About this topic
Summary

What should we expect and demand of experts, given the authority vested in them and the gravity of decisions in areas such as science and technology policy? Risk-management is not a value-free science, and experts are not immune from damaging bias, from vested interests, or from error in their projections of benefits and risks in the application of science and technology to the real world. The concept of inductive risk concerns the seriousness of potential errors and accidents, or more generally of ‘getting it wrong’ in any inductive context of inquiry. The study of inductive risk involves the interplay between applied science/technology and different kinds of values (epistemic, but also moral, social, economic, etc.). This involves how risks are calculated and assigned, but also more generally how decisions are, and ought to be made. It can involve the relationships between scientific experts, business interests, policy-makers, and citizen stakeholders in decisions and policy-making that carries risk for those affected. The study of inductive risk as defined by leading authors in this area shares with science studies, broadly construed, that science is a legitimate and pressing site of debate as long as its implications are relevant to the public, and to public policy-making.

Key works

The roles of values in expertise has been a question of great concern at least since The Public and its Problems, Dewey 1927. Expertise may be vitally important for effective public decision-making, yet experts need to be held responsible to the epistemic authority they wield, and to specific risks of the policies and decisions they advise. Inductive risk is a concept first applied in an article “Science and Human Values” by Hempel 1965 which helps encapsulate a great deal of debate about the relationship between epistemic and non-epistemic values in science. Hempel allowed that because no evidence can establish a hypothesis with certainty, the acceptance of a hypothesis “carries with it the ‘inductive risk’” (92) that it may turn out to be incorrect. While articulating inductive risk as the risk of error in accepting or rejecting a hypothesis, Hempel’s view largely aligned with others including Levi (1962) and McMullen (1983), that value judgments attached to various outcomes or “utilities” in the application of science may be of practical and moral concern, but are not part of science proper: “the scientist is not called upon to make value judgments in their regard as part of his scientific work” (8). This view contrast with that of Richard Rudner (1953), that scientists qua scientists make value judgments. The insulation of scientific research from social values came under criticism from many in the latter half of the twentieth-century, as the “value-free” conception of science and scientific objectivity. Numerous post-positivist and feminist thinkers urged a re-thinking of that conception and of the cognitive/social value distinction (Rooney 1992; Longino 1990; Machamer and Douglas 1999; Intemann 2005; Mayo and Spanos (eds.) 2009; Elliott and Richards (eds.) 2017)). In an early paper in what would become voluminous work on inductive risk, “Inductive Risk and Values in Science”, Douglas 2000 argues that non-epistemic consequences of error “can and should be considered in the internal stages of science: choice of methodology, characterization of data, and interpretation of results” (559).  Since inductive risk arises whenever knowledge is inductively based, and there are often clear or potentially important consequences of getting it wrong, discussions of inductive risk become a hub for concerns with technology policy. In the article “Science, Values, and Citizens”, Douglas 2017 maintains that in societally relevant areas of science, a focus on inductive risk "opens the door to social and ethical values in the assessment of what counts as sufficient evidence for a claim” (93). Stephen John (2015) defends disentangling and excluding non-epistemic values in science; the argument from inductive risk does not undercut a rightly-conceived value-free conception of science. While the entanglements and attempted disentanglements of science and social values remains a matter of vigorous debate, numerous authors presently utilize the concept of inductive risk not only in regard to policy procedures, but also in articulating the different avenues for legitimate contestation of scientific claims, and in stimulating timely and more robust, multi-directional conversations over science and values.

[BROKEN REFERENCE: HEMSAHw]#DOUIRA
Introductions

Biddle, J.B. and Kukla, R. (2017), The Geography of Epistemic Risk. In Exploring Inductive Risk: Case Studies of Values in Science, K.C. Elliott and T. Richards (eds.). Oxford: Oxford university Press.

Douglas, H. (2009), Science, Policy, and the Value-Free Ideal. University of Pittsburgh Press, Pittsburg PA.

Elliott, Kevin C. (2013), Douglas on Values: From Indirect Roles to Multiple Goals, Studies in History and Philosophy of Science Part A 44 (3), 375-383.

Intemann, K. (2005), Feminism, Underdetermination, and Values in Science, Philosophy of Science, 72, 1001-1012.

