‘Scientific integrity’ certainly requires that data and references be beyond reproach. However, issues within the theory of scientific explanation suggest that there may be more to it than just this. While it is true that some contemporary, pragmatic analyses of explanation suffer from the ‘problem of relevance’, it does not seem to be true that the addition of formal, metaphysical constraints is necessary to solve this problem. I argue that, when viewed as requests for help with an epistemic (...) problem, explanation -seeking questions reveal the existence of a set of moral criteria centered in trust which, when satisfied, prevent trivial or irrelevant explanations from being offered, thereby broadening the concept of ‘scientific integrity’. (shrink)

It is observed that in ordinary everyday causal explanations often just one causal factor is mentioned. One causal factor carries the explanatory burden, even if there are several causal factors that are responsible for the event to be explained. This paper deals with the question of how to account for this explanatory selection. I argue for a pragmatic stance towards explanation, that we must attend to the question–answer situation as a whole and the context of the explanation. The (...) context of an explanation includes the inquirer's and the explainer's beliefs and presuppositions relevant for the explanation-seeking question, and these are encoded in a reference class. Furthermore I argue that the explanation-giving answer contains an implicit counterfactual claim, the explanation-giving counterfactual. The solution to the problem of explanatory selection is to be found in the presuppositions encoded by the reference class and the eg-counterfactual. In short we select as explanatory that factor which, together with the presupposition encoded in the reference class we believe will make the eg-counterfactual true. (shrink)

There are two different, and somewhat competing, strategic explanations for why firms certify for ISO 14001. On the one hand, firms may seek to reinforce their present strategies thereby further enhancing their competitive advantage. On the other hand, firms may use ISO 14001 as a mechanism to reorient their strategies, so that a clear signal is sent about the firm's change in strategic positioning. This paper aims to identify the most likely explanation for early adopters of ISO 14001. Using (...) a matched pair design, we test these alternative explanations on a sample of US firms that certified for ISO 14001 in the first two years after its introduction. In particular, we tested whether ISO 14001 was used to reinforce or reorient firm strategies in respect to the natural environment, corporate social responsibility, quality, and internationalization. We found that firms that certified early for ISO 14001 had considerable environmental legitimacy and a strong international presence. We also found that the firm's commitment to corporate social responsibility and quality were not significantly different between certified and non-certified firms. These findings suggest that early adopters of ISO 14001 leaned towards reinforcing rather than reorienting their firm strategy, which calls into question the ultimate reach of ISO 14001. (shrink)

This article reveals that explanatory practice in software engineering is in accordance with pragmatic explanatory pluralism, which states that explanations should at least partially be evaluated by their practical use. More specifically, I offer a defense of the idea that several explanation-types are legitimate in software engineering, and that the appropriateness of an explanation-type depends on (a) the engineer’s interests, and (b) the format of the explanation-seeking question he asks, with this format depending on his interests. (...) This idea is defended by considering examples that are representative for explanatory practice in software engineering. Different kinds of technological explanation are spelled out, and the dependence of their appropriateness on interests and question-formats is extensively illustrated. (shrink)

This article reveals that explanatory practice in software engineering is in accordance with pragmatic explanatory pluralism, which states that explanations should at least partially be evaluated by their practical use. More specifically, I offer a defense of the idea that several explanation-types are legitimate in software engineering, and that the appropriateness of an explanation-type depends on (a) the engineer’s interests, and (b) the format of the explanation-seeking question he asks, with this format depending on his interests. (...) This idea is defended by considering examples that are representative for explanatory practice in software engineering. Different kinds of technological explanation are spelled out, and the dependence of their appropriateness on interests and question-formats is extensively illustrated. (shrink)

In this article I shall aim at showing that there exists beneath the surface of many why-questions about human behaviour a nest of deterministic assumptions which can preclude their ever being truly answered. A symptom of the presence of these underlying assumptions can be observed in an explanation-seeking dialogue in which the questioner persistently tries to discover ‘why’ a certain human behaviour occurred. He repeats his why-question until he gets the type of answer he wants, but in (...) the process he effectively reasons in a circle. If the repeated questioning with its implied circular reasoning becomes chronic, then the questioner will beg the question with regards to the answer he desires and consequently run the risk of missing the truth. (shrink)

Instances of explanatory reduction are often advocated on metaphysical grounds; given that the only real things in the world are subatomic particles and their interaction, we have to try to explain everything in terms of the laws of physics. In this paper, we show that explanatory reduction cannot be defended on metaphysical grounds. Nevertheless, indispensability arguments for reductive explanations can be developed, taking into account actual scientific practice and the role of epistemic interests. Reductive explanations might be indispensable to address (...) some epistemic interest answering a specific explanation-seeking question in the most accurate, adequate and efficient way. Just like explanatory pluralists often advocate the indispensability of higher levels of explanation pointing at the pragmatic value of the explanatory information obtained on these higher levels, we argue that explanatory reduction—traditionally understood as the contender of pluralism—can be defended in a similar way. The pragmatic value reductionist, lower level explanations might have in the biomedical sciences and the social sciences is illustrated by some case studies. (shrink)

Instances of explanatory reduction are often advocated on metaphysical grounds; given that the only real things in the world are subatomic particles and their interaction, we have to try to explain everything in terms of the laws of physics. In this paper, we show that explanatory reduction cannot be defended on metaphysical grounds. Nevertheless, indispensability arguments for reductive explanations can be developed, taking into account actual scientific practice and the role of epistemic interests. Reductive explanations might be indispensable to address (...) some epistemic interest answering a specific explanation-seeking question in the most accurate, adequate and efficient way. Just like explanatory pluralists often advocate the indispensability of higher levels of explanation pointing at the pragmatic value of the explanatory information obtained on these higher levels, we argue that explanatory reduction—traditionally understood as the contender of pluralism—can be defended in a similar way. The pragmatic value reductionist, lower level explanations might have in the biomedical sciences and the social sciences is illustrated by some case studies. (shrink)

Biology and history are often viewed as closely related disciplines, with biology informed by history, especially in its task of charting our evolutionary past. Maximizing the opportunities for cross-fertilization in these two fields requires an accurate reckoning of their commonalities and differences-precisely what this volume sets out to achieve. Specially commissioned essays by a team of recognized international researchers cover the full panoply of topics in these fields and include notable contributions on the correlativity of evolutionary and historical explanations, applying (...) to history the latest causal-mechanical approach in the philosophy of biology, and the question of generalized laws that might pertain across the two subjects. The collection opens with a vital interrogation of general issues on explanation that apart from potentially fruitful areas of interaction (could the etiology of the causal-mechanical perspective in biology account for the historical trajectory of the Roman Empire?) this volume also seeks to chart relative certainties distinguishing explanations in biology and history. It also assesses techniques such as the use of probabilities in biological reconstruction, deployed to overcome the inevitable gaps in physical evidence on early evolution. Methodologies such as causal graphs and semantic explanation receive in-depth analysis. Contributions from a host of prominent and widely read philosophers ensure that this new volume has the stature of a major addition to the literature. (shrink)

