Results for 'David S. Wendler'

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  1.  9
    Time to Stop Worrying about the Therapeutic Misconception.David S. Wendler - 2012 - Journal of Clinical Ethics 23 (3):272-287.
    Work on the therapeutic misconception suggests that investigators should ensure that potential research subjects understand the fundamental differences between clinical research and clinical care. Yet, what potential research subjects should understand depends on their circumstances and the study in question. This analysis implies that researchers and review committees should stop attempting to define, measure, and dispel the therapeutic misconception, and instead should focus on what potential subjects should understand to participate in individual studies.
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  2.  12
    How Can Medical Training and Informed Consent Be Reconciled with Volume-Outcome Data?David S. Wendler & Seema Shah - 2006 - Journal of Clinical Ethics 17 (2):149-157.
  3.  2
    Problems with the Consensus Definition of the Therapeutic Misconception.David S. Wendler - 2013 - Journal of Clinical Ethics 24 (4):387-394.
    In a previous article, I attempted to assess the likely impact of the most prominent versions of the therapeutic misconception (TM) on research subjects’ informed consent. I concluded that the TM is not nearly as significant a concern as is commonly thought, and that focusing on it is more likely to undermine than promote research subjects’ informed consent.A recent commentary rejects these conclusions, as least as they pertain to the “consensus” definition of the TM. The authors of the commentary argue (...)
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  4.  2
    The Ethics of Research in Lower Income Countries: Double Standards Are Not the Problem.David S. Wendler - 2017 - Journal of Clinical Ethics 28 (3):239-246.
    Discussion of the ethics of clinical trials in lower income countries has been dominated by concern over double standards. Most prominently, clinical trials of interventions that are less effective than the worldwide best treatment methods typically are not permitted in higher income countries. Commentators conclude that permitting such trials in lower income countries involves an ethical double standard. Despite significant attention to this concern, and its influence over prominent guidelines for research in lower income countries, there has been little analysis (...)
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  5.  76
    Broad Consent for Research With Biological Samples: Workshop Conclusions.Christine Grady, Lisa Eckstein, Ben Berkman, Dan Brock, Robert Cook-Deegan, Stephanie M. Fullerton, Hank Greely, Mats G. Hansson, Sara Hull, Scott Kim, Bernie Lo, Rebecca Pentz, Laura Rodriguez, Carol Weil, Benjamin S. Wilfond & David Wendler - 2015 - American Journal of Bioethics 15 (9):34-42.
    Different types of consent are used to obtain human biospecimens for future research. This variation has resulted in confusion regarding what research is permitted, inadvertent constraints on future research, and research proceeding without consent. The National Institutes of Health Clinical Center's Department of Bioethics held a workshop to consider the ethical acceptability of addressing these concerns by using broad consent for future research on stored biospecimens. Multiple bioethics scholars, who have written on these issues, discussed the reasons for consent, the (...)
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  6.  30
    Adolescent research participants' descriptions of medical research.Christine Grady, Isabella Nogues, Lori Wiener, Benjamin S. Wilfond & David Wendler - 2016 - AJOB Empirical Bioethics 7 (1):1-7.
    abstractBackground: Evidence shows both a tendency for research participants to conflate research and clinical care and a limited public understanding of research. Conflation of research and care by participants is often referred to as the therapeutic misconception. Despite this evidence, few studies have explicitly asked participants, and especially minors, to explain what they think research is and how they think it differs from regular medical care. Methods: As part of a longer semistructured interview evaluating assent and parental permission for research, (...)
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  7.  34
    Enhancing Research Quality with Updated and Controversial Ethical Issues: Summary and Recommendations.Jaranit Kaewkungwal, Pornpimon Adams, Jetsumon Sattabongkot, Kenji Matsui, Calvin Wai-Loon Ho, David S. Wendler & Reidar Lie - 2017 - Asian Bioethics Review 9 (1-2):157-167.
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  8.  43
    Risk Standards for Pediatric Research: Rethinking the Grimes Ruling.David Wendler - 2004 - Kennedy Institute of Ethics Journal 14 (2):187-198.
    In Grimes v. Kennedy Krieger Institute (KKI), the Maryland Court of Appeals, while noting that U.S. federal regulations include risk standards for pediatric research, endorses its own risk standards. The Grimes case has implications for the debate over whether the minimal risk standard should be interpreted based on the risks in the daily lives of most children (the objective interpretation) or the risks in the daily lives of the children who will be enrolled in a given study (the subjective interpretation). (...)
