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  1. Scientific Knowledge and Scientific Expertise: Epistemic and Social Conditions of Their Trustworthiness.Martin Carrier - 2010 - Analyse & Kritik 32 (2):195-212.
    The article explores epistemic and social conditions of the trustworthiness of scientific expertise. I claim that there are three kinds of conditions for the trustworthiness of scientific expertise. The first condition is epistemic and means that scientific knowledge enjoys high credibility. The second condition concerns the significance of scientific knowledge. It means that scientific generalizations are relevant for elucidating the particular cases that constitute the challenges for expert judgment. The third condition concerns the social processes involved in producing science-based recommendations. (...)
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  • What's Social about Social Epistemology?Helen E. Longino - 2022 - Journal of Philosophy 119 (4):169-195.
    Much work performed under the banner of social epistemology still centers the problems of the individual cognitive agent. AU distinguishes multiple senses of "social," some of which are more social than others, and argues that different senses are at work in various contributions to social epistemology. Drawing on work in history and philosophy of science and addressing the literature on testimony and disagreement in particular, this paper argues for a more thoroughgoing approach in social epistemology.
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  • Scientific Disagreements, Fast Science and Higher-Order Evidence.Daniel C. Friedman & Dunja Šešelja - 2023 - Philosophy of Science 90 (4):937-957.
    Scientific disagreements are an important catalyst for scientific progress. But what happens when scientists disagree amidst times of crisis, when we need quick yet reliable policy guidance? In this paper we provide a normative account for how scientists facing disagreement in the context of ‘fast science’ should respond, and how policy makers should evaluate such disagreement. Starting from an argumentative, pragma-dialectic account of scientific controversies, we argue for the importance of ‘higher-order evidence’ (HOE) and we specify desiderata for scientifically relevant (...)
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  • Epistemic Courage.Jonathan Ichikawa - 2024 - Oxford: Oxford University Press.
    Epistemic Courage is a timely and thought-provoking exploration of the ethics of belief, which shows why epistemology is no mere academic abstraction - the question of what to believe couldn't be more urgent. Jonathan Ichikawa argues that a skeptical, negative bias about belief is connected to a conservative bias that reinforces the status quo.
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  • The Misinformation Age: How False Beliefs Spread.Cailin O'Connor & James Owen Weatherall - 2019 - New Haven, CT, USA: Yale University Press.
    "Why should we care about having true beliefs? And why do demonstrably false beliefs persist and spread despite consequences for the people who hold them? Philosophers of science Cailin O’Connor and James Weatherall argue that social factors, rather than individual psychology, are what’s essential to understanding the spread and persistence of false belief. It might seem that there’s an obvious reason that true beliefs matter: false beliefs will hurt you. But if that’s right, then why is it irrelevant to many (...)
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  • Inductive risk and epistemically detrimental dissent in policy-relevant science.Tyler Paetkau - 2024 - European Journal for Philosophy of Science 14 (1):1-20.
    While dissent is key to successful science, it is not always beneficial. By requiring scientists to respond to objections, epistemically detrimental dissent (EDD) consumes resources that could be better devoted to furthering scientific discovery. Moreover, bad-faith dissent can create a chilling effect on certain lines of inquiry and make settled controversies seem open to debate. Such dissent results in harm to scientific progress and the public policy that depends on this science. Biddle and Leuschner propose four criteria that draw on (...)
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  • Why Diversity Matters: Understanding and Applying the Diversity Component of the National Science Foundation’s Broader Impacts Criterion.Kristen Intemann - 2009 - Social Epistemology 23 (3):249-266.
    Despite the National Science Foundation's recent clarification of the Broader Impacts Criterion used in grant evaluation, it is not clear that this criterion is being understood or applied consistently by grant writers or reviewers. In particular, there is still confusion about how to interpret the requirement for broadening the participation of under-represented groups in science and scepticism about the value of doing so. Much of this stems from uncertainty about why the participation of under-represented groups is desirable or beneficial in (...)
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  • 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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  • The Four Analytic Levels of Social Sciences.Ricardo Crespo - 2023 - Revue de Philosophie Économique 24 (2):93-127.