It is not a particularly hard thing to want or seek explanations. In fact, explanations seem to be a large and natural part of our cognitive lives. Children ask why and how questions very early in development and seem genuinely to want some sort of answer, despite our often being poorly equipped to provide them at the appropriate level of sophistication and detail. We seek and receive explanations in every sphere of our adult lives, whether it be to understand (...) why a friendship has foundered, why a car will not start, or why ice expands when it freezes. Moreover, correctly or incorrectly, most of the time we think we know when we have or have not received a good explanation. There is a sense both that a given, successful explanation satisfies a cognitive need, and that a questionable or dubious explanation does not. There are also compelling intuitions about what make good explanations in terms of their form, that is, a sense of when they are structured correctly. (shrink)

In a seminar with the title “Deduction and Induction in the Sciences”, it is intriguing to ask the following questions: Is there a third type of inference besides deduction and induction? Does this third type of inference play a significant role within scientific inquiry? A positive answer to both of these questions was advocated by Charles S. Peirce throughout his career, even though his opinions changed in important ways during the fifty years between 1865 and 1914. Peirce called (...) the third kind of inference “hypothesis”, “abduction”, or “retroduction”.1 In this paper, I shall follow Peirce’s steps in discussing abduction by analyzing its logical form , its role in science , and the grounds of its validity . We shall see that Peirce’s discussion is more insightful than many recent attempts to analyze abductive inference. Still, recently some progress has been made in the treatment of abduction within the Bayesian theory of epistemic probability and truth-approximation . The results of this work support the view of scientific realism: abduction or inference to the best explanation , combined with empirical and experimental testing of scientific theories, is the best method of seeking informative truths in science. (shrink)

The Special Composition Question may be formulated as follows: for any xs whatsoever, what are the metaphysically necessary and jointly sufficient conditions in virtue of which there is a y such that those xs compose y? But what is the scope of the sought after explanation? Should an answer merely explain compositional facts, or should it explain certain ontological facts as well? On one natural reading, the question seeks an explanation of both the compositional facts and the ontological; (...) the question seeks to explain how composite objects exist; how there is a y such that the xs compose y. But it turns out that some answers to the Special Composition Question presuppose those ontological facts rather than explain those ontological facts. In this paper, I will indicate what I take to be the different explanatory demands met by the representative answers. I will argue that the wide scope explanatory demands can’t be satisfied. I will also show that this result has bearing on the current debate about composition. (shrink)

Pérez Carballo adopts an epistemic utility theory picture of epistemic norms where epistemic utility functions measure the value of degrees of belief, and rationality consists in maximizing expected epistemic utility. Within this framework he seeks to show that we can make sense of the intuitive idea that some true beliefs—say true beliefs about botany—are more valuable than other true beliefs—say true beliefs about the precise number of plants in North Dakota. To do so, however, Pérez Carballo argues that we must (...) think of the value of epistemic states as consisting in more than simply accuracy. This sheds light on which questions it is most epistemically valuable to pursue. (shrink)

Classic studies of explanation, such as those of Hempel and Bromberger, took it for granted that an explanation-seeking question of the form "Why P?" should be understood as asking about the proposition P. This view has been recently challenged by Bas van Fraassen and Alan Garfinkel. They acknowledge that some questions have the surface form "Why P?", but they hold that a correct reading for why-questions should take the form "Why P (rather than Q)?", where (...) Q is a contrasting alternative. This contrast theory is discussed here. It is argued that, properly understood, the contrast theory and the propositional approach can and should give equivalent readings to why-questions. (shrink)

A well-established narrative in the history of science has it that the years around 1800 saw the end of a purely descriptive, classificatory and static natural history. The emergence of a temporal understanding of nature and the new developmental-history approach, it is thought, permitted the formation of modern biology. This paper questions that historical narrative by closely analysing the concepts of development, history and time set out in Karl Ernst von Baer’s study of the mammalian egg (1827). I show (...) that Baer’s research on embryogenesis aimed not simply to explain temporal changes, but to inscribe the formation of new individual organisms into a continuous, unending organic process. I confront Baer’s views with other explanations of embryogenesis arising in the 1820s and 1830s, especially those of Jean-Baptiste Dumas and Jean-Louis Prévost and of Theodor Schwann. By highlighting divergences between these scientists, especially as to their view of the role of gender differences in reproduction, I argue that biology evolved not from a homogeneous concept of developmental history but out of various, even opposing, views and research programmes. Thus, the birth of biology did not imply the end of all natural history’s thought models. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Seeking the Sources of a Theologian:In Memory of Fr. Roch Kereszty, O.Cist. (1933–2022)Joseph Van House O.Cist.Fr. Roch Kereszty long enjoyed thinking about how, and how much, we can discover the truth about Jesus of Nazareth through historical research into his earthly life. Fr. Roch also often enjoyed indicating that at least part of the answer is that research about a human being can never be content with descriptions (...) of any number of empirical facts or ideas from that person's life. The true goal of one who writes or reads about the life of another is insight into the meaning of that person's life. Such insight is possible some extent while the person's life is ongoing, but it calls for a more decisive kind of assessment after the person's death. The meaning of a life also cannot truly reveal itself when viewed through the lens of an inadequate philosophy or theology. Indeed, Fr. Roch tended to think that philosophy itself is adequate to show that any quest to understand another human being cries out to be structured by love, or at least some form of empathy: I can truly understand another only in my proportion to my ability to discover communion or affinity with that person, to find in him or her another self who is in some deep way similar to my own self.1 [End Page 781] Although Fr. Roch elaborated such ideas to guide historians seeking to write a "biography" of Jesus, and although they make great demands of many kinds, it nevertheless seems fitting to consider them when beginning to memorialize Fr. Roch himself.Last December, God granted Fr. Roch the gift of a passage from this life that was surrounded by the love of many people who had known him on earth. Among them were many who had known him through his theological writings and had found them to offer a special combination of intellectual vigor and personal relevance. It is a blessing now to be able to offer a short memorial for the benefit of his sympathetic readers of the past and the future. Attempting to explain the golden thread that unites his many books and articles seems unreasonable; the writings themselves remain their own best explanation. Such an approach could also perhaps suggest that we are most loved in our productivity rather than in the ways we are dependent on God and others. For both of these reasons, one good way to serve love and communion with a theologian of interest would be to portray him in some of the ways that he himself was loved, fathered forth and shaped, by the One from whom all fatherhood is named. In this essay, then, I offer a simple and very fragmented portrait of the sources of a theologian, the fontes theologi: the different ways that God fathered in Roch Kereszty a theological writer who was a blessing to people who read periodicals such as this one. If I provoke either fresh appreciation of his writings or deeper reflection on the variety and patterns in the ways God leads his children generally (and especially those who are interested in theology), then this act of thanksgiving to God for a good teacher will have been successful.A Reader Raised in RomeIt is suggestive to notice that Fr. Roch was born in central Europe just six years after Joseph Ratzinger, and died seventeen days before him; their lifespans as theologians roughly overlapped and were formed by engagement with many of the same theological movements and crises. This said, moving quickly to the specifics of the person in question, it seems especially natural to attend to the character of Fr. Roch's formal theological education. This education took place in Rome, in the company of a handful of fellow bright young refugee Hungarian Cistercians, from 1957 to 1962 (during which time he also made his solemn vows and was ordained). In those days leading up to the Second Vatican Council, theology in the Roman universities was dominated by an increasingly stale and self-contained Neo-Scholasticism. The Benedictine Athenaeum of Sant'Anselmo, where young Roch and his [End... (shrink)