Machamer, P. and Osbeck, L. (2004), The Social in the Epistemic. In Machamer, P. and Wolters, G. (eds.) Values, Science and Objectivity. University of Pittsburgh Press.

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203+ found
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  1. A Risk-Based Regulatory Approach to Autonomous Weapon Systems.Alexander Blanchard, Claudio Novelli, Luciano Floridi & Mariarosaria Taddeo - manuscript
    International regulation of autonomous weapon systems (AWS) is increasingly conceived as an exercise in risk management. This requires a shared approach for assessing the risks of AWS. This paper presents a structured approach to risk assessment and regulation for AWS, adapting a qualitative framework inspired by the Intergovernmental Panel on Climate Change (IPCC). It examines the interactions among key risk factors—determinants, drivers, and types—to evaluate the risk magnitude of AWS and establish risk tolerance thresholds through a risk matrix informed by (...)
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  2. Aesthetic Values in Scientific Practice: Contemporary Debates.Milena Ivanova - manuscript
    Scientists often refer to their experiments, theories, images and instruments as beautiful and report that their scientific work is a source of aesthetic experiences. How do such aesthetic values affect scientific activities, and can aesthetic values play a cognitive role in science? In this chapter, I identify the different levels at which aesthetic values shape scientific products and processes, reflect on how philosophers have justified the cognitive role of such aesthetic values, and draw insights from recent discussions on the aesthetics (...)
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  3. Projective Warrant: Classification, Defeaters, and Rule-Governed Use.Albaraa Mesawi - manuscript
    Projective reasoning moves from an accepted classification to a further conclusion about another time, case, context, or constructed circumstance. This paper gives an account of projective warrant through premise-localization. A projection has local warrant when the relevant practice can defend six premise-loci: the classification used in the inference, the rule for applying that classification, the bridge from classification to conclusion, the background conditions under which the bridge operates, the defeaters that would block the move, and the horizon across which the (...)
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  4. Expertise-Objections to the Argument from Inductive Risk.Monte Cairns - forthcoming - Philosophy of Science.
    This paper distinguishes and critically evaluates a distinctive class of objection to the Argument from Inductive Risk. ‘Expertise-objections’ question the fitness of scientists to engage in moral decision-making during research, on grounds of deficiencies in scientists’ relative expertise. Such critiques bring considerations of inductive risk into important dialogue with wider literature from moral philosophy; but, once contextualised therein, it becomes apparent that expertise-objections fail to decisively prohibit the articulation of moral duties for scientists.
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  5. How precaution should track uncertainty in animal sentience judgements.V. Carranza-Pinedo - forthcoming - Philosophical Quarterly.
    Debates about animal sentience often appeal to precaution: where the evidence of sentience is strong enough, taxa should be treated as sentient in law and policy. I argue that what is called ‘evidence of sentience’ in fact has two dimensions—robustness of indicators and credibility of the indicator–sentience link—and that standard, threshold-based formulations of precaution ignore this structure. Using a simple model, I show that conjunctive high-threshold rules are over-conservative and excessively fragile, and I sketch an inverse-threshold-with-floors principle better suited to (...)
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  6. Borderline consciousness.Victor Carranza-Pinedo - forthcoming - Erkenntnis.
    Recent work on animal consciousness urges a multidimensional picture: species differ in their consciousness profiles across several dimensions, yet there is taken to be an ontological edge between conscious and non-conscious organisms. I argue that, if we understand the multidimensional idea as a claim about the structure of consciousness, this edge cannot be uniquely sharp. On that understanding, phenomenal consciousness depends on several partly independent dimensions, admits overall degrees with a minimal threshold, and any such degree must result from an (...)
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  7. Varying Evidential Standards as a Matter of Justice.Ahmad Elabbar - forthcoming - British Journal for the Philosophy of Science.
    The setting of evidential standards is a core practice of scientific assessment for policy. Persuaded by considerations of inductive risk, philosophers generally agree that the justification of evidential standards must appeal to non-epistemic values but debate whether the balance of non-epistemic reasons favours varying evidential standards versus maintaining fixed high evidential standards in assessment, as both sets of standards promote different and important political virtues of advisory institutions. In this paper, I adjudicate the evidential standards debate by developing a novel (...)
