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  1. The Risk GP Model: The standard model of prediction in medicine.Jonathan Fuller & Luis J. Flores - 2015 - Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences 54:49-61.
    With the ascent of modern epidemiology in the Twentieth Century came a new standard model of prediction in public health and clinical medicine. In this article, we describe the structure of the model. The standard model uses epidemiological measures-most commonly, risk measures-to predict outcomes (prognosis) and effect sizes (treatment) in a patient population that can then be transformed into probabilities for individual patients. In the first step, a risk measure in a study population is generalized or extrapolated to a target (...)
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  • Reduction in the Biomedical Sciences.Holly K. Andersen - 2016 - In Miriam Solomon, Jeremy R. Simon & Harold Kincaid (eds.), The Routledge Companion to Philosophy of Medicine. New York, NY: Routledge.
    This chapter discusses several kinds of reduction that are often found in the biomedical sciences, in contrast to reduction in fields such as physics. This includes reduction as a methodological assumption for how to investigate phenomena like complex diseases, and reduction as a conceptual tool for relating distinct models of the same phenomenon. The case of Parkinson’s disease illustrates a wide variety of ways in which reductionism is an important tool in medicine.
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  • Philosophical controversies in the evaluation of medical treatments : With a focus on the evidential roles of randomization and mechanisms in Evidence-Based Medicine.Alexander Mebius - 2015 - Dissertation, Kth Royal Institute of Technology
    This thesis examines philosophical controversies surrounding the evaluation of medical treatments, with a focus on the evidential roles of randomised trials and mechanisms in Evidence-Based Medicine. Current 'best practice' usually involves excluding non-randomised trial evidence from systematic reviews in cases where randomised trials are available for inclusion in the reviews. The first paper challenges this practice and evaluates whether adding of evidence from non-randomised trials might improve the quality and precision of some systematic reviews. The second paper compares the alleged (...)
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  • Philosophy, medicine and health care – where we have come from and where we are going.Michael Loughlin, Robyn Bluhm, Jonathan Fuller, Stephen Buetow, Ross E. G. Upshur, Kirstin Borgerson, Maya J. Goldenberg & Elselijn Kingma - 2014 - Journal of Evaluation in Clinical Practice 20 (6):902-907.
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  • Corroborating evidence‐based medicine.Alexander Mebius - 2014 - Journal of Evaluation in Clinical Practice 20 (6):915-920.
    Proponents of evidence-based medicine have argued convincingly for applying this scientific method to medicine. However, the current methodological framework of the EBM movement has recently been called into question, especially in epidemiology and the philosophy of science. The debate has focused on whether the methodology of randomized controlled trials provides the best evidence available. This paper attempts to shift the focus of the debate by arguing that clinical reasoning involves a patchwork of evidential approaches and that the emphasis on evidence (...)
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  • Reason and value: making reasoning fit for practice.Michael Loughlin, Robyn Bluhm, Stephen Buetow, Ross E. G. Upshur, Maya J. Goldenberg, Kirstin Borgerson, Vikki Entwistle & Elselijn Kingma - 2012 - Journal of Evaluation in Clinical Practice 18 (5):929-937.
    Editors' introduction to 3rd thematic issue on philosophy of medicine.
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  • Expanding the notion of mechanism to further understanding of biopsychosocial disorders? Depression and medically-unexplained pain as cases in point.Jan Pieter Konsman - 2024 - Studies in History and Philosophy of Science Part A 103 (C):123-136.
    Evidence-Based Medicine has little consideration for mechanisms and philosophers of science and medicine have recently made pleas to increase the place of mechanisms in the medical evidence hierarchy. However, in this debate the notions of mechanisms seem to be limited to 'mechanistic processes' and 'complex-systems mechanisms,' understood as 'componential causal systems'. I believe that this will not do full justice to how mechanisms are used in biological, psychological and social sciences and, consequently, in a more biopsychosocial approach to medicine. Here, (...)
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  • Why adoption of causal modeling methods requires some metaphysics.Holly Andersen - 2024 - In Federica Russo & Phyllis Illari (eds.), The Routledge handbook of causality and causal methods. New York, NY: Routledge.
    I highlight a metaphysical concern that stands in the way of more widespread adoption of causal modeling techniques such as causal Bayes nets. Researchers in some fields may resist adoption due to concerns that they don't 'really' understand what they are saying about a system when they apply such techniques. Students in these fields are repeated exhorted to be cautious about application of statistical techniques to their data without a clear understanding of the conditions required for those techniques to yield (...)