This paper applies the theoretical criteria laid out by D’Arms et al. to various aspects of evolutionary models of signalling. The question that D’Arms et al. seek to answer can be formulated as follows: Are the models that we use to explain the phenomena in question conceptually adequate? The conceptual adequacy question relates the formal aspects of the model to those aspects of the natural world that the model is supposed to capture. Moreover, this paper extends the analysis of D’Arms (...) et al. by asking the following additional question: Are the models that we use sufficient to explain the phenomena in question? The sufficiency question asks what formal resources are minimally required for the model to get the right results most of the time. (shrink)

The periodic table is one of the best-known systems of classification in science. Because of the information it contains, it raises explanation-seeking questions. Quantum mechanical models of the behaviour of electrons may be seen as providing explanations in response to these questions. In this paper we first address the question ‘Do quantum mechanical models of atoms provide legitimate explanations?’ Because our answer is positive, our next question is ‘Are the explanations provided by quantum mechanical models of (...) atoms mechanistic explanations?’. This question is motivated by the fact that in many scientific disciplines, mechanistic explanations are abundant. Because our answer to the second question is negative, our last question is ‘What kind of explanation do quantum mechanical models of atom provide?’ By addressing these questions, we shed light on the nature of an important type of chemical explanation. (shrink)

Clarification requests, queries posed in response to a “problematic” (misheard, misunderstood, etc.) utterance, are a challenge to mainstream semantic theories because they call into question notions such as “shared content” or “the context.” Given their strong parallelism requirements, elliptical clarification requests introduce in addition significant complexities concerning the need for long-term maintenance of non-semantic information in context. In this paper, we consider a puzzle concerning the emergence of elliptical clarification requests in child English: Data from the Belfast and Manchester corpora (...) from CHILDES demonstrate that reprise fragments, the highest frequency clarification request construction among adults, emerges with significant delay in comparison with reprise sluices, bare wh-phrases used to request clarification. This is a puzzling finding a priori: first, since reprise fragments are by most plausible measures the most readily available clarification request form in that it involves mere repetition of material primed by the previous utterance and children have the ability to repeat parts of the previous utterance from the earliest stages of speech. Moreover, as we show, reprise fragments predominate—in some cases vastly so, over sluicing in the input of fragmentary clarification requests available to the child—and it would, therefore, be difficult to construct an explanation for order of emergence primarily based on frequency of the construction in the children's input. Our account is based on grammatical explication of the difference between the constructions, how constructional difference is represented in a hierarchy of constructions, and in terms of a notion of semantic complexity that suggests reprise sluicing is, in fact, less complex than reprise fragments. (shrink)

The question of what, if anything, Christian theology as theology might contribute to ethical debates about appropriate uses of medical genetics has often been ignored. The answer is complex, and the author argues it is best characterized by an explanation of the analogous aspirations of the two: both have as their goal the perfection of the human being, both assert that the present disposition of the human body is on a fundamental level more often than not other than it (...) ought to be, and both aspire to transform the present state of the body toward a future state in which present imperfections no longer exist. Given these analogous concerns, it would seem that one of the primary moral contributions that Christianity can make to debates about medical genetics is to ask whether and to what extent the Christian vision of embodied human perfection is compatible with the vision of perfection offered by the sciences pertaining to medical genetics. The author pursues a discussion of this analogy and its implications in this essay. (shrink)

This book provides an up to date, high-level exchange on God in a uniquely productive style. Readers witness a contemporary version of a classic debate, as two professional philosophers seek to learn from each other while making their cases for their distinct positions. In their dialogue, Joshua Rasmussen and Felipe Leon examine classical and cutting-edge arguments for and against a theistic explanation of general features of reality. The book also provides original lines of thought based on the authors’ own (...) contributions to the field, and offers a productive and innovative inquiry into on one of the biggest questions people ask: what is the ultimate explanation of things? (shrink)

Millions of pounds are spent on educational research each year in the UK alone. By far the greatest proportion of this expenditure is on research which is thought to have practical relevance to educational problems and the vast majority of this is spent on empirical educational research, that is educational research which examines and seeks explanations for actual or proposed educational practices or the kinds of activities, institutions or policies that prepare young people for life (Pring, 2015, p. 27). Invariably, (...) the aim of such research is not merely to gain understanding of these practices, but to improve or replace them with better ones. This practical aspect of educational research exercises most commentators, although it should not be forgotten that educational research can be carried out in a relatively disinterested manner, out of intellectual curiosity (Hammersley, 2006). There are two related issues to be considered here: 1] is it possible to gain knowledge of how educational practices work?; 2] is it possible to use such knowledge to improve existing practices, replace existing ones with better ones or introduce practices which will improve the overall practice of education? In this book, both these questions will be addressed. If the answer to 1] is negative, then it is futile to address 2]. By implication then the answer to 1] will be positive. The answer to 2] will not be negative, but there are degrees of positivity attached to a positive answer and what those degrees are will be crucial to the ultimate claims of the book. It is no exaggeration to say that in recent decades educational research has undergone a crisis of confidence, particularly but not exclusively within the world of educational policymaking. Dissatisfaction has been expressed both with the quality and the usefulness of such research. Conceptual research on education tends to be regarded with some suspicion as something that is either of little practical value or which undermines existing practices. But empirical research fares little better, with scepticism expressed both about its quality (Tooley and Darby, 1998) and about its applicability (Hillage et al., 1998). More recently there have been moves to tie funding to preferred approaches to empirical research such as intervention studies and randomised control trials (RCTs) and to disseminate in accessible form what the findings of such studies are and how they are relevant to the improvement of educational practice. In the UK alone we see organisations such as the Educational Policy Institute (EPI), the Educational Endowment Foundation (EEF), and the Sutton Trust, not to mention meta-researchers Robert Slavin and John Hattie gaining a significant amount of influence in the propagation of studies of 'what works' in educational practice. One should also mention the rising interest in the deliverances of educational research from within the teaching profession, such as ResearchEd in the UK, which betoken a wish by teachers to become more active. (shrink)