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  8. Bespoke Knowledge.Bennett Holman - forthcoming - Philosophy of Science.
    A central finding of social epistemology is that phenomena desirable at the individual level might have hidden undesirable effects that emerge on the social level. These emergent effects have important implications for the management of values in science. Using a historical case study of the safety of hormonal pregnancy tests, I argue that the meta-analysis of studies risks compounding value-influence in undesirable ways. In statistical analysis, researchers must either constrain values such that they do not impact the measure of central (...)
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  9. Risk and Precaution.Stephen John - forthcoming - Public Health Ethics: Key Concepts and Issues in Policy and Practice:67--84.
  10. Scientific Knowledge as a Public Resource: Arguments and Challenges for a Democratic Approach to Values in Science.S. Andrew Schroeder - forthcoming - In Kevin C. Elliott & Ted Richards, routledge handbook of values and science.
    Many scientists, philosophers, and commentators of science have argued that science ought to made responsive to the public, or ought to be “democratized”. This chapter begins by showing that the case for making science responsive to the public compares favorably to the case for making other critical institutions - such as a society’s educational or health care system - responsive to the public. It then shows several ways that science is not currently responsive to the public. It concludes by discussing (...)
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  11. The gap and the error arguments for values in science: structure and mutual relationship.Philippe Stamenkovic - forthcoming - In Adam Tamas Tuboly & Alexandra Karakas, Scientific Mistakes and Mistaken Science: Malfunction, Error, Failure. Springer.
    The underdetermination or ‘gap’ argument (GA), and the inductive risk or ‘error’ argument (EA), are the two main arguments used to defend the influence of non-epistemic values on scientific reasoning. However, they are often presented in a superficial or imprecise way, and their mutual relationship is not clear. This article analyses their respective structures in detail, as well as their relationship with each other. The GA considers the logical structure of non-deductive inference (and of relative observation), and claims that (value-laden) (...)
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  12. Fast Science.Jacob Stegenga - forthcoming - The British Journal for the Philosophy of Science.
    If scientists violate principles and practices of routine science to quickly develop interventions against catastrophic threats, they are engaged in what I call fast science. The magnitude, imminence, and plausibility of a threat justify engaging in and acting on fast science. Yet, that justification is incomplete. I defend two principles to assess fast science, which say: fast science should satisfy as much as possible the reliability-enhancing features of routine science, and the fast science developing an intervention against a threat should (...)
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  13. Covert Value Judgments in Expert Testimony.Alex Worsnip - forthcoming - In Anthony Nadler, Molly O'Rourke-Friel & Doron Taussig, Truth After Post-Truth: Finding a Way Forward. University of Massachusetts Press.
    Scientific experts frequently say things that encode value judgments, not least when they are called on to offer advice or recommendations. Often, however, the value judgments underlying their testimony are tacit or covert. This paper explores the problems that covert value judgments in expert testimony pose for the practice of deference to experts, which occurs when a layperson believes an expert’s testimony on their say-so. Many philosophers (and others) have suggested that laypeople ought to defer to experts a lot more (...)
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  14. (1 other version)Isaac Newton, Interdisciplinarian: Newton's Cross-Domain Evidential Reasoning.Brendan Fleig-Goldstein - 2026 - Studies in History and Philosophy of Science 117:102154.
    This paper argues that Newton employed a non-hypothetical method of evidential reasoning called demonstrative induction in his chronological studies. In demonstrative induction, inductive risk is confined to the premises, and the secureness of the conclusion depends on the secureness of those premises. I show that Newton's approach to chronology exemplifies two key restrictions on demonstrative induction: (i) premises must themselves be supported by demonstrative induction or by inductive generalizations, and (ii) inductive risk should be confined to premises drawn from domains (...)
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  15. Inductive Risk of AI Hype.Will Fleisher - 2026 - The 2026 Acm Conference on Fairness, Accountability, and Transparency (Facct '26) 2026:4969 - 4987.
    There is enormous excitement surrounding AI technology. This excitement is driven, at least in part, by hype: exaggerated claims about the capabilities of AI. Since AI is an inherently interesting and sensational topic, and since there has been a lot of hype claims made about it, discussions of AI in public discourse are suffused with hype. These hype conditions have significant potential consequences concerning distribution of resources and environmental damage. This paper argues that these hype conditions also pose a distinct (...)