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  • The failure of drug repurposing for COVID-19 as an effect of excessive hypothesis testing and weak mechanistic evidence.Mariusz Maziarz & Adrian Stencel - 2022 - History and Philosophy of the Life Sciences 44 (4):1-26.
    The current strategy of searching for an effective treatment for COVID-19 relies mainly on repurposing existing therapies developed to target other diseases. Conflicting results have emerged in regard to the efficacy of several tested compounds but later results were negative. The number of conducted and ongoing trials and the urgent need for a treatment pose the risk that false-positive results will be incorrectly interpreted as evidence for treatments’ efficacy and a ground for drug approval. Our purpose is twofold. First, we (...)
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  • Evidence of effectiveness.Jacob Stegenga - 2022 - Studies in History and Philosophy of Science Part A 91 (C):288-295.
    There are two competing views regarding the role of mechanistic knowledge in inferences about the effectiveness of interventions. One view holds that inferences about the effectiveness of interventions should be based only on data from population-level studies (often statistical evidence from randomised trials). The other view holds that such inferences must be based in part on mechanistic evidence. The competing views are local principles of inference, the plausibility of which can be assessed by a more general normative principle of inference. (...)
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  • Epistemological and Ethical Aspects of Time in Scientific Research.Daria Jadreškić - 2020 - Dissertation, Leibniz University Hannover
    This dissertation explores the influence of time constraints on different research practices. The first two parts present case studies, which serve as a basis for discussing the epistemological and ethical implications of temporal limitations in scientific research. Part I is a case study on gravitational wave research, conducted by the LIGO Scientific Collaboration. This exemplifies fundamental research – without immediate societal applications, open-ended in terms of timeline and in terms of research goals. It is based, in part, on qualitative interviews (...)
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  • Mechanisms in clinical practice: use and justification.Mark R. Tonelli & Jon Williamson - 2020 - Medicine, Health Care and Philosophy 23 (1):115-124.
    While the importance of mechanisms in determining causality in medicine is currently the subject of active debate, the role of mechanistic reasoning in clinical practice has received far less attention. In this paper we look at this question in the context of the treatment of a particular individual, and argue that evidence of mechanisms is indeed key to various aspects of clinical practice, including assessing population-level research reports, diagnostic as well as therapeutic decision making, and the assessment of treatment effects. (...)
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  • Broadening the scope of our understanding of mechanisms: lessons from the history of the morning-after pill.Christopher ChoGlueck - 2021 - Synthese 198 (3):2223-2252.
    Philosophers of science and medicine now aspire to provide useful, socially relevant accounts of mechanism. Existing accounts have forged the path by attending to mechanisms in historical context, scientific practice, the special sciences, and policy. Yet, their primary focus has been on more proximate issues related to therapeutic effectiveness. To take the next step toward social relevance, we must investigate the challenges facing researchers, clinicians, and policy makers involving values and social context. Accordingly, we learn valuable lessons about the connections (...)
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  • What Counts as 'What Works': Expertise, Mechanisms and Values in Evidence-Based Medicine.Sarah Wieten - 2018 - Dissertation, Durham University
    My doctoral project is a study of epistemological and ethical issues in Evidence-Based Medicine, a movement in medicine which emphasizes the use of randomized controlled trials. Much of the research on EBM suggests that, for a large part of the movement's history, EBM considered expertise, mechanisms, and values to be forces contrary to its goals and has sought to remove them, both from medical research and from the clinical encounter. I argue, however, that expertise, mechanisms and values have important epistemological (...)
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  • Explanation, understanding, objectivity and experience.Michael Loughlin, Robyn Bluhm, Drozdstoj S. Stoyanov, Stephen Buetow, Ross E. G. Upshur, Kirstin Borgerson, Maya J. Goldenberg & Elselijn Kingma - 2013 - Journal of Evaluation in Clinical Practice 19 (3):415-421.
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  • Evidence-based Medicine and Mechanistic Evidence: The Case of the Failed Rollout of Efavirenz in Zimbabwe.Andrew Park, Daniel Steel & Elicia Maine - 2023 - Journal of Medicine and Philosophy 48 (4):348-358.
