many connections can be made concerning the idea of sacred. Even though, the scientist of Romanian origin perceives the sacred reality differently from the German theologian. If the latter puts an emphasis on the irrational side of the divine, the former argues that the sacred has to be perceived twofold: as irrational and rational in the same time, the concept of coincidentia oppositorum best embodying the sacred reality. The sacred’s materializations are the hierophanies, the (...) history of religion being nothing else than a sum of hierophanies. Finally, for Eliade, the ascred is connected to the life of homo religiosus. (shrink)

Nowadays, in the context of the growing migration of the Muslim population in Europe, caused by the wars in Syria and other areas, the question is increasingly being asked whether there is a danger of „Islamization of Europe” following the „clash of civilizations”. The last formula is not new. It created a real dispute in the past. But the discussions must also take into account other questions that are currently being asked: is there still a Christian Europe? Is it possible (...) to speak of an intrinsic conflict between Christianity and Islam, which erupts at certain periods of time? In this study we will focus on the topic of „clash of civilizations”, the impact that this formula had in the world at the end of the twentieth century and the connotations it has for our times. The topic of research starts from the realities that no one can dispute, globally emphasizing the problems that affect people: conflicts in various territories, difficult economic situations in certain regions of the world, reaching financial crises and important social changes, in which the majority populations have to live with minorities that, most of the time, they do not know and do not accept. (shrink)