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  16. Science-based policymaking: the need to think holistically, realistically, and institutionally.Faik Kurtulmus - 2026 - European Journal for Philosophy of Science 16 (1):22.
    This paper identifies two challenges for science-based policymaking in representative democracies and argues that both require institutional rather than individual solutions. The first arises when seeking to align value-laden choices embedded in scientific research with democratically endorsed values. The value-laden choices in different pieces of research interact once combined and can compound or offset each other. Therefore, alignment with democratically endorsed values must be assessed holistically at the level of the total body of evidence before policymakers. Since individual scientists cannot (...)
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  17. Speed and Justice in a Renewable Energy Transition.Daniel Steel, Andrea Vasquez Fernandez, Brynmor Crookall, Rachel Cripps, C. Tyler DesRoches & Kian Mintz-Woo - 2026 - Ethics, Policy and Environment.
    A just transition from fossil fuels to renewable energy has been associated with a variety of duties, including climate change mitigation and promoting procedural, distributive, and recognitional justice. Several authors have discussed transitional justice tensions between the need for rapid greenhouse gas emissions reductions and other aspects of a just transition, such as fair inclusion of stakeholders. We make the case that such trade-offs are often uncertain, and that this has important moral implications tied to inductive risks. Inductive risks arise (...)
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  18. Inductive Risk Meets Engineering Risk: Error Management and Pursuitworthiness in Collider Physics.Marianne van Panhuys & Daria Jadreškić - 2026 - European Journal for Philosophy of Science.
    In this paper, we present technical review practices in High-Energy Physics (HEP) as a collaborative mechanism for managing epistemic risks in the design and upgrade of large-scale detectors. Building on the concept of phronetic risk, which encompasses the epistemic consequences of practical decisions in science-engineering contexts, and drawing on empirical research conducted at the ATLAS collaboration at CERN, we show that technical review facilitates collective deliberation over non-epistemic values, thereby shaping which experimental directions are deemed pursuitworthy. Our analysis highlights an (...)
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  19. The WHO and the 'Whose Values?' Problem: On the Partial Democratisation of Science.Monte Cairns - 2025 - European Journal for Philosophy of Science 15 (4):1-28.
    That science is value-dependent has been taken to raise problems for the democratic legitimacy of scientifically-informed public policy. An increasingly common solution is to propose that science itself ought to be ‘democratised.’ Of the literature aiming to provide principled means of facilitating such, most has been largely concerned with developing accounts of how public values might be identified in order to resolve scientific value-judgements. Through a case-study of the World Health Organisation’s 2009 redefinition of ‘pandemic’ in response to H1N1, this (...)
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  20. Physical, Empirical, and Conditional Inductive Possibility.Balazs Gyenis - 2025 - Philosophy of Physics 3 (1):4.
    I argue that John Norton’s notions of empirical, hypothetical, and counterfactual possibility can be successfully used to analyze counterintuitive examples of physical possibility and align better with modal intuitions of practicing physicists. First, I clarify the relationship between Norton’s possibility notions and the received view of logical and physical possibility. In particular, I argue that Norton’s empirical, hypothetical, and counterfactual possibility cannot coincide with the received view of physical possibility; instead, the received view of physical possibility is a special case (...)
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  21. A (Consequence-Oriented) critique of the argument from inductive risk.Arnon Levy - 2025 - Philosophical Studies 182 (8):2079-2099.
    The argument from inductive risk (AIR) states that scientists should consider the consequences of hypotheses and methodological choices in the course of ongoing research. It has played a central role in the widespread retreat from the ideal of value-free science. The argument is motivated, to a significant extent, by the laudable concern to use science to better society. I argue that this concern, when taken seriously, tells against the idea that individual working scientists should consider social consequences. First, I show (...)
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  22. The Influence of Values on Medical Research.S. Andrew Schroeder - 2025 - In Alex Broadbent, [no title]. Oxford University Press.
    Mainstream views of medical research tell us it should be a fact-based, value-free endeavor: what a scientist (or her funding source) wants or cares about should not influence her findings. At the same time, we also sometimes criticize medical research for failing to embody certain values, e.g. when we criticize pharmaceutical companies for largely ignoring the diseases that affect the global poor. This chapter seeks to reconcile these perspectives by distinguishing appropriate from inappropriate influences of values on medical research. It (...)