    Cet article défend l’idée que l’on peut distinguer quatre niveaux d’analyse au sein des sciences sociales (y compris l’économie) – à savoir, a) un niveau descriptif statistique, b) un niveau explicatif causal, c) un niveau explicatif téléologique, et d) un niveau téléologique prescriptif. Généralement, les sciences sociales ne considèrent que les niveaux a) et b). L’exclusion du niveau c) peut conduire à considérer comme des « anomalies » certains comportements qui ne sont pas compatibles avec des théories comme celle du (...)
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  • Public Trust in Science: Exploring the Idiosyncrasy-Free Ideal.Marion Boulicault & S. Andrew Schroeder - 2021 - In Kevin Vallier & Michael Weber (eds.), Social Trust: Foundational and Philosophical Issues. Routledge.
    What makes science trustworthy to the public? This chapter examines one proposed answer: the trustworthiness of science is based at least in part on its independence from the idiosyncratic values, interests, and ideas of individual scientists. That is, science is trustworthy to the extent that following the scientific process would result in the same conclusions, regardless of the particular scientists involved. We analyze this "idiosyncrasy-free ideal" for science by looking at philosophical debates about inductive risk, focusing on two recent proposals (...)
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  • Problems of Religious Luck, Chapter 6: The Pattern Stops Here?Guy Axtell - 2019 - In Problems of Religious Luck: Assessing the Limits of Reasonable Religious Disagreement. Lanham, MD, USA & London, UK: Lexington Books/Rowman & Littlefield.
    This book has argued that problems of religious luck, especially when operationalized into concerns about doxastic risk and responsibility, can be of shared interest to theologians, philosophers, and psychologists. We have pointed out counter-inductive thinking as a key feature of fideistic models of faith, and examined the implications of this point both for the social scientific study of fundamentalism, and for philosophers’ and theologians’ normative concerns with the reasonableness of a) exclusivist attitudes to religious multiplicity, and b) theologically-cast but bias-mirroring (...)
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  • Drug Regulation and the Inductive Risk Calculus.Jacob Stegenga - 2017 - In Kevin Christopher Elliott & Ted Richards (eds.), Exploring Inductive Risk: Case Studies of Values in Science. New York: Oup Usa. pp. 17-36.
    Drug regulation is fraught with inductive risk. Regulators must make a prediction about whether or not an experimental pharmaceutical will be effective and relatively safe when used by typical patients, and such predictions are based on a complex, indeterminate, and incomplete evidential basis. Such inductive risk has important practical consequences. If regulators reject an experimental drug when it in fact has a favourable benefit/harm profile, then a valuable intervention is denied to the public and a company’s material interests are needlessly (...)
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  • John Dewey's pragmatist alternative to the belief-acceptance dichotomy.Matthew J. Brown - 2015 - Studies in History and Philosophy of Science Part A 53:62-70.
    Defenders of value-free science appeal to cognitive attitudes as part of a wedge strategy, to mark a distinction between science proper and the uses of science for decision-making, policy, etc. Distinctions between attitudes like belief and acceptance have played an important role in defending the value-free ideal. In this paper, I will explore John Dewey's pragmatist philosophy of science as an alternative to the philosophical framework the wedge strategy rests on. Dewey does draw significant and useful distinctions between different sorts (...)
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  • Understanding What in Public Understanding of Science.Eleonora Montuschi & Baptiste Bedessem - 2024 - Perspectives on Science 32 (2):207-229.
    What should citizens understand about science to participate in democratic life? Against the prevailing approach, we argue that “what” a public understanding of science is about strongly depends on the specific epistemological nature of the science related issues considered in different contexts and circumstances. We identify three specific categories of such issues and show how, equally, specific models of public understanding are required to address them. Only by endorsing such an alternative approach will citizens arguably be able to form sound (...)
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  • Dialogues on Climate Justice.Stephen M. Gardiner & Arthur Obst - 2022 - Routledge.
    Written both for general readers and college students, Dialogues on Climate Justice provides an engaging philosophical introduction to climate justice, and should be of interest to anyone wanting to think seriously about the climate crisis. -/- The story follows the life and conversations of Hope, a fictional protagonist whose life is shaped by a terrifyingly real problem: climate change. From the election of Donald Trump in 2016 until the 2060s, the book documents Hope’s discussions with a diverse cast of characters. (...)