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  9.  16
    Nonbeneficial research with individuals who cannot consent: is it ethically better to enroll healthy or affected individuals?David Wendler, Seema Shah, Amy Whittle & Benjamin S. Wilfond - 2002 - IRB: Ethics & Human Research 25 (4):1-4.
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  10.  54
    Should children decide whether they are enrolled in nonbeneficial research?David Wendler & Seema Shah - 2003 - American Journal of Bioethics 3 (4):1 – 7.
    The U.S. federal regulations require investigators conducting nonbeneficial research to obtain the assent of children who are capable of providing it. Unfortunately, there has been no analysis of which children are capable of assent or even what abilities ground the capacity to give assent. Why should investigators be required to obtain the positive agreement of some children, but not others, before enrolling them in research that does not offer a compensating potential for direct benefit? We argue that the scope of (...)
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  11.  52
    Treatment Decision Making for Incapacitated Patients: Is Development and Use of a Patient Preference Predictor Feasible?Annette Rid & David Wendler - 2014 - Journal of Medicine and Philosophy 39 (2):130-152.
    It has recently been proposed to incorporate the use of a “Patient Preference Predictor” (PPP) into the process of making treatment decisions for incapacitated patients. A PPP would predict which treatment option a given incapacitated patient would most likely prefer, based on the individual’s characteristics and information on what treatment preferences are correlated with these characteristics. Including a PPP in the shared decision-making process between clinicians and surrogates has the potential to better realize important ethical goals for making treatment decisions (...)
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  12.  73
    Should protections for research with humans who cannot consent apply to research with nonhuman primates?David Wendler - 2014 - Theoretical Medicine and Bioethics 35 (2):157-173.
    Research studies and interventions sometimes offer potential benefits to subjects that compensate for the risks they face. Other studies and interventions, which I refer to as “nonbeneficial” research, do not offer subjects a compensating potential for benefit. These studies and interventions have the potential to exploit subjects for the benefit of others, a concern that is especially acute when investigators enroll individuals who are unable to give informed consent. US regulations for research with human subjects attempt to address this concern (...)
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  13.  43
    Risk standards for pediatric research: Rethinking the.David Wendler - 2004 - Kennedy Institute of Ethics Journal 14 (2):187-198.
    : In Grimes v. Kennedy Krieger Institute (KKI), the Maryland Court of Appeals, while noting that U.S. federal regulations include risk standards for pediatric research, endorses its own risk standards. The Grimes case has implications for the debate over whether the minimal risk standard should be interpreted based on the risks in the daily lives of most children (the objective interpretation) or the risks in the daily lives of the children who will be enrolled in a given study (the subjective (...)
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  14.  36
    Must research participants understand randomization?David Wendler - 2009 - American Journal of Bioethics 9 (2):3 – 8.
    In standard medical care, physicians select treatments for patients based on clinical judgment, considering which treatment is best for the individual patient, given the patient's history and circumstances. In contrast, investigators conducting randomized clinical trials select treatments for participants based on a random selection process. Because this process represents a significant departure from the norms of standard medical care, it is widely assumed that potential research participants must understand randomization to give valid informed consent. This assumption, together with data that (...)
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  15.  27
    Interpretation of the Subjects' Condition Requirement: A Legal Perspective.Seema Shah & David Wendler - 2010 - Journal of Law, Medicine and Ethics 38 (2):365-373.
    The U.S. Federal regulations allow institutional review boards (IRBs) to approve non-beneficial pediatric research when the risks are a minor increase over minimal, provided that the research is likely to develop generalizable knowledge about the subjects' disorder or condition. This “subjects' condition” requirement is quite controversial; commentators have argued for a variety of interpretations. Despite this considerable disagreement in the literature, there have not been any attempts to apply principles of legal interpretation to determine how the subjects' condition requirement should (...)
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  16.  40
    The Theory and Practice of Surrogate Decision‐Making.David Wendler - 2017 - Hastings Center Report 47 (1):29-31.