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  23. The legacy of the value-free ideal of science: Introduction to the topical collection.Philippe Stamenkovic & Adam Tamas Tuboly - 2025 - Synthese 205 (5):1-14.
    This introduction contextualises the topical collection on the legacy of the value-free ideal of science, categorises and summarises its contributions, and proposes directions for and applications of future research, especially those defending a certain form of value-freeness.
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  24. Values, Pluralism, and Pragmatism: Themes from the Work of Matthew J. Brown.Jonathan Y. Tsou, Shaw Jamie & Carla Fehr (eds.) - 2025 - Boston Studies in the Philosophy and History of Science. Cham: Boston Studies in the Philosophy and History of Science. Springer.
    This book (edited by Jonathan Y. Tsou, Jamie Shaw, and Carla Fehr) offers eighteen original historical and philosophical essays focused on values in science, scientific pluralism, and pragmatism. These themes have been central in the work of Matthew J. Brown, and the book frames these topics through an engagement with Brown’s broadly ranging work on values in science. The themes of this book are integrated and unified in the pragmatic and value-laden ideal of science defended by Professor Brown in his (...)
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  25. Between Uncertainty and Responsibility: A Philosophical Inquiry into Climate Change Projections.Fernando Watson-Hernández & Isabel Guzmán-Arias - 2025 - Philosophies 10 (4):91.
    This paper explores how uncertainty in climate change projections both shapes and is shaped by key epistemic, methodological, ethical, and political concerns. Drawing on a review of key philosophical sources, it examines the relationship between scientific objectivity and the influence of social, ethical, and political values in contexts of deep uncertainty. Authors such as Wendy Parker and Heather Douglas debate the role that social values play in the estimation and communication of scientific uncertainty, particularly when decisions carry significant ethical and (...)
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  26. For values in science: Assessing recent arguments for the ideal of value-free science.Matthew J. Brown - 2024 - Synthese 204 (4):1-31.
    There is a near consensus among philosophers of science whose research focuses on science and values that the ideal of value-free science is untenable, and that science not only is, but normatively must be, value-laden in some respect. The consensus is far from complete; with some regularity, defenses of the value-free ideal (VFI) as well as critiques of major arguments against the VFI surface in the literature. I review and respond to many of the recent defenses of the VFI and (...)
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  27. Valores na ciência e a perspectiva ecológica do conhecimento científico.Eros Carvalho - 2024 - In César Meurer, Ciência: epistemologia e ensino. Rio de Janeiro: Editora do PPG Filosofia da UFRRJ. pp. 250-281.
    A ideia de que a ciência — ou ao menos as atividades científicas que são consideradas as mais essenciais para a ciência — deve ser livre de valores é bastante difundida. Neste capítulo, vou discutir essa tese, normalmente entendida como um ideal de ciência. Na primeira seção, introduzo alguns conceitos e distinções que são importantes para entender essa tese, como a diferença entre valores cognitivos e não-cognitivos. Na segunda seção, discuto o papel dos valores na seleção de problemas e na (...)
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  28. The social dimensions of scientific knowledge: consensus, controversy, and coproduction.Boaz Miller - 2024 - New York, NY: Cambridge University Press.
    This Element is about the social dimensions of scientific knowledge. The first section asks in what ways scientific knowledge is social. The second section develops a conception of scientific knowledge that accommodates the insights of the first section, and is consonant with mainstream thinking about knowledge in analytic epistemology. The third section asks under what conditions we can tell, in the real world, that a consensus in a scientific community amounts to shared scientific knowledge, as characterized in the second section, (...)
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  29. Journalism and Public Trust in Science.Vanessa Schipani - 2024 - Synthese 204 (56):1-24.
    Journalists are often the adult public’s central source of scientific information, which means that their reporting shapes the relationship the public has with science. Yet philosophers of science largely ignore journalistic communication in their inquiries about trust in science. This paper aims to help fill this gap in research by comparing journalistic norm conflicts that arose when reporting on COVID-19 and tobacco, among other policy-relevant scientific topics. I argue that the public’s image of scientists – as depositories of indisputable, value-free (...)