Can an identity be the proper subject of an explanation? A popular stance, albeit not one often argued for, gives a negative answer to this question. Building from a contentious passage from Jaegwon Kim in this direction, we reconstruct an argument to the conclusion that identities, to the extent in which they are necessary, cannot be explained. The notion of contrastive explanation, characterized as difference-seeking, will be crucial for this argument; however, we will eventually find the argument (...) to be unsatisfactory. On the contrary, the discussion provides enough resource to sketch a very simple framework for a non-causal contrastive explanation of identities. Many instances will be provided, with different varieties of explanans, ultimately suggesting that certain entailment or biconditional principles involving identities (first and foremost, so-called two-level identity criteria) may indeed be taken to have an inherent explanatory value. (shrink)

When someone encounters an explanation perceived as weak, this may lead to a feeling of deprivation or tension that can be resolved by engaging in additional learning. This study examined to what extent children respond to weak explanations by seeking additional learning opportunities. Seven‐ to ten‐year‐olds (N = 81) explored questions and explanations (circular or mechanistic) about 12 animals using a novel Android tablet application. After rating the quality of an initial explanation, children could request and (...) receive additional information or return to the main menu to choose a new animal to explore. Consistent with past research, there were both developmental and IQ‐related differences in how children evaluated explanation quality. But across development, children were more likely to request additional information in response to circular explanations than mechanistic explanations. Importantly, children were also more likely to request additional information in direct response to explanations that they themselves had assigned low ratings, regardless of explanation type. In addition, there was significant variability in both children's explanation evaluation and their exploration, suggesting important directions for future research. The findings support the deprivation theory of curiosity and offer implications for education. (shrink)

Some materialists believe that physics is rich enough to bridge Levine's Explanatory Gap1, while others believe that it is not. Here I promote an intermediate position holding that physics is rich enough to explain why this gap seems more intractable than similar inter-theoretic explanatory gaps, without providing a full-blown “physical” explanation of consciousness. At a minimum, such an approach needs to explore the prospects of empirical discoveries that can diminish the power of anti-physicalist arguments like Chalmers's “conceivability argument”2 and (...) Jackson's “knowledge argument.” While this is not an easy task, recent advances in the physics of spacetime and information convince us that these prospects are not poor. The empirical bent of this approach suggests framing it as a naturalist theory of mind seeking to situate or make room for consciousness within our great naturalist system, but the reliance of this approach on recent (re)conceptions of time and information pulls the carpet out from under essential concepts like concreteness and causation, thus demanding a radically reconfigured naturalism, or neo-naturalism. The question that will frame this discussion is, “What could possibly count as an empirical fact that can help naturalize consciousness?”. (shrink)

Recently, we notice an increasing support for mechanism-based social explanations. Earlier pleas for social mechanisms were often closely linked to defenses of methodological individualism. However, more recent contributions by, e.g., Daniel Little and Petri Ylikoski, seem to be loosening that link and develop a more sophisticated account. In this paper, we review the impact of the social mechanisms approach on methodological individualism and draw conclusions regarding the individualism/holism debate, severing the link between the social mechanisms approach and individualism. Four steps (...) will be taken: there are more than two levels of social explanation; levels of explanation are perspectival, neither absolute, nor unique; seeking microfoundations has value, but so has seeking macrofoundations; there are no general preference rules with respect to the level of social explanations. In conclusion, the answer to the title question is that the social mechanisms approach does not strengthen the case for methodological individualism. (shrink)

In a recent article in this journal, Eli Pitcovski puts forward a novel, explanation-based account of harm. We seek to show that Pitcovski’s account, and his arguments in favor of it, can be substantially improved. However, we also argue that, even thus improved, the account faces a dilemma. The dilemma concerns the question of what it takes for an event, E, to explain why a state, P, does not obtain. Does this require that P would have obtained if E (...) had not occurred? Pitcovski’s theory faces problems no matter how one answers that question. (shrink)

Resumen: La contingencia de los fenómenos sociales y políticos ha sido abordada por diversas teorías contemporáneas. El tema circula en la sociología histórica, la teoría de sistemas de Luhmann, el institucionalismo histórico, la historia contrafáctica o el posmarxismo, asociado, entre otras, al carácter disruptivo y abrupto de ciertos procesos históricos, al cruce de series causales inicialmente independientes, a la inconsistencia de todo orden, a la coexistencia de mundos posibles o a la electividad asociada a la agencia. Como parte de esa (...) constelación, y de la mano de un estudio de caso, el sociólogo Charles Kurzman habla de “anti-explicación”. Su propósito no es solo cuestionar, sobre esa base, cualquier afán predictivo de las ciencias sociales, sino la posibilidad misma de analizar causalmente fenómenos contingentes como las revoluciones y los movimientos sociales. El texto busca desarrollar un contraargumento a esta tesis, moviéndose en el doble plano en el que opera Kurzman y mostrando, a la vez, su filiación y resonancia con posturas posmarxistas. Pretendiendo integrar la contingencia en la explicación del tipo de fenómenos mencionados, se recurre para ello a conceptos como causación descendente, catalizadores, bucles complejos y mecanismos causales.: The contingency of social and political phenomena has been addressed by various contemporary theories. The topic circulates in historical sociology, Luhmann's system theory, historical institutionalism, counterfactual history, or post-Marxism, associated, among others, to the disruptive and abrupt character of certain historical processes, the cross points of initially independent causal series, the inconsistency of all order, the coexistence of possible worlds or the electivity associated with the agency. As part of that constellation, and along with a case study, the sociologist Charles Kurzman speaks of the “anti-explanation”. The purpose of such is not just to question, on that basis, any predictive haste of the social sciences, but the very possibility of causally analyzing contingent phenomena such as revolutions and social movements. The text seeks to develop a counterargument to this thesis, moving along the epistemological and historical-social double plane in which Kurzman operates and showing, at the same time, its filiation and resonance with post-Marxist positions. With the purpose of integrating the contingency with the explanation of the type of phenomena mentioned, concepts such as downward causation, catalysts, complex loops, and causal mechanisms are used. (shrink)

While it is commonly accepted that justified beliefs must be strongly supported by evidence and that support comes in degrees, the question of how much evidential support one needs in order to have a justified belief remains. In this paper, I consider how the question about degrees of evidential support connects with recent debates between consequentialist and deontological explanations of epistemic norms. I argue that explaining why strong, but not conclusive, evidential support is required for justification should be one explanandum (...) that such theories seek to explain. Furthermore, I argue that foundational theories that appeal to the promotion of epistemic value (especially consequentialism, but perhaps also some versions of epistemic deontology) are better suited to provide such an explanation. (shrink)