    When a patient lacks decision-making capacity and has not left a clear advance directive, there is now widespread agreement that patient-designated and next-of-kin surrogates should implement substituted judgment within a process of shared decision-making. Specifically, after discussing the “best scientific evidence available, as well as the patient's values, goals, and preferences” with the patient's clinicians, the patient-designated or next-of-kin surrogate should attempt to determine what decision the patient would have made in the circumstances. To the extent that this approach works, (...)
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  17. The Duty to Take Rescue Precautions.Tina Rulli & David Wendler - 2015 - Journal of Applied Philosophy 33 (3):240-258.
    There is much philosophical literature on the duty to rescue. Individuals who encounter and could save, at relatively little cost to themselves, a person at risk of losing life or limb are morally obligated to do so. Yet little has been said about the other side of the issue. There are cases in which the need for rescue could have been reasonably avoided by the rescuee. We argue for a duty to take rescue precautions, providing an account of the circumstances (...)
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  18.  97
    Innateness as an explanatory concept.David Wendler - 1996 - Biology and Philosophy 11 (1):89-116.
    Although many of the issues surrounding innateness have received a good deal of attention lately, the basic concept of token innateness has been largely ignored. In the present paper, I try to correct this imbalance by offering an account of the innateness of token traits. I begin by explaining Stephen Stich's account of token innateness and offering a counterexample to that account. I then clarify why the contemporary biological approaches to innateness will not be able to resolve the problems that (...)
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  19.  20
    A Response to Commentators on "Should Children Decide Whether They Are Enrolled in Nonbeneficial Research?".David Wendler & Seema Shah - 2003 - American Journal of Bioethics 3 (4):37-38.
    The U.S. federal regulations require investigators conducting nonbeneficial research to obtain the assent of children who are capable of providing it. Unfortunately, there has been no analysis of which children are capable of assent or even what abilities ground the capacity to give assent. Why should investigators be required to obtain the positive agreement of some children, but not others, before enrolling them in research that does not offer a compensating potential for direct benefit? We argue that the scope of (...)
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  20.  8
    Locating the Source(s) of the Social Value Requirement(s).David Wendler - 2018 - Hastings Center Report 48 (6):33-35.
    In this issue of the Hastings Center Report, Danielle Wenner looks at a few prominent analyses of the social value requirement for clinical research, claiming that they are all based on what she calls a transactional model of research ethics. She argues that the transactional model fails to provide a secure foundation for the social value requirement, and then, appealing to John Rawls, she argues that a more secure foundation lies in the principles of social justice. Wenner's attempt to locate (...)
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  21.  12
    Challenging the Sanctity of Donorism: Patient Tissue Providers as Payment-Worthy Contributors.Rebecca A. Johnson & David Wendler - 2015 - Kennedy Institute of Ethics Journal 25 (3):291-333.
    Many research projects rely on human biological materials and some of these projects generate revenue. Recently, it has been argued that investigators have a moral claim to share in the revenue generated by these projects, whereas persons who provide the biological material have no such claim (Truog, Kesselheim, and Joffe 2012). In this paper, we critically analyze this view and offer a positive proposal for why tissue providers have a moral claim to benefit. Focusing on payment as a form of (...)
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  22.  3
    Informed Consent and Respecting Autonomy: What's a Signature Got to Do with It?David Wendler & Jonathan E. Rackoff - 2001 - IRB: Ethics & Human Research 23 (3):1.
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  23.  36
    A Test of ‘Utilitarianism for Animals, Kantianism for People’.David Wendler - 2021 - Journal of Moral Philosophy 18 (5):473-499.
    Many people believe that animals possess moral status, but human beings possess higher moral status than animals. To try to identify a theoretical basis for this view, Robert Nozick proposed Utilitarianism for Animals, Kantianism for People. The present manuscript evaluates Nozick’s proposal by identifying the tradeoffs in welfare that it permits in medical research with animals and assessing whether those tradeoffs are indeed permissible. This analysis suggests that at least some deontological side constraints apply to the treatment of sentient animals, (...)
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  24. A Guidebook To A Complex Land.David Wendler - 2010 - IRB: Ethics & Human Research 32 (2):19.
    Those involved in research with humans confront a host of ethical issues and a maze of regulations. James M. DuBois’s Ethics in Mental Health Research: Principles, Guidance, and Cases is here to help. The book covers a broad range of issues in research ethics, including informed consent, risks and benefits, privacy and confidentiality, and conflicts of interest. Thus, while the title focuses on mental health research, the book should also be of interest to individuals involved in other types of research (...)