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  30. The Risks of Evolutionary Explanation.H. Clark Barrett - 2023 - In Agathe du Crest, Martina Valković, André Ariew, Hugh Desmond, Philippe Huneman & Thomas A. C. Reydon, Evolutionary Thinking Across Disciplines: Problems and Perspectives in Generalized Darwinism. Cham: Springer Verlag. pp. 297-315.
    Evolutionary explanations of behavior are special in that they involve both proximate and ultimate components. Proximately, evolutionary accounts posit mechanisms that generate observed patterns of behavior. At the ultimate level, evolutionary accounts explain the existence of these proximate mechanisms via evolutionary processes such as selection or drift acting in the past. Does positing or accepting such explanations carry any risks? Here I consider two kinds of risk, epistemic and ethical. Epistemic risk is the risk of being wrong about a matter (...)
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  31. Rethinking the Conceptual Space for Science in Society after the VFI.T. Y. Branch & Heather Douglas - 2023 - Philosophy of Science.
    Replacing the value-free ideal (VFI) for science requires attention to the broader understanding of how science in society should function. In public spaces, science needed to project the VFI in norms for science advising, science education, and science communication. This resulted in the independent science advisor model and a focus on science literacy for science education and communication. Attending to these broader implications of the VFI which structure science and society relationships is crucial if we are to properly replace the (...)
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  32. The Validity of the Argument from Inductive Risk.Matthew J. Brown & Jacob Stegenga - 2023 - Canadian Journal of Philosophy 53 (2):187-190.
    Havstad (2022) argues that the argument from inductive risk for the claim that non-epistemic values have a legitimate role to play in the internal stages of science is deductively valid. She also defends its premises and thus soundness. This is, as far as we are aware, the best reconstruction of the argument from inductive risk in the existing literature. However, there is a small flaw in this reconstruction of the argument from inductive risk which appears to render the argument invalid. (...)
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  33. It Takes a Village to Trust Science: Towards a (Thoroughly) Social Approach to Public Trust in Science.Gabriele Contessa - 2023 - Erkenntnis 88 (7):2941-2966.
    In this paper, I distinguish three general approaches to public trust in science, which I call the individual approach, the semi-social approach, and the social approach, and critically examine their proposed solutions to what I call the problem of harmful distrust. I argue that, despite their differences, the individual and the semi-social approaches see the solution to the problem of harmful distrust as consisting primarily in trying to persuade individual citizens to trust science and that both approaches face two general (...)
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  34. Ethical assessments and mitigation strategies for biases in AI-systems used during the COVID-19 pandemic.Alicia De Manuel, Janet Delgado, Parra Jonou Iris, Txetxu Ausín, David Casacuberta, Maite Cruz Piqueras, Ariel Guersenzvaig, Cristian Moyano, David Rodríguez-Arias, Jon Rueda & Angel Puyol - 2023 - Big Data and Society 10 (1).
    The main aim of this article is to reflect on the impact of biases related to artificial intelligence (AI) systems developed to tackle issues arising from the COVID-19 pandemic, with special focus on those developed for triage and risk prediction. A secondary aim is to review assessment tools that have been developed to prevent biases in AI systems. In addition, we provide a conceptual clarification for some terms related to biases in this particular context. We focus mainly on nonracial biases (...)
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  35. Are Algorithms Value-Free?Gabbrielle M. Johnson - 2023 - Journal Moral Philosophy 21 (1-2):1-35.
    As inductive decision-making procedures, the inferences made by machine learning programs are subject to underdetermination by evidence and bear inductive risk. One strategy for overcoming these challenges is guided by a presumption in philosophy of science that inductive inferences can and should be value-free. Applied to machine learning programs, the strategy assumes that the influence of values is restricted to data and decision outcomes, thereby omitting internal value-laden design choice points. In this paper, I apply arguments from feminist philosophy of (...)
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  36. Sisyphean Science: Why Value Freedom is Worth Pursuing.Tarun Menon & Jacob Stegenga - 2023 - European Journal for Philosophy of Science 13 (48):1-24.