This article seeks to explain the transformation of culture using the mechanism of evolutionary theory. Social biologists have been dealing with this issue for many years now. However, these scholars have not sufficiently allowed for the importance of factors independent of genes. They have primarily thought of culture as nothing more than the expansion of genes, as an increase in the rate of genetic adaptation. Namely, they have focused less on culture itself and more on its natural origins. Even while (...) accepting the dual inheritance model that the structure of biological genes and cultural transmission is different, this article seeksto take a step further. My aim is to show how culture that takes shape on the group level is explainable on the cultural genetic level. Seen from the point of view of culture genetics, the transformation of culture signifies the transformation in the frequency of a cultural gene. At this point, we are thus faced with the following questions: 1) Is it possible to concretize the units of culture genes? 2) What is the fundamental characteristic of a culture gene? and 3) What relationship is there between biological genes and cultural genes? This article will prove that it is indeed possible to concretize the units of culture genes, that the most substantialfundamental characteristic of a cultural gene is, as would be expected, to clone itself, and that cultural genes and biological genes exist within multiple relationships of cooperation, conflict, and reciprocity. Finally, this article will further concretize the dual inheritance model with a careful examination of its two patterns of evolutionary explanation, the reductionist on the one hand, and the non-reductionist on the other. This examination will conclude that, in terms of culture, the non-reductionist model is the most suitable. (shrink)

What kind of thing is a psychiatric disorder? At present, this is the central question in the philosophy of psychiatry. Answers tend toward one of two opposing views: realism, the view that psychiatric disorders are natural kinds, and constructivism, the view that disorders are products of classificatory conventions. The difficulties with each are well rehearsed. One compelling third-way solution, developed by Peter Zachar, holds that disorders are practical kinds. Proponents of this view are left with the difficult task of explaining (...) what makes practical kinds practical. Kendler, Zachar, and Craver have recently developed a new third-way solution, according to which psychiatric disorders are mechanistic property cluster kinds. This account, already influential in the philosophy of psychiatry, holds that the usefulness of psychiatric kinds is explained by the stability of multilevel mechanisms that generate psychiatric symptoms. We argue that this account, like any that purports to address the central question in the philosophy of psychiatry without first attending carefully to the nature of psychiatry and the difference between its constituent scientific and philosophical parts, will ultimately be committed to untenable views about the nature of psychiatric science, the aims and limitations of scientific inquiry and mechanistic explanations, and the role of values in psychiatry. (shrink)

After a thorough examination of the claim that "the underdetermination of theory by evidence forces us to seek sociological explanations of scientists' cognitive choices", Samir Okasha concludes that the only significant problem with this argument is that the thesis of underdetermination is not adequately supported. Against Okasha, I argue (1) that there is a very good reason to question the inference from the underdetermination of a theory to a sociological account of that theory's acceptance, and (2) that Okasha's own objection (...) to the argument is too weak. (shrink)

Oakeshott's tradition-centric account of rational-ity in Rationalism in Politics is usually considered in its capac-ity as a major part of his political philosophy, forming as it does so the constructive part of his critique of 'rationalism'. The present article, in contrast, considers it as a methodologi-cal notion, since it forms too the core of a theory of rational explanation that is at the same time a theory of social expla-nation. In this, Oakeshott argues that the sociologist or politi-cal scientist (...) explains human behaviour by identifying the reasons for her subjects doing what they did, with the right kind of reasons being those that concern not any expressed motivations on the original agents' part, but how they could only have acted relative to a certain 'tradition'. Seeking to both expound and analyse Oakeshott's theory, this article high-lights how it involves a not uncontroversial 'externalist' con-ception of practical reason that, nonetheless, is open to sympathetic reconstruction. Even so, the imperialistic preten-sions of Oakeshott's argument--and in particular, his claim that his tradition-centric conception of rational explanation is fundamentally superior to its more orthodox 'instrumentalist' rival--is found questionable, the sheer variety of his own examples misleading him about his theory's real scope. (shrink)

Among the many functions of models, explanation is central to the functioning and aims of science. However, the discussions surrounding modeling and explanation in philosophy have largely remained separate from each other. This chapter seeks to bridge the gap by focusing on the puzzle of model-based explanation, asking how different philosophical accounts answer the following question: if idealizations and fictions introduce falsehoods into models, how can idealized and fictional models provide true explanations? The chapter provides a selective (...) and critical overview of the available strategies for solving this puzzle, mainly focusing on idealized models and how they explain. (shrink)

To address the tension between demands for more transparent AI systems and the aim to develop and design robots with apparent agency for smooth and intuitive human-robot interaction (HRI), we present in this paper an argument for why explainability in HRI would benefit from being question-centered. First, we review how explainability has been discussed in AI and HRI respectively, to then present the challenge in HRI to accommodate the requirement of transparency while also keeping up the appearance of the robot (...) as a social agent. Based on the conceptualization of questions as information-seeking acts, our proposal for a question-centered approach to explainable HRI (xHRI) implies that to ensure transparency, robots shall provide explanations upon request in the form of questioning. We end this paper by laying out a preliminary taxonomy of xHRI-relevant questions that present the kinds of explanations a robot can or should be able to provide for successful and transparent HRI. (shrink)

A monist theory of explanation is one that seeks a common definition for all speech acts answering why-questions. One recent example is the counterfactual theory of explanation, which assumes that an ideal explanation can be characterized by the familiar Hempelian criteria for a scientific explanation plus a certain counterfactual that is supported by the laws mentioned in the explanans. I show that the CTE fails. My discussion leads to a critique of the CTE’s key concept (...) of counterfactual dependence and to the suggestion of an alternative: For an argument to be a scientific explanation, a certain necessary-condition claim must be true. For an answer to a why-question to be an explanation, it must express a certain necessary condition. (shrink)

The validity and utility of the proximate-ultimate distinction in biology have recently been under debate. Opponents of the distinction argue that it rules out individual-level organismic processes from evolutionary explanations, thereby leading to an unfounded separation between organismic causation and evolutionary causation. Proponents of the proximate-ultimate distinction, on the other hand, argue that it serves an important epistemological role in forming different kinds of explanation-seeking questions in biology. In this paper we offer an interpretation the proximate-ultimate distinction (...) not only as a means of forming explanation-seeking questions, but also as a distinction that can help highlight the way in which individual-level organismic processes can be evolutionary causes. We do this by interpreting the distinction between proximate and ultimate causes as a distinction between structuring and triggering causes. (shrink)