     
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  25.  11
    Interpretation of the Subjects' Condition Requirement: A Legal Perspective.Seema Shah & David Wendler - 2010 - Journal of Law, Medicine and Ethics 38 (2):365-373.
    Clinical research with children generates special ethical concern, raising the need for additional protections beyond those for research with competent adults. Most guidelines permit research with children when it offers a prospect of direct benefit, or poses minimal risk. Unlike many other guidelines, the U.S. federal regulations also allow institutional review boards to approve pediatric research that does not offer a prospect of direct benefit when the risks are no greater than a minor increase over minimal risk. To approve research (...)
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  26.  13
    Distinguishing appropriate from inappropriate conditions on research participation.Robert Steel & David Wendler - 2023 - Bioethics 37 (2):135-145.
    Individuals do not have a right to participate in clinical trials. But, they do have a right against being denied participation for inappropriate reasons. Despite the widespread endorsement of these two claims, there has been little discussion regarding which conditions for participation in clinical trials are appropriate and which are inappropriate. The present manuscript attempts to address this gap in the literature. We first describe and then argue against the claim that conditions on enrollment or continued participation are appropriate only (...)
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  27. A framework for risk-benefit evaluations in biomedical research.Annette Rid & David Wendler - 2011 - Kennedy Institute of Ethics Journal 21 (2):141-179.
    One of the key ethical requirements for biomedical research is that it have an acceptable risk-benefit profile (Emanuel, Wendler, and Grady 2000). The International Conference of Harmonization guidelines mandate that clinical trials should be initiated and continued only if “the anticipated benefits justify the risks” (1996). Guidelines from the Council for International Organizations of Medical Sciences state that biomedical research is acceptable only if the “potential benefits and risks are reasonably balanced” (2002). U.S. federal regulations require that the “risks (...)
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  28.  29
    A New Ethical Framework for Assessing the Unique Challenges of Fetal Therapy Trials: Response to Commentaries.Saskia Hendriks, Christine Grady, David Wasserman, David Wendler, Diana W. Bianchi & Benjamin Berkman - 2022 - American Journal of Bioethics 22 (3):45-61.
    New fetal therapies offer important prospects for improving health. However, having to consider both the fetus and the pregnant woman makes the risk–benefit analysis of fetal therapy trials challenging. Regulatory guidance is limited, and proposed ethical frameworks are overly restrictive or permissive. We propose a new ethical framework for fetal therapy research. First, we argue that considering only biomedical benefits fails to capture all relevant interests. Thus, we endorse expanding the considered benefits to include evidence-based psychosocial effects of fetal therapies. (...)
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  29.  26
    A Personalized Patient Preference Predictor for Substituted Judgments in Healthcare: Technically Feasible and Ethically Desirable.Brian D. Earp, Sebastian Porsdam Mann, Jemima Allen, Sabine Salloch, Vynn Suren, Karin Jongsma, Matthias Braun, Dominic Wilkinson, Walter Sinnott-Armstrong, Annette Rid, David Wendler & Julian Savulescu - forthcoming - American Journal of Bioethics:1-14.
    When making substituted judgments for incapacitated patients, surrogates often struggle to guess what the patient would want if they had capacity. Surrogates may also agonize over having the (sole) responsibility of making such a determination. To address such concerns, a Patient Preference Predictor (PPP) has been proposed that would use an algorithm to infer the treatment preferences of individual patients from population-level data about the known preferences of people with similar demographic characteristics. However, critics have suggested that even if such (...)
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  30.  26
    Ethical issues in denial of church wedding based on couple’s hemoglobin genotype in Enugu, south eastern Nigeria.Euzebus C. Ezugwu, Pauline E. Osamor & David Wendler - 2019 - BMC Medical Ethics 20 (1):1-7.
    Background Sickle cell anemia is a major genetic disease with the greatest burden in sub-Saharan Africa. To try to help reduce this burden, some churches in Nigeria conduct premarital sickle cell hemoglobin screening and refuse to conduct weddings when both individuals are identified as carriers of sickle cell trait. Main body This paper explores the ethical challenges involved in such denials. We assess whether churches have the right to decline to marry adults who understand the risks and still prefer to (...)