    The value-free ideal in science has been criticised as both unattainable and undesirable. We argue that it can be defended as a practical principle guiding scientific research even if the unattainability and undesirability of a value-free end-state are granted. If a goal is unattainable, then one can separate the desirability of accomplishing the goal from the desirability of pursuing it. We articulate a novel value-free ideal, which holds that scientists should act as if science should be value-free, and we argue (...)
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  37. The Harraseeket Conference – Revisiting systems for ethics oversight of research with human participants.Stephen J. Rosenfeld, George Shaler & Ross Hickey - 2023 - Research Ethics 19 (3):231-249.
    The current system of ethical oversight in the United States is based on Institutional Review Board (IRB) review. The system was established in response to well-known and egregious mistreatment of subjects in both biomedical and social and behavioral research. In the decades since the research regulations were enacted, reaction to the burden of IRB oversight has led the system to focus on compliance and limit its active oversight disproportionately to studies that could present the risk of physical harm. At the (...)
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  38. Valeurs Dans la Representation Scientifique.Quentin Ruyant - 2023 - Lato Sensu: Revue de la Société de Philosophie des Sciences 10 (1):24-38.
    Le but de cet article est d'examiner le rôle joué par les valeurs dans les activités de représentation en science, notamment la construction ou utilisation de modèles, en distinguant représentation concrète et abstraite. Un modèle hiérarchique est proposé. La conclusion est que l'influence des valeurs sociales dans la représentation scientifique dépend du niveau d'abstraction considéré, et qu'elle n'est problématique que quand des valeurs locales sont considérées pour évaluer des représentations plus générales.
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  39. Value-Free ideal is an epistemic ideal: an objection to the argument from inductive risk.Hossein Sheykh-Rezaee & Hamed Bikaraan-Behesht - 2023 - Principia: An International Journal of Epistemology 27 (1):137-163.
    Arguing from inductive risk, Heather Douglas tried to show that the ideal of value-free science is completely unfounded. The argument has been widely acknowledged to be a strong argument against the ideal. In this paper, beginning with an analysis of the concept of an ideal, we argue that the value-free ideal is an epistemic ideal rather than a practical or ethical ideal. Then, we aim to show that the argument from inductive risk cannot be employed against the value-free ideal as (...)
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  40. The Difference-to-Inference Model for Values in Science.Jacob Stegenga & Tarun Menon - 2023 - Res Philosophica 100 (4):423-447.
    The value-free ideal for science holds that values should not influence the core features of scientific reasoning. We defend the difference-to-inference model of value-permeation, which holds that value-permeation in science is problematic when values make a difference to the inferences made about a hypothesis. This view of value-permeation is superior to existing views, and it suggests a corresponding maxim—namely, that scientists should strive to eliminate differences to inference. This maxim is the basis of a novel value-free ideal for science. -/- (...)
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  41. Philosophical aspects of probabilistic seismic hazard analysis (PSHA): a critical review.Luca Zanetti & Daniele Chiffi - 2023 - Natural Hazards 1:1-20.
    The goal of this paper is to review and critically discuss the philosophical aspects of probabilistic seismic hazard analysis (PSHA). Given that estimates of seismic hazard are typically riddled with uncertainty, diferent epistemic values (related to the pursuit of scientifc knowledge) compete in the selection of seismic hazard models, in a context infuenced by non-epistemic values (related to practical goals and aims) as well. We frst distinguish between the diferent types of uncertainty in PSHA. We claim that epistemic and nonepistemic (...)
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  42. Risk-limited indulgent permissivism.Guy Axtell - 2022 - Synthese 200 (4):1-15.
    This paper argues for a view described as risk-limited indulgent permissivism. This term may be new to the epistemology of disagreement literature, but the general position denoted has many examples. The paper argues for the need for an epistemology for domains of controversial views, and for the advantages of endorsing a risk-limited indulgent permissivism across these domains. It takes a double-edge approach in articulating for the advantages of interpersonal belief permissivism that is yet risk-limited: Advantages are apparent both in comparison (...)
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  43. On Predicting Recidivism: Epistemic Risk, Tradeoffs, and Values in Machine Learning.Justin B. Biddle - 2022 - Canadian Journal of Philosophy 52 (3):321-341.