    Evidence-based medicine (EBM) has long deemphasized mechanistic reasoning and pathophysiological rationale in assessing the effectiveness of interventions. The EBM+ movement has challenged this stance, arguing that evidence of mechanisms and comparative studies should both be seen as necessary and complementary. Advocates of EBM+ provide a combination of theoretical arguments and examples of mechanistic reasoning in medical research. However, EBM+ proponents have not provided recent examples of how downplaying mechanistic reasoning resulted in worse medical results than would have occurred otherwise. Such (...)
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  • Philosophy of Science Can Prevent Manslaughter.Andreas De Block, Pierre Delaere & Kristien Hens - 2022 - Journal of Bioethical Inquiry 19 (4):537-543.
    In September 2020, the surgeon Paulo Macchiarini, who used stem cell technology to enable the transplants of artificial and donor trachea, was charged with aggravated assault in Sweden. In this comment, we argue that the Ethics Council of the Karolinska Institute should have considered issues from philosophy of science when they were brought to their attention, rather than dismiss them as irrelevant to research ethics. We demonstrate how conceptual issues of a philosophy-of-science-kind about clinical research and medical practice should be (...)
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  • The Virtues and Limitations of Randomized Experiments.Tudor M. Baetu - 2022 - Acta Analytica 37 (4):453-470.
    Despite the consensus promoted by the evidence-based medicine framework, many authors continue to express doubts about the superiority of randomized controlled trials. This paper evaluates four objections targeting the legitimacy, feasibility, and extrapolation problems linked to the experimental practice of random allocation. I argue that random allocation is a methodologically sound and feasible practice contributing to the internal validity of controlled experiments dealing with heterogeneous populations. I emphasize, however, that random allocation is solely designed to ensure the validity of causal (...)
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  • Philosophical Aspects of Evidence and Methodology in Medicine.Jesper Jerkert - 2021 - Dissertation, Royal Institute of Technology, Stockholm
    The thesis consists of an introduction and five papers. The introduction gives a brief historical survey of empirical investigations into the effectiveness of medicinal interventions, as well as surveys of the concept of evidence and of the history and philosophy of experiments. The main ideas of the EBM movement are also presented. Paper I: Concerns have been raised that clinical trials do not offer reliable evidence for some types of treatment, in particular for highly individualised treatments, for example traditional homeopathy. (...)
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  • The Causal Explanatory Functions of Medical Diagnoses.Hane Htut Maung - 2017 - Theoretical Medicine and Bioethics 38 (1):41-59.
    Diagnoses in medicine are often taken to serve as explanations of patients’ symptoms and signs. This article examines how they do so. I begin by arguing that although some instances of diagnostic explanation can be formulated as covering law arguments, they are explanatory neither in virtue of their argumentative structures nor in virtue of general regularities between diagnoses and clinical presentations. I then consider the theory that medical diagnoses explain symptoms and signs by identifying their actual causes in particular cases. (...)
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  • Philosophical Issues in Medical Intervention Research.Jesper Jerkert - 2015 - Dissertation, Royal Institute of Technology, Stockholm
    The thesis consists of an introduction and two papers. In the introduction a brief historical survey of empirical investigations into the effectiveness of medicinal interventions is given. Also, the main ideas of the EBM movement are presented. Both included papers can be viewed as investigations into the reasonableness of EBM and its hierarchies of evidence. Paper I: Typically, in a clinical trial patients with specified symptoms are given either of two or more predetermined treatments. Health endpoints in these groups are (...)
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  • AI models and the future of genomic research and medicine: True sons of knowledge?Harald König, Daniel Frank, Martina Baumann & Reinhard Heil - 2021 - Bioessays 43 (10):2100025.
    The increasing availability of large‐scale, complex data has made research into how human genomes determine physiology in health and disease, as well as its application to drug development and medicine, an attractive field for artificial intelligence (AI) approaches. Looking at recent developments, we explore how such approaches interconnect and may conflict with needs for and notions of causal knowledge in molecular genetics and genomic medicine. We provide reasons to suggest that—while capable of generating predictive knowledge at unprecedented pace and scale—if (...)
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  • (1 other version)Research problems and methods in the philosophy of medicine.Michael Loughlin, Robyn Bluhm & Mona Gupta - 2017 - In .