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  31.  10
    Ethical issues in denial of church wedding based on couple’s hemoglobin genotype in Enugu, south eastern Nigeria.Euzebus C. Ezugwu, Pauline E. Osamor & David Wendler - 2019 - Bmc Medical Ethics 2019 20:1 20 (1):37.
    Sickle cell anemia is a major genetic disease with the greatest burden in sub-Saharan Africa. To try to help reduce this burden, some churches in Nigeria conduct premarital sickle cell hemoglobin screening and refuse to conduct weddings when both individuals are identified as carriers of sickle cell trait. This paper explores the ethical challenges involved in such denials. We assess whether churches have the right to decline to marry adults who understand the risks and still prefer to get married, and (...)
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  32.  44
    Research Benefits for Hypothetical HIV Vaccine Trials: The Views of Ugandans in the Rakai District.Christine Grady, Jennifer Wagman, Robert Ssekubugu, Maria J. Wawer, David Serwadda, Mohammed Kiddugavu, Fred Nalugoda, Ronald H. Gray, David Wendler, Qian Dong, Dennis O. Dixon, Bryan Townsend, Elizabeth Wahl & Ezekiel J. Emanuel - 2008 - IRB: Ethics & Human Research 30 (2):1.
    Controversy persists over the ethics of compensating research participants and providing posttrial benefits to communities in developing countries. Little is known about residents' views on these subjects. In this study, interviews about compensation and posttrial benefits from a hypothetical HIV vaccine trial were conducted in Uganda’s Rakai District. Most respondents said researchers owed the community posttrial benefits and research compensation, but opinions differed as to what these should be. Debates about posttrial benefits and compensation rarely include residents' views like these, (...)
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  33.  17
    A New Ethical Framework for Assessing the Unique Challenges of Fetal Therapy Trials: Response to Commentaries.Benjamin E. Berkman, Diana W. Bianchi, David Wendler, David Wasserman, Christine Grady & Saskia Hendriks - 2022 - American Journal of Bioethics 22 (3):W1-W3.
    New fetal therapies offer important prospects for improving health. However, having to consider both the fetus and the pregnant woman makes the risk–benefit analysis of fetal therapy trials challenging. Regulatory guidance is limited, and proposed ethical frameworks are overly restrictive or permissive. We propose a new ethical framework for fetal therapy research. First, we argue that considering only biomedical benefits fails to capture all relevant interests. Thus, we endorse expanding the considered benefits to include evidence-based psychosocial effects of fetal therapies. (...)
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  34.  17
    The Explanation Game: A Formal Framework for Interpretable Machine Learning.David S. Watson & Luciano Floridi - 2021 - In Josh Cowls & Jessica Morley (eds.), The 2020 Yearbook of the Digital Ethics Lab. Springer Verlag. pp. 109-143.
    We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealised explanation game in which players collaborate to find the best explanation for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal (...)
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  35. Analiz "Vvedeniia" Porfiriia.S. S. David, Porphyry & Arevshatian - 1976 - Izd-Vo an Armianskoi Ssr.
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  36. John Calvin and Virtue Ethics: Augustinian and Aristotelian Themes.David S. Sytsma - 2020 - Journal of Religious Ethics 48 (3):519-556.
    Many scholars have argued that the Protestant Reformation generally departed from virtue ethics, and this claim is often accepted by Protestant ethicists. This essay argues against such discontinuity by demonstrating John Calvin’s reception of ethical concepts from Augustine and Aristotle. Calvin drew on Augustine’s concept of eudaimonia and many aspects of Aristotle’s Nicomachean Ethics , including concepts of choice, habit, virtue as a mean, and the specific virtues of justice and prudence. Calvin also evaluated the problem of pagan virtue in (...)
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  37.  53
    Human lives: critical essays on consequentialist bioethics.David S. Oderberg & Jacqueline A. Laing (eds.) - 1997 - New York, N.Y.: St. Martin's Press.
    This is a series of essays critical of the utilitarian bioethics now dominating contemporary discussion. Analysing questions of moral theory as well as applied ethics this book aims to supply essays on matters as diverse as beginning and end-of-life issues as well as animal rights, the act-omission distinction and the principle of double effect in caring in medical ethics.