    Recent scholarship in philosophy of science and technology has shown that scientific and technological decision making are laden with values, including values of a social, political, and/or ethical character. This paper examines the role of value judgments in the design of machine-learning systems generally and in recidivism-prediction algorithms specifically. Drawing on work on inductive and epistemic risk, the paper argues that ML systems are value laden in ways similar to human decision making, because the development and design of ML systems (...)
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  44. Clinical Decisions Using AI Must Consider Patient Values.Jonathan Birch, Kathleen A. Creel, Abhinav K. Jha & Anya Plutynski - 2022 - Nature Medicine 28:229–232.
    Built-in decision thresholds for AI diagnostics are ethically problematic, as patients may differ in their attitudes about the risk of false-positive and false-negative results, which will require that clinicians assess patient values.
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  45. Engaging with science, values, and society: introduction.Ingo Brigandt - 2022 - Canadian Journal of Philosophy 52 (3):223-226.
    Philosophical work on science and values has come to engage with the concerns of society and of stakeholders affected by science and policy, leading to socially relevant philosophy of science and socially engaged philosophy of science. This special issue showcases instances of socially relevant philosophy of science, featuring contributions on a diversity of topics by Janet Kourany, Andrew Schroeder, Alison Wylie, Kristen Intemann, Joyce Havstad, Justin Biddle, Kevin Elliott, and Ingo Brigandt.
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  46. A Rawlsian Solution to the New Demarcation Problem.Frank Cabrera - 2022 - Canadian Journal of Philosophy 52 (8):810-827.
    In the last two decades, a robust consensus has emerged among philosophers of science, whereby political, ethical, or social values must play some role in scientific inquiry, and that the ‘value-free ideal’ is thus a misguided conception of science. However, the question of how to distinguish, in a principled way, which values may legitimately influence science remains. This question, which has been dubbed the ‘new demarcation problem,’ has until recently received comparatively less attention from philosophers of science. In this paper, (...)
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  47. (1 other version)Inductive risk: does it really refute value-freedom?Markus Dressel - 2022 - Theoria 37 (2):181-207.
    The argument from inductive risk is considered to be one of the strongest challenges for value-free science. A great part of its appeal lies in the idea that even an ideal epistemic agent—the “perfect scientist” or “scientist qua scientist”—cannot escape inductive risk. In this paper, I scrutinize this ambition by stipulating an idealized Bayesian decision setting. I argue that inductive risk does not show that the “perfect scientist” must, descriptively speaking, make non-epistemic value-judgements, at least not in a way that (...)
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  48. Sensational Science, Archaic Hominin Genetics, and Amplified Inductive Risk.Joyce C. Havstad - 2022 - Canadian Journal of Philosophy 52 (3):295-320.
    More than a decade of exacting scientific research involving paleontological fragments and ancient DNA has lately produced a series of pronouncements about a purportedly novel population of archaic hominins dubbed “the Denisova.” The science involved in these matters is both technically stunning and, socially, at times a bit reckless. Here I discuss the responsibilities which scientists incur when they make inductively risky pronouncements about the different relative contributions by Denisovans to genomes of members of apparent subpopulations of current humans. This (...)
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  49. Inconvenient Truth and Inductive Risk in Covid-19 Science.Eli I. Lichtenstein - 2022 - Philosophy of Medicine 3 (1):1-25.
    To clarify the proper role of values in science, focusing on controversial expert responses to Covid-19, this article examines the status of (in)convenient hypotheses. Polarizing cases like health experts downplaying mask efficacy to save resources for healthcare workers, or scientists dismissing “accidental lab leak” hypotheses in view of potential xenophobia, plausibly involve modifying evidential standards for (in)convenient claims. Societies could accept that scientists handle (in)convenient claims just like nonscientists, and give experts less political power. Or societies could hold scientists to (...)
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  50. William James on Risk, Efficacy, and Evidentialism.P. D. Magnus - 2022 - Episteme 19 (1):146-158.
    William James’ argument against William Clifford in The Will to Believe is often understood in terms of doxastic efficacy, the power of belief to influence an outcome. Although that is one strand of James’ argument, there is another which is driven by ampliative risk. The second strand of James’ argument, when applied to scientific cases, is tantamount to what is now called the Argument from Inductive Risk. Either strand of James’ argument is sufficient to rebut Clifford's strong evidentialism and show (...)
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