    Philosophy of medicine encompasses a broad range of methodological approaches and theoretical perspectives—from the uses of statistical reasoning and probability theory in epidemiology and evidence-based medicine to questions about how to recognize the uniqueness of individual patients in medical humanities, person-centered care, and values-based practice; and from debates about causal ontology to questions of how to cultivate epistemic and moral virtue in practice. Apart from being different ways of thinking about medical practices, do (and should) these different philosophical approaches have (...)
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  • Drug Labels and Reproductive Health: How Values and Gender Norms Shape Regulatory Science at the FDA.Christopher ChoGlueck - 2019 - Dissertation, Indiana University
    The US Food and Drug Administration (FDA) is fraught with controversies over the role of values and politics in regulatory science, especially with drugs in the realm of reproductive health. Philosophers and science studies scholars have investigated the ways in which social context shapes medical knowledge through value judgments, and feminist scholars and activists have criticized sexism and injustice in reproductive medicine. Nonetheless, there has been no systematic study of values and gender norms in FDA drug regulation. I focus on (...)
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  • Experiential knowledge in clinical medicine: use and justification.Mark R. Tonelli & Devora Shapiro - 2020 - Theoretical Medicine and Bioethics 41 (2):67-82.
    Within the evidence-based medicine construct, clinical expertise is acknowledged to be both derived from primary experience and necessary for optimal medical practice. Primary experience in medical practice, however, remains undervalued. Clinicians’ primary experience tends to be dismissed by EBM as unsystematic or anecdotal, a source of bias rather than knowledge, never serving as the “best” evidence to support a clinical decision. The position that clinical expertise is necessary but that primary experience is untrustworthy in clinical decision-making is epistemically incoherent. Here (...)
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  • Causal knowledge in evidence-based medicine. In reply to Kerry et al.'s causation and evidence-based practice: an ontological review.Anders Strand & Veli-Pekka Parkkinen - 2014 - Journal of Evaluation in Clinical Practice 20 (6):981-984.
    Kerry et al. criticize our discussion of causal knowledge in evidence-based medicine (EBM) and our assessment of the relevance of their dispositionalist ontology for EBM. Three issues need to be addressed in response: (1) problems concerning transfer of causal knowledge across heterogeneous contexts; (2) how predictions about the effects of individual treatments based on population-level evidence from RCTs are fallible; and (3) the relevance of ontological theories like dispositionalism for EBM.
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  • COVID-19 and the problem of clinical knowledge.Jeremy R. Simon - 2021 - History and Philosophy of the Life Sciences 43 (2):1-5.
    COVID-19 presents many challenges, both clinical and philosophical. In this paper we discuss a major lacuna that COVID-19 revealed in our philosophy and understanding of medicine. Whereas we have some understanding of how physician-scientists interrogate the world to learn more about medicine, we do not understand the epistemological costs and benefits of the various ways clinicians acquire new knowledge in their fields. We will also identify reasons this topic is important both when the world is facing a pandemic and when (...)
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  • (1 other version)Science and proven experience : a Swedish variety of evidence based medicine and a way to better risk analysis?Johannes Persson, Niklas Vareman, Annika Wallin, Lena Wahlberg & Nils-Eric Sahlin - forthcoming - Journal of Risk Research.
    A key question for evidence-based medicine is how best to model the way in which EBM should‘[integrate] individual clinical expertise and the best external evidence’. We argue that the formulations and models available in the literature today are modest variations on a common theme and face very similar problems when it comes to risk analysis, which is here understood as a decision procedure comprising a factual assessment of risk, the risk assessment, and the decision what to do based on this (...)
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  • Mechanistic Explanation in Systems Biology: Cellular Networks.Dana Matthiessen - 2017 - British Journal for the Philosophy of Science 68 (1):1-25.
    It is argued that once biological systems reach a certain level of complexity, mechanistic explanations provide an inadequate account of many relevant phenomena. In this article, I evaluate such claims with respect to a representative programme in systems biological research: the study of regulatory networks within single-celled organisms. I argue that these networks are amenable to mechanistic philosophy without need to appeal to some alternate form of explanation. In particular, I claim that we can understand the mathematical modelling techniques of (...)
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  • Research gaps in the philosophy of evidence‐based medicine.Alexander Mebius, Ashley Graham Kennedy & Jeremy Howick - 2016 - Philosophy Compass 11 (11):757-771.