  38. Tolkovanie "Analitiki" Aristotelia Svodnyi Kriticheskii Tekst.S. S. David & Arevshatian - 1967 - Izd-Vo an Armianskoi Ssr.
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  39.  12
    Rights theory.David S. Oderberg - 2013 - In Gerald F. Gaus & Fred D'Agostino (eds.), The Routledge companion to social and political philosophy. New York: Routledge. pp. 375.
  40.  20
    Hippocampal function and interference.Matthew L. Shapiro & David S. Olton - 1994 - In D. Schacter & E. Tulving (eds.), Memory Systems. MIT Press. pp. 1994--87.
  41. Studies on Frege III: Logic and Semantics.David S. Shwayder (ed.) - 1976 - Stuttgart: Frommann-Holzboog.
     
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  42.  93
    Reconsidering Virtue: Differences of Perspective in Virtue Ethics and the Positive Social Sciences.David S. Bright, Bradley A. Winn & Jason Kanov - 2014 - Journal of Business Ethics 119 (4):445-460.
    This paper describes differences in two perspectives on the idea of virtue as a theoretical foundation for positive organizational ethics (POE). The virtue ethics perspective is grounded in the philosophical tradition, has classical roots, and focuses attention on virtue as a property of character. The positive social science perspective is a recent movement (e.g., positive psychology and positive organizational scholarship) that has implications for POE. The positive social science movement operationalizes virtue through an empirical lens that emphasizes virtuous behaviors. From (...)
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  43. The media and democracy : using democratic theory in journalism ethics.David S. Allen & Elizabeth Blanks Hindman - 2014 - In Wendy N. Wyatt (ed.), The ethics of journalism: individual, institutional and cultural influences. New York: I.B. Tauris.
     
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  44.  6
    Practical inferences.David S. Clarke - 1985 - Boston: Routledge and Kegan Paul.
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  45. Real Essentialism.David S. Oderberg - 2007 - New York: Routledge.
    _Real Essentialism_ presents a comprehensive defence of neo-Aristotelian essentialism. Do objects have essences? Must they be the kinds of things they are in spite of the changes they undergo? Can we know what things are really like – can we define and classify reality? Many, if not most, philosophers doubt this, influenced by centuries of empiricism, and by the anti-essentialism of Wittgenstein, Quine, Popper, and other thinkers. _Real Essentialism_ reinvigorates the tradition of realist, essentialist metaphysics, defending the reality and knowability (...)
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  46.  61
    The Amplifying and Buffering Effects of Virtuousness in Downsized Organizations.David S. Bright, Kim S. Cameron & Arran Caza - 2006 - Journal of Business Ethics 64 (3):249-269.
    Virtuousness refers to the pursuit of the highest aspirations in the human condition. It is characterized by human impact, moral goodness, and unconditional societal betterment. Several writers have recently argued that corporations, in addition to being concerned with ethics, should also emphasize an ethos of virtuousness in corporate action. Virtuousness emphasizes actions that go beyond the “do no harm” assumption embedded in most ethical codes of conduct. Instead, it emphasizes the highest and best of the human condition. This research empirically (...)
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  47. One the Determination of Reference by Sense.David S. Shwayder - 1976 - In Studies on Frege III: Logic and Semantics. Stuttgart: Frommann-Holzboog. pp. 85-95.
  48. The Making of a Social Disease: Tuberculosis in Nineteenth-Century France.David S. Barnes & Ann Dally - 1998 - History of Science 36 (1):115-121.
  49.  32
    A meta-science for a global bioethics and biomedicine.David S. Basser - 2017 - Philosophy, Ethics, and Humanities in Medicine 12:9.
    BackgroundAs suggested by Shook and Giordano, understanding and therefore addressing the urgent international governance issues around globalizing bio-medical/technology research and applications is limited by the perception of the underlying science.MethodsA philosophical methodology is used, based on novel and classical philosophical reflection upon existent literature, clinical wisdoms and narrative theory to discover a meta-science and telos of humankind for the development of a relevant and defendable global biomedical bioethics.ResultsIn this article, through pondering an integrative systems approach, I propose a biomedical model (...)
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  50. The explanation game: a formal framework for interpretable machine learning.David S. Watson & Luciano Floridi - 2020 - Synthese 198 (10):1–⁠32.
    We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealised explanation game in which players collaborate to find the best explanation for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal (...)
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