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  • 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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  • A "purist" feminist epistemology?Emily Tilton - 2023 - Dissertation, University of British Columbia
    An intuitive conception of objectivity involves an ideal of neutrality—if we’re to engage in objective inquiry, we must try to sideline our prejudices, values, and politics, lest these factors taint inquiry and unduly influence our results. This intuition underlies various “purist” epistemological frameworks, which grant epistemic significance only to “epistemic factors” like evidence or the truth of a belief. Feminist epistemologists typically condemn purist frameworks as inimical to feminist aims. They argue that purist epistemology is divorced from the ineliminably social (...)
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  • Getting to Know the World Scientifically: An Objective View.Paul Needham - 2020 - Cham, Schweiz: Springer.
    This undergraduate textbook introduces some fundamental issues in philosophy of science for students of philosophy and science students. The book is divided into two parts. Part 1 deals with knowledge and values. Chap. 1 presents the classical conception of knowledge as initiated by the ancient Greeks and elaborated during the development of science, introducing the central concepts of truth, belief and justification. Aspects of the quest for objectivity are taken up in the following two chapters. Moral issues are broached in (...)
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  • Deferring to Expertise whilst Maintaining Autonomy.Rebecca C. H. Brown - forthcoming - Episteme:1-20.
    This paper will consider the extent to which patients' dependence on clinical expertise when making medical decisions threatens patient autonomy. I start by discussing whether or not dependence on experts is prima facie troubling for autonomy and suggest that it is not. I then go on to consider doctors' and other healthcare professionals' status as ‘medical experts’ of the relevant sort and highlight a number of ways in which their expertise is likely to be deficient. I then consider how this (...)
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  • Bayesian Philosophy of Science.Jan Sprenger & Stephan Hartmann - 2019 - Oxford and New York: Oxford University Press.
    How should we reason in science? Jan Sprenger and Stephan Hartmann offer a refreshing take on classical topics in philosophy of science, using a single key concept to explain and to elucidate manifold aspects of scientific reasoning. They present good arguments and good inferences as being characterized by their effect on our rational degrees of belief. Refuting the view that there is no place for subjective attitudes in 'objective science', Sprenger and Hartmann explain the value of convincing evidence in terms (...)
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  • Problems of Religious Luck: Assessing the Limits of Reasonable Religious Disagreement.Guy Axtell - 2019 - Lanham, MD, USA & London, UK: Lexington Books/Rowman & Littlefield.
    To speak of being religious lucky certainly sounds odd. But then, so does “My faith holds value in God’s plan, while yours does not.” This book argues that these two concerns — with the concept of religious luck and with asymmetric or sharply differential ascriptions of religious value — are inextricably connected. It argues that religious luck attributions can profitably be studied from a number of directions, not just theological, but also social scientific and philosophical. There is a strong tendency (...)
  • Quine, Laudan ve Doğallaştırılmış Epistemolojinin Normatifliği Sorunu (Quine, Laudan, and the Normativity Problem of Naturalized Epistemology).Mahmut Özer - 2022 - Beytulhikme An International Journal of Philosophy 12 (12:4):913-937.
    Quine’s “Epistemology Naturalized” is the locus classicus of naturalism in epistemology. Many traditional epistemologists criticized the naturalization of epistemology specifically targeting this article. The critics argue that Quine abolishes the normativity of epistemology. For he proposes epistemology as a chapter of psychology. Laudan, like Quine, believes that epistemology should be naturalized. However, he criticizes Quine’s project of naturalization for similar reasons as Quine’s critics. Instead, he proposes a new project that he calls “normative naturalism”. In this work, I will first (...)
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  • Epistemic and Non-epistemic Values in Earthquake Engineering.Luca Zanetti, Daniele Chiffi & Lorenza Petrini - 2023 - Science and Engineering Ethics 29 (3):1-16.
    The importance of epistemic values in science is universally recognized, whereas the role of non-epistemic values is sometimes considered disputable. It has often been argued that non-epistemic values are more relevant in applied sciences, where the goals are often practical and not merely scientific. In this paper, we present a case study concerning earthquake engineering. So far, the philosophical literature has considered various branches of engineering, but very rarely earthquake engineering. We claim that the assessment of seismic hazard models is (...)
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  • Diagnostic frameworks and nursing diagnoses: a normative stance.Renzo Zanotti & Daniele Chiffi - 2015 - Nursing Philosophy 16 (1):64-73.