    Increasing philosophical attention is being directed to the rapidly growing discipline of evidence-based medicine. Philosophical discussions of EBM, however, remain narrowly focused on randomization, mechanisms, and the sociology of EBM. Other aspects of EBM have been all but ignored, including the nature of clinical reasoning and the question of whether it can be standardized; the application of EBM principles to the logic, value, and ethics of diagnosis and prognosis; evidence synthesis ; and the nature and ethics of placebo controls. Philosophical (...)
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  • Evidence for personalised medicine: mechanisms, correlation, and new kinds of black box.Mary Jean Walker, Justin Bourke & Katrina Hutchison - 2019 - Theoretical Medicine and Bioethics 40 (2):103-121.
    Personalised medicine has been discussed as a medical paradigm shift that will improve health while reducing inefficiency and waste. At the same time, it raises new practical, regulatory, and ethical challenges. In this paper, we examine PM strategies epistemologically in order to develop capacities to address these challenges, focusing on a recently proposed strategy for developing patient-specific models from induced pluripotent stem cells so as to make individualised treatment predictions. We compare this strategy to two main PM strategies—stratified medicine and (...)
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  • Methodological Strategies in Microbiome Research and their Explanatory Implications.Maureen A. O’Malley & Derek J. Skillings - 2018 - Perspectives on Science 26 (2):239-265.
    . Early microbiome research found numerous associations between microbial community patterns and host physiological states. These findings hinted at community-level explanations. “Top-down” experiments, working with whole communities, strengthened these explanatory expectations. Now, “bottom-up” mechanism-seeking approaches are dissecting communities to focus on specific microbes carrying out particular biochemical activities. To understand the interplay between methodological and explanatory scales, we examine claims of “dysbiosis,” when host illness is proposed as the consequence of a community state. Our analysis concludes with general observations about (...)
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  • Extrapolation and the Russo–Williamson thesis.Michael Wilde & Veli-Pekka Parkkinen - 2019 - Synthese 196 (8):3251-3262.
    A particular tradition in medicine claims that a variety of evidence is helpful in determining whether an observed correlation is causal. In line with this tradition, it has been claimed that establishing a causal claim in medicine requires both probabilistic and mechanistic evidence. This claim has been put forward by Federica Russo and Jon Williamson. As a result, it is sometimes called the Russo–Williamson thesis. In support of this thesis, Russo and Williamson appeal to the practice of the International Agency (...)
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  • (1 other version)Science and proven experience : a Swedish variety of evidence-based medicine?Johannes Persson, Niklas Vareman, Annika Wallin, Lena Wahlberg & Nils-Eric Sahlin - unknown
    A key question for evidence-based medicine is how best to model the way in which EBM should “[integrate] individual clinical expertise and the best external evidence”. We argue that the formulations and models available in the literature today are modest variations on a common theme and face very similar problems. For example, both the early and updated models of evidence-based clinical decisions presented in Haynes, Devereaux and Guyatt assume that EBM consists of, among other things, evidence from clinical research and (...)
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  • Bioethics: Shaping Medical Practice and Taking Diversity Seriously.Mark J. Cherry - 2023 - Journal of Medicine and Philosophy 48 (4):313-321.
    Bioethics functions within a world of deep moral pluralism; a universe of discourse debating ethical analysis, public policy, and clinical practice in which a common, generally accepted morality does not exist. While religious thinkers are often approached within a hermeneutic of suspicion for assuming moral standards that cannot be justified in rational terms, secular bioethicists routinely find themselves in exactly the same intellectual predicament. That ethical theory, proposed values, or normative content is secular, that it does not invoke God or (...)
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  • Physiological mechanisms and epidemiological research.Robyn Bluhm - 2013 - Journal of Evaluation in Clinical Practice 19 (3):422 - 426.
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  • Negative mechanistic reasoning in medical intervention assessment.Jesper Jerkert - 2015 - Theoretical Medicine and Bioethics 36 (6):425-437.
    Traditionally, mechanistic reasoning has been assigned a negligible role in standard EBM literature, although some recent authors have argued for an upgrade. Even so, the mechanistic reasoning that has received attention has almost exclusively been positive—both in an epistemic sense of claiming that there is a mechanistic chain and in a health-related sense of there being claimed benefits for the patient. Negative mechanistic reasoning has been neglected, both in the epistemic and in the health-related sense. I distinguish three main types (...)
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