Reviews the book, Explanation and cognition by Frank C. Keil and Robert A. Wilson . The essays in this book address five basic questions about explanation as a large and natural part of our cognitive lives: How do explanatory capacities develop, are there kinds of explanation, do explanations correspond to domains of knowledge, why do we seek explanations and what do they accomplish, and how central are causes to explanation? The volume’s various authors also introduce (...) and explore a number of emerging perspectives on explanation from computer science, linguistics, and anthropology. 2012 APA, all rights reserved). (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Hume's Natural History: Religion and "Explanation" M. JAMIE FERREIRA HUME'S BOLDLYSIMPLESTATEMENTof the genesis of religion--that "the anxious concern for happiness, the dread of future misery, the terror of death, the thirst for revenge, the appetite for food and other necessaries" led humankind to see "the first obscure traces of divinity"--is supported by appeals to what he considers plain common sense.' For example, given that at "the first origin (...) of society" (e4) our ancestors were obviously "ignorant and barbarous" (23), anxiously helpless in the face of threatening natural events--hence, obviously with neither the leisure nor the impulse nor the aptitude for serious reflection--it was obviously passionate fears and hopes, not reason, which motivated their beliefs. Given that the mind obviously "rises from inferior to superior," and that humankind obviouslyhasn't "inhabited palaces before huts and cottages or studied geometry before agriculture" (~4), polytheism obviously antedated monotheism. In the course of detailing his commonsensical account of the origin and development of religion, Hume highlights a wide variety of natural tendencies, principles, and propensities which are operative. Keith Yandell offers a recent reading of one such propensity at work in the origin of religion--namely, what Hume calls the "propensity of human nature, which leads into a system, that gives them some satisfaction" (29)--and Yandell explicitly takes it to be a propensity to an "explanatory" system.2 I want to argue in what follows that any reading of Hume's account of religion which highlights an explanatory motivation can be significantly misleading insofar as it obscures the way in which Hume's account differs markedly from other classical genetic accounts which emphasize explanation. ' The Natural History ofReligion, ed. H. E. Root (Stanford, CA, 1956), 28. Further parenthetical page references in the text will be to this work. His later formulation--"The primary religion of mankind arises chiefly from an anxious fear of future events" (65)--recalls Philo's pithy version, namely, "terror is the primary principle of religion" (Dialoguesconcerning Natural Religion, XII). ~Hume's "Inexplicable Mystery": His Views on Religion (Philadelphia, 199o), 9. Hereafter HIM. [5931 594 JOURNAL OF THE HISTORY OF PHILOSOPHY 33:4 OCTOBER 1995 In his account of the "propensity of human nature, which leads into a system, that gives them some satisfaction," Yandell admits that "no explanation is given of exactly what sort of satisfaction is in question," yet he goes on without a pause to speak of how "people accept different and various explanatory systems"; referring to a natural "propensity to understand," he concludes that "for Hume, we need not accept a religious system of explanation, but most of us in fact do so."s I suggest that Yandell's shift from "system" to "explanatory system," which is unheralded, is of crucial significance because the emphasis on explanation tends to call to a reader's mind just the sort of appeal which Hume decisively rejects. I shall argue that Hume draws our attention to and decisively excludes from his account a concept of explanation which actually does play an important role in other parallel accounts--namely, a concept which focuses on the integrity of a broad picture and an ultimate accounting; Hume points to such a concept in his references to the "frame of the universe," "final causes," and the "first rise of the visible system." Such a role might seem to elaborate Hume's appeal to common sense--after all, isn't the natural response to "unknown causes" to try to understand them, and isn't the attempt to understand them the same as looking for an "ultimate" explanation, however crude it might be at the outset? Although this might seem commonsensical to others (as we shall see), I want to argue that what Hume sees at work in the origin of religion is not a search for such an explanation, even a crude one. Rather, on Hume's view the only curiosity at work is a curiosity about how to cope: the propensity to a system is the propensity to the kind of determinacy which is expedient for control, and the only satisfaction the system provides is one in terms of a coping which is independent of truth-seeking... (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Hume's Natural History: Religion and "Explanation" M. JAMIE FERREIRA HUME'S BOLDLYSIMPLESTATEMENTof the genesis of religion--that "the anxious concern for happiness, the dread of future misery, the terror of death, the thirst for revenge, the appetite for food and other necessaries" led humankind to see "the first obscure traces of divinity"--is supported by appeals to what he considers plain common sense.' For example, given that at "the first origin (...) of society" (e4) our ancestors were obviously "ignorant and barbarous" (23), anxiously helpless in the face of threatening natural events--hence, obviously with neither the leisure nor the impulse nor the aptitude for serious reflection--it was obviously passionate fears and hopes, not reason, which motivated their beliefs. Given that the mind obviously "rises from inferior to superior," and that humankind obviouslyhasn't "inhabited palaces before huts and cottages or studied geometry before agriculture" (~4), polytheism obviously antedated monotheism. In the course of detailing his commonsensical account of the origin and development of religion, Hume highlights a wide variety of natural tendencies, principles, and propensities which are operative. Keith Yandell offers a recent reading of one such propensity at work in the origin of religion--namely, what Hume calls the "propensity of human nature, which leads into a system, that gives them some satisfaction" (29)--and Yandell explicitly takes it to be a propensity to an "explanatory" system.2 I want to argue in what follows that any reading of Hume's account of religion which highlights an explanatory motivation can be significantly misleading insofar as it obscures the way in which Hume's account differs markedly from other classical genetic accounts which emphasize explanation. ' The Natural History ofReligion, ed. H. E. Root (Stanford, CA, 1956), 28. Further parenthetical page references in the text will be to this work. His later formulation--"The primary religion of mankind arises chiefly from an anxious fear of future events" (65)--recalls Philo's pithy version, namely, "terror is the primary principle of religion" (Dialoguesconcerning Natural Religion, XII). ~Hume's "Inexplicable Mystery": His Views on Religion (Philadelphia, 199o), 9. Hereafter HIM. [5931 594 JOURNAL OF THE HISTORY OF PHILOSOPHY 33:4 OCTOBER 1995 In his account of the "propensity of human nature, which leads into a system, that gives them some satisfaction," Yandell admits that "no explanation is given of exactly what sort of satisfaction is in question," yet he goes on without a pause to speak of how "people accept different and various explanatory systems"; referring to a natural "propensity to understand," he concludes that "for Hume, we need not accept a religious system of explanation, but most of us in fact do so."s I suggest that Yandell's shift from "system" to "explanatory system," which is unheralded, is of crucial significance because the emphasis on explanation tends to call to a reader's mind just the sort of appeal which Hume decisively rejects. I shall argue that Hume draws our attention to and decisively excludes from his account a concept of explanation which actually does play an important role in other parallel accounts--namely, a concept which focuses on the integrity of a broad picture and an ultimate accounting; Hume points to such a concept in his references to the "frame of the universe," "final causes," and the "first rise of the visible system." Such a role might seem to elaborate Hume's appeal to common sense--after all, isn't the natural response to "unknown causes" to try to understand them, and isn't the attempt to understand them the same as looking for an "ultimate" explanation, however crude it might be at the outset? Although this might seem commonsensical to others (as we shall see), I want to argue that what Hume sees at work in the origin of religion is not a search for such an explanation, even a crude one. Rather, on Hume's view the only curiosity at work is a curiosity about how to cope: the propensity to a system is the propensity to the kind of determinacy which is expedient for control, and the only satisfaction the system provides is one in terms of a coping which is independent of truth-seeking... (shrink)

A well-worn French proverb pronounces ‘tout comprendre c’est tout pardonner’ (‘to understand all is to forgive all’). Is forgiveness the inevitable consequence of social scientific understanding of the actions and lives of perpetrators of serious wrongdoing? Do social scientific explanations provide excuses or justifications for the perpetrators of the actions that the explanations purport to explain? In this essay, I seek clarification of these intertwined explanatory and moral questions.