    Diagnostic frameworks are essential to many scientific and technological activities and clinical practice. This study examines the main fundamental aspects of such frameworks. The three components required for all diagnoses are identified and examined, i.e. their normative dimension, temporal nature and structure, and teleological perspective.The normative dimension of a diagnosis is based on (1) epistemic values when associated with Hempel's inductive risk concerning the balance between false‐positive and false‐negative outcomes, leading to probabilistic judgements; and (2) non‐epistemic values when related to (...)
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  • A normative analysis of nursing knowledge.Renzo Zanotti & Daniele Chiffi - 2016 - Nursing Inquiry 1 (23):04-11.
    This study addresses the question of normative analysis of the value‐based aspects of nursing. In our perspective, values in science may be distinguished into (i) epistemic when related to the goals of truth and objectivity and (ii) non‐epistemic when related to social, cultural or political aspects. Furthermore, values can be called constitutive when necessary for a scientific enterprise, or contextual when contingently associated with science. Analysis of the roles of the various forms of values and models of knowledge translation provides (...)
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  • A normative analysis of nursing knowledge.Renzo Zanotti & Daniele Chiffi - 2016 - Nursing Inquiry 23 (1):4-11.
    This study addresses the question of normative analysis of the value‐based aspects of nursing. In our perspective, values in science may be distinguished into (i) epistemic when related to the goals of truth and objectivity and (ii) non‐epistemic when related to social, cultural or political aspects. Furthermore, values can be called constitutive when necessary for a scientific enterprise, or contextual when contingently associated with science. Analysis of the roles of the various forms of values and models of knowledge translation provides (...)
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  • Values and Data Collection in Social Research.Julie Zahle - 2018 - Philosophy of Science 85 (1):144-163.
    In this article, I offer a partial analysis of the role of values in qualitative data collection in social research. The partial analysis shows that nonepistemic values have both required and permissible roles to play during this phase of research. By appeal to the analysis, I reject the ideal of value-free science as applied to qualitative data collection, and I demonstrate why two alternative ideals should likewise be dismissed as standards for values in qualitative data collection. Also, I briefly discuss (...)
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  • Distributing epistemic and practical risks: a comparative study of communicating earthquake damages.Li-an Yu - 2022 - Synthese 360 (5):1-24.
    This paper argues that the value of openness to epistemic plurality and the value of social responsiveness are essential for epistemic agents such as scientists who are expected to carry out non-epistemic missions. My chief philosophical claim is that the two values should play a joint role in their communication about earthquake-related damages when their knowledge claims are advisory. That said, I try to defend a minimal normative account of science in the context of communication. I show that these epistemic (...)
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  • Humanizing Science and Philosophy of Science: George Sarton, Contextualist Philosophies of Science, and the Indigenous/Science Project.Alison Wylie - 2022 - Canadian Journal of Philosophy 52 (3):256-278.
    A century ago historian of science George Sarton argued that “science is our greatest treasure, but it needs to be humanized or it will do more harm than good”. The systematic cultivation of an “historical spirit,” a philosophical appreciation of the dynamic nature of scientific inquiry, and a recognition that science is irreducibly a “collective enterprise” was, on Sarton’s account, crucial to the humanizing mission he advocated. These elements of Sarton’s program are more relevant than ever as philosophers of science (...)
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  • Accountability and values in radically collaborative research.Eric Winsberg, Bryce Huebner & Rebecca Kukla - 2014 - Studies in History and Philosophy of Science Part A 46:16-23.
    This paper discusses a crisis of accountability that arises when scientific collaborations are massively epistemically distributed. We argue that social models of epistemic collaboration, which are social analogs to what Patrick Suppes called a “model of the experiment,” must play a role in creating accountability in these contexts. We also argue that these social models must accommodate the fact that the various agents in a collaborative project often have ineliminable, messy, and conflicting interests and values; any story about accountability in (...)
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  • Harmful Research and the Paradox of Credibility.Torsten Wilholt - 2023 - International Studies in the Philosophy of Science 36 (3):193-209.
    This paper discusses how to deal with research that threatens to cause harm to society—in particular, whether and in what cases bans and moratoria are appropriate. First, it asks what normative resources philosophy of science may draw on to answer such questions. In an effort to presuppose only resources acknowledgeable across different comprehensive worldviews, it is claimed that the aim of credibility provides a good basis for normative reflection. A close analysis reveals an inner tension inherent in the pursuit of (...)
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  • Epistemic Trust in Science.Torsten Wilholt - 2013 - British Journal for the Philosophy of Science 64 (2):233-253.
    Epistemic trust is crucial for science. This article aims to identify the kinds of assumptions that are involved in epistemic trust as it is required for the successful operation of science as a collective epistemic enterprise. The relevant kind of reliance should involve working from the assumption that the epistemic endeavors of others are appropriately geared towards the truth, but the exact content of this assumption is more difficult to analyze than it might appear. The root of the problem is (...)
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  • Epistemic interests and the objectivity of inquiry.Torsten Wilholt - 2022 - Studies in History and Philosophy of Science Part A 91 (C):86-93.
    This paper advocates for making epistemic interests a central object of philosophical analysis in epistemology and philosophy of science. It is argued that the importance of epistemic interests derives from their fundamental importance for the notion of objectivity. Epistemic interests are defined as individuated by a set of objectives, each of which represents a dimension of the search for truth. Among these dimensions, specificity, sensitivity, and productivity are discussed in detail. It is argued that the relevance of productivity is often (...)
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  • Can scientists be objective?Malcolm Williams - 2006 - Social Epistemology 20 (2):163 – 180.
    Objectivity and value freedom have often been conflated in the philosophical and sociological literature. While value freedom construed as an absence of social and moral values in scientific work has been discredited, defenders of value freedom bracket off methodological values or practices from social and moral ones. In this paper I will first show how values exist along a continuum and argue that science is and should be value based. One of these values is necessarily objectivity for science to be (...)
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  • Bias and values in scientific research.Torsten Wilholt - 2009 - Studies in History and Philosophy of Science Part A 40 (1):92-101.
    When interests and preferences of researchers or their sponsors cause bias in experimental design, data interpretation or dissemination of research results, we normally think of it as an epistemic shortcoming. But as a result of the debate on science and values, the idea that all extra-scientific influences on research could be singled out and separated from pure science is now widely believed to be an illusion. I argue that nonetheless, there are cases in which research is rightfully regarded as epistemologically (...)
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  • The Irrelevance of Origins: Dementia, Advance Directives, and the Capacity for Preferences.Jason Adam Wasserman & Mark Christopher Navin - 2020 - American Journal of Bioethics 20 (8):98-100.
    We agree with Emily Walsh (2020) that the current preferences of patients with dementia should sometimes supersede those patients’ advance directives. We also agree that consensus clinical ethics guidance does a poor job of explaining the moral value of such patients’ preferences. Furthermore, Walsh correctly notes that clinicians are often averse to treating patients with dementia over their objections, and that this aversion reflects clinical wisdom that can inform revisions to clinical ethics guidance. But Walsh’s account of the moral value (...)
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  • On value-laden science.Zina B. Ward - 2021 - Studies in History and Philosophy of Science Part A 85:54-62.
    Philosophical work on values in science is held back by widespread ambiguity about how values bear on sci entific choices. Here, I disambiguate several ways in which a choice can be value-laden and show that this disambiguation has the potential to solve and dissolve philosophical problems about values in science. First, I characterize four ways in which values relate to choices: values can motivate, justify, cause, or be impacted by the choices we make. Next, I put my proposed taxonomy to (...)
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  • No one solution to the “new demarcation problem”?: A view from the trenches.Wendy E. Wagner - 2022 - Studies in History and Philosophy of Science Part A 92 (C):177-185.
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  • Epistemic Priority or Aims of Research? A Critique of Lexical Priority of Truth in Regulatory Science.Joby Verghese - 2022 - Croatian Journal of Philosophy 22 (64):21-37.
    A general criterion for distinguishing between epistemic and non-epistemic values is that the former promotes the attainment of truth whereas the latter does not. Daniel Steel is a proponent of this criterion, although it was initially proposed by McMullin. There are at least two consequences of this criterion; it always prioritizes epistemic values over non-epistemic values in scientific research, and it overlooks the diverse aims of science, especially the aims of regulatory or policy-oriented science. This criterion assumes the lexical priority (...)
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  • Philosophical import of non-epistemic values in clinical trials and data interpretation.Joby Varghese - 2019 - History and Philosophy of the Life Sciences 41 (2):14.