ID: 89 / Parallel 4k: 2 Single paper Topics: Philosophy of mind, Philosophy of science Keywords: Cognitive Science, Cognitive Neuroscience, Mechanistic explanations, Reductionism, Normativity, Generality, Emerging School of Philosophers of Science. The role of philosophy in cognitive science: mechanistic explanations, normativity, generality Mohammadreza Haghighi Fard Leiden University, Netherlands, The; [email protected] Introduction -/- Cognitive science, as an interdisciplinary research endeavour, seeks to explain mental activities such as reasoning, remembering, language use, and problem solving, and the explanations it advances commonly involve descriptions (...) of the mechanisms responsible for these activities. Cognitive mechanisms are distinguished from the mechanisms invoked in other domains of biology by involving the processing of information. Many of the philosophical issues discussed in the context of cognitive science involve the nature of information processing. For philosophy of science, a central question is what counts as a scientific explanation. But what is a mechanistic explanation and how does it work, how can philosophy of science use it as a solution for the problem of integration in cognitive science? By answering these questions and merging my answers with discussion of concepts of philosophy, normativity and generality, I will investigate the following claim. -/- I claim that philosophy by using strength concepts such as normativity, generality, and a mechanistic philosophy of explanations, can be a most important contributor to cognitive science. I also investigate how philosophy of science could be (can be) a bridge between psychology and neuroscience. We need a distinction between philosophy of cognitive science and philosophy in cognitive science; I am talking about the latter. -/- This claim is very important for the integration and the future of the interdisciplinary field known as cognitive science. -/- Philosophy as a true cognitive science -/- When the Cognitive Science Society was founded, in the late 1970s, philosophy, neuroscience, and anthropology were playing smaller roles. The three disciplines that formed the core group were artificial intelligence, psychology, and linguistics. The curious thing is that George Miller, a psychologist and an important founder of cognitive sciences in a hexagon diagram that he presented, put philosophy at the top of the diagram and neuroscience at the very bottom. There is enough agreement now that neuroscience is the most important contributor to cognitive science and there are fair connections between philosophy and neuroscience. In that diagram there was almost no connection between philosophy and neuroscience. -/- The developments and rise of cognitive science in the last half-century has been accompanied by considerable amount of philosophical activity. Perhaps no other area within analytic philosophy in the second half of that period has attracted more attention or produced more publications. (Bechtel and Graham, 1998. Rumelhart and Bly 1999. Bechtel, Mandik, Mundale 2001. Thagard, 2007. Bennett and Dennett et al, 2007. Bennett and Hacker, 2008. Andler, 2009. Frankish and Ramsey, 2012.) -/- Many philosophers of science offer conclusions that have a direct bearing on cognitive science and its practitioners can profit from closer engagement with the rest of cognitive science. For example, William Bechtel has discussed three projects, two in naturalistic philosophy of mind and one in naturalistic philosophy of science that have been pursued during the past 30 years, that he contends, can make theoretical and methodological contributions to cognitive science (Bechtel, 2009). Paul Thagard is another example of the mentioned emerging school of philosophers of science that define cognitive science as the interdisciplinary investigation of mind and intelligence (Thagard, 2006). Thagard by presenting some general but important philosophical questions such as, “What is the nature of the explanations and theories developed in cognitive science?”, and by providing answers to these central questions has showed how philosophy of science can help cognitive science by the advantage of its generality. Andrew Brook, however, believes that philosophical approaches have never had a settled place in cognitive science but he is listed in a group of the philosophers of science that they are contributing very closely the cognitive science (Brook, 2009). Daniel Dennett , as well as being a member the mentioned naturalistic philosophers of science, believes that there is much good work for philosophers to do in cognitive science if they adopt the constructive attitude that prevails in science. -/- What are mechanisms? Let us begin abstractly before considering an example. Mechanisms are collections of entities and activities organized together to do something (cf. Machamer, Darden, & Craver, 2000; Craver & Darden, 2001; Bechtel &Richardson, 1993; Glennan, 1996). These explanations are known as ‘mechanistic explanations’. By using and developing these mechanistic explanations of philosophy of science one can draw normative consequences for cognitive science. Paul Thagard (Thagard, 2006 and 2009), William Bechtel (Bechtel, 2008 and 2009), Andrew Brook (Brook, 2008) investigated and promoted using the ‘normativity’ in philosophy to show a better and crucial role for philosophy of science in an interdisciplinary known as cognitive science. Some philosophers have thought that, in order to pursue this normative function, philosophy must distance itself from empirical matters, but there are examples where the investigations of descriptive and normative issues go hand in hand. ( Thagard, 2009). -/- I will investigate how we can reduce a higher-level science such as psychology to neuroscience without the problems of reductionism but via mechanistic explanations. By problem I mean psychology does not lose its autonomy. -/- Conclusion -/- If cognitive science is all about understanding the human mind, or if cognitive science is the interdisciplinary investigation of mind and intelligence, since the whole life of philosophy was involving with the ways of knowing (epistemology) and conceptions of reality (metaphysics), also philosophy has considered the so-called mind-body problem ( identity theory, functionalism, and heuristic identity theory) , then philosophy could be the most deserved discipline to be a most contributor in cognitive science. I tried to discuss this by using the three advantages in philosophy, normativity, and generality and by introducing an emerging school of mechanistic (not mechanical) philosophers. One thing left, as cognitive science is a two-way street, philosophers need also to stop in a station of cognitive science and learn from the most important advances in brain and neuroscience. Key references : Cognitive Science, Cognitive Neuroscience, Mechanistic explanations, Reductionism, Normativity, Generality, Emerging School of Philosophers of Science. (shrink)