    In this essay, I argue that at least in two phases of pharmaceutical research, especially while assessing the adequacy of the accumulated data and its interpretation, the influence of non-epistemic values is necessary. I examine a specific case from the domain of pharmaceutical research and demonstrate that there are multiple competing sets of values which may legitimately or illegitimately influence different phases of the inquiry. In such cases, the choice of the appropriate set of values—epistemic as well as non-epistemic—should be (...)
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  • Objectivity for the research worker.Noah van Dongen & Michał Sikorski - 2021 - European Journal for Philosophy of Science 11 (3):1-25.
    In the last decade, many problematic cases of scientific conduct have been diagnosed; some of which involve outright fraud others are more subtle. These and similar problems can be interpreted as caused by lack of scientific objectivity. The current philosophical theories of objectivity do not provide scientists with conceptualizations that can be effectively put into practice in remedying these issues. We propose a novel way of thinking about objectivity for individual scientists; a negative and dynamic approach.We provide a philosophical conceptualization (...)
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  • Coupled Ethical-Epistemic Analysis as a Tool for Environmental Science.Sean A. Valles, Michael O’Rourke & Zachary Piso - 2019 - Ethics, Policy and Environment 22 (3):267-286.
    This paper presents a new model for how to jointly analyze the ethical and evidentiary dimensions of environmental science cases, with an eye toward making science more participatory and publically...
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  • Book symposium on expertise: Philosophical reflections by Evan Selinger automatic press/vip, vince inc. Press 2011.Stephen Turner, William Rehg, Heather Douglas & Evan Selinger - 2013 - Philosophy and Technology 26 (1):93-109.
  • Treatment Effectiveness and the Russo–Williamson Thesis, EBM+, and Bradford Hill's Viewpoints.Steven Tresker - 2022 - International Studies in the Philosophy of Science 34 (3):131-158.
    Establishing the effectiveness of medical treatments is one of the most important aspects of medical practice. Bradford Hill's viewpoints play an important role in inferring causality in medicine,...
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  • Non-cognitive Values and Methodological Learning in the Decision-Oriented Sciences.Oliver Todt & José Luis Luján - 2017 - Foundations of Science 22 (1):215-234.
    The function and legitimacy of values in decision making is a critically important issue in the contemporary analysis of science. It is particularly relevant for some of the more application-oriented areas of science, specifically decision-oriented science in the field of regulation of technological risks. Our main objective in this paper is to assess the diversity of roles that non-cognitive values related to decision making can adopt in the kinds of scientific activity that underlie risk regulation. We start out, first, by (...)
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  • Modelling Beyond Application: Epistemic and Non-epistemic Values in Modern Science.Ekaterina Svetlova - 2014 - International Studies in the Philosophy of Science 28 (1):79-98.
    In recent years, philosophers of science have begun to realize that the clear separation of the creation of models in academia and the application of models outside science is not possible. When these philosophers address hybrid contexts in which science is entwined with policy, business, and other realms of society, these often practically oriented realms no longer represent ‘the surroundings’ of science but rather are considered an essential part of it. I argue—and demonstrate empirically—that the judgement of a theory or (...)
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  • Understanding from Machine Learning Models.Emily Sullivan - 2022 - British Journal for the Philosophy of Science 73 (1):109-133.
    Simple idealized models seem to provide more understanding than opaque, complex, and hyper-realistic models. However, an increasing number of scientists are going in the opposite direction by utilizing opaque machine learning models to make predictions and draw inferences, suggesting that scientists are opting for models that have less potential for understanding. Are scientists trading understanding for some other epistemic or pragmatic good when they choose a machine learning model? Or are the assumptions behind why minimal models provide understanding misguided? In (...)
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  • Inductive Risk, Understanding, and Opaque Machine Learning Models.Emily Sullivan - 2022 - Philosophy of Science 89 (5):1065-1074.
    Under what conditions does machine learning (ML) model opacity inhibit the possibility of explaining and understanding phenomena? In this article, I argue that nonepistemic values give shape to the ML opacity problem even if we keep researcher interests fixed. Treating ML models as an instance of doing model-based science to explain and understand phenomena reveals that there is (i) an external opacity problem, where the presence of inductive risk imposes higher standards on externally validating models, and (ii) an internal opacity (...)
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  • Pursuitworthiness in urgent research: Lessons on well-ordered science from sustainability science.Milutin Stojanovic - 2023 - Studies in History and Philosophy of Science Part A 98 (C):49-61.
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  • 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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