This article contributes to ongoing studies in conversation analysis dealing with the way in which epistemic authority is displayed, claimed, contested and negotiated in social interaction. More particularly, it focuses on the articulation between action format, sequential organization, membership categorization and epistemic authority. The article offers an empirical analysis of the way in which knowledge is distributed and recognized in social gatherings, with a special focus on guided visits. Guided visits are a perspicuous setting for this analysis, since it is (...) an activity in which the guide displays knowledge in comments and explanations and the guided seeks for knowledge in questions. However, this distribution of knowledge is regularly challenged. The article offers a systematic study of a collection of sequences initiated by turns beginning with ‘et là’ and locating a new referent in the environment, either in informings or in questions. While the former are frequently produced by the guide, assuming a knowing status, and the latter by the guided, assuming a not knowing, it is possible to observe informings initiated by the guided, who, by so doing, claims a revision of his or her epistemic authority. Likewise, in second position, questions are generally answered by the guide, but can also be answered by another person, claiming alternative epistemic rights. By examining the details of turn and action design in these environments, the article shows how they either reproduce and confirm the current epistemic status of the participants or challenge, negotiate and transform them. The latter case is particularly revealing of the fact that epistemic status and stance are constantly reflexively elaborated by the participants in social interaction. (shrink)

Biomedical engineering technologies such as brain–machine interfaces and neuroprosthetics are advancements which assist human beings in varied ways. There are exciting yet speculative visions of how the neurosciences and bioengineering may influence human nature. However, these could be preparing a possible pathway towards an enhanced and even posthuman future. This article seeks to investigate several ethical themes and wider questions of enhancement, transhumanism and posthumanism. Four themes of interest are: autonomy, identity, futures, and community. Three larger questions can (...) be asked: will everyone be enhanced? Will we be “human” if we are not, one day, transhuman? Should we be enhanced or not? The article proceeds by concentrating on a widespread and sometimes controversial application: the cochlear implant, an auditory prosthesis implanted into Deaf patients. Cochlear implantation and its reception in both the deaf and hearing communities have a distinctive moral discourse, which can offer surprising insights. The paper begins with several points about the enhancement of human beings, transhumanism’s reach beyond the human, and posthuman aspirations. Next it focuses on cochlear implants on two sides. Firstly, a shorter consideration of what technologies may do to humans in a transhumanist world. Secondly, a deeper analysis of cochlear implantation’s unique socio-political movement, its ethical explanations and cultural experiences linked with pediatric cochlear implantation—and how those wary of being thrust towards posthumanism could marshal such ideas by analogy. As transhumanism approaches, the issues and questions merit continuing intense analysis. (shrink)

Computer simulation modeling is an important part of contemporary scientific practice but has not yet received much attention from philosophers. The present project helps to fill this lacuna in the philosophical literature by addressing three questions that arise in the context of computer simulation of Earth's climate. Computer simulation experimentation commonly is viewed as a suspect methodology, in contrast to the trusted mainstay of material experimentation. Are the results of computer simulation experiments somehow deeply problematic in ways that the (...) results of material experiments are not? I argue against categorical skepticism toward the results of computer simulation experiments by revealing important parallels in the epistemologies of material and computer simulation experimentation. It has often been remarked that simple computer simulation models---but not complex ones---contribute substantially to our understanding of the atmosphere and climate system. Is this view of the relative contributions of simple and complex models tenable? I show that both simple and complex climate models can promote scientific understanding and argue that the apparent contribution of simple models depends upon whether a causal or deductive account of scientific understanding is adopted. When two incompatible scientific theories are under consideration, they typically are viewed as competitors, and we seek evidence that refutes at least one of the theories. In the study of climate change, however, logically incompatible computer simulation models are accepted as complementary resources for investigating future climate. How can we make sense of this use of incompatible models? I show that a collection of incompatible climate models persists in part because of difficulties faced in evaluating and comparing climate models. I then discuss the rationale for using these incompatible models together and argue that this climate model pluralism has both competitive and integrative components. (shrink)

Many of the computing systems programmed using Machine Learning are opaque: it is difficult to know why they do what they do or how they work. Explainable Artificial Intelligence aims to develop analytic techniques that render opaque computing systems transparent, but lacks a normative framework with which to evaluate these techniques’ explanatory successes. The aim of the present discussion is to develop such a framework, paying particular attention to different stakeholders’ distinct explanatory requirements. Building on an analysis of “opacity” from (...) philosophy of science, this framework is modeled after accounts of explanation in cognitive science. The framework distinguishes between the explanation-seeking questions that are likely to be asked by different stakeholders, and specifies the general ways in which these questions should be answered so as to allow these stakeholders to perform their roles in the Machine Learning ecosystem. By applying the normative framework to recently developed techniques such as input heatmapping, feature-detector visualization, and diagnostic classification, it is possible to determine whether and to what extent techniques from Explainable Artificial Intelligence can be used to render opaque computing systems transparent and, thus, whether they can be used to solve the Black Box Problem. (shrink)

Philosophy of science attempts to reconstruct science as a rational cognitive enterprise. In doing so, it depicts a normative ideal of knowledge acquisition and does not primarily seek to describe actual scientific practice in an empirically adequate way. A comprehensive picture of what good science consists in may serve as a standard against which we evaluate and criticize actual scientific practices. Such a normative picture may also explain why it is reasonable for us to trust scientists – to the extent (...) that they live up to the ideal – and to rely on their findings in decision making. Likewise, a sound normative understanding of science exposes the limits of scientific understanding and prevents us from placing blind faith in scientists and experts. For these reasons, philosophy of science represents a useful resource and background theory for the practice and study of science communication. In this handbook article, we provide an opinionated introduction to philosophy of science by flashing a light on 22 central issues which (we think) are of special interest to scholars and practitioners of science communication – and, in particular, to scholars and practitioners of external science communication. (shrink)

Music is fundamental to human existence, a cultural universal among all humans for all times. It is embedded in our evolution, encoded in our DNA, which is to say, essential to our survival. Academics in a variety of disciplines have considered this idea to devise explanations that Richard Manning, a lifelong journalist, finds hollow, arcane, incomplete, ivory-towered, and just plain wrong. He approaches the question from a wholly different angle, using his own guitar and banjo as instruments of discovery. In (...) the process, he finds himself dancing in celebration of music rough and rowdy. American roots music is not a product of an elite leisure class, as some academics contend, but of explosive creativity among slaves, hillbillies, fieldhands, drunks, slackers, and hucksters. Yet these people-poor, working people-built the foundations of jazz, gospel, blues, bluegrass, rock 'n' roll, and country music, an unparalleled burst of invention. This is the counterfactual to the academics' story. This is what tells us music is essential, but by pulling this thread, Manning takes us down a long, strange path, following music to deeper understandings of racism, slavery, inequality, meditation, addiction, the science of our brains, and ultimately to an enticing glimpse of pure religion. Use this book to follow where his guitar leads. Ultimately it sings the American body, electric. (shrink)

Is the physical world causally closed? Can something immaterial have any causal role within physics? This article seeks to answer these questions by explaining the theory of Causal Closure. Causal Closure says that nothing immaterial can have any causal efficacy upon the material world. Physicalists have long held this position and have used it as an argument against Dualism, but does it hold? The hope of this article is that we may better understand the arguments for and against Causal (...) Closure in order to discover a cogent philosophy of science. (shrink)