The Macmillan Interdisciplinary Handbooks: Philosophy series serves undergraduate college students who have had little or no exposure to philosophy, as well as the curious lay reader. Following this first primer volume, which introduces both the discipline and the topics of the remaining nine volumes, each handbook will usher the reader into a subfield of philosophy (see list of titles below), and explore fifteen to thirty topics in that subfield. Every chapter in each volume will use vehicles such as film to (...) facilitate understanding of philosophical issues; for example, the film Dead Man Walking may be used as an introduction to issues related to the death penalty. (shrink)

Ethical issues are inherent in medicine. Morally appropriate forms of medical behaviour, the thorough communication of diagnosis and prognosis, and carefully evaluated treatment promising recovery have been among the standards of medical ethics down to the present day. The testimonies of a lively tradition, which since antiquity has contributed to the permanent critical reflection of medicine, constitute the cultural background of contemporary bioethics. They demonstrate how fertile the dialogue between medicine and philosophy on ethical questions can be. This also includes (...) the critical examination of the objects, aims, methods and boundaries of the physicians profession and of medical research. These boundaries have had throughout history to be constantly renegotiated and defined, and not only in the 21st century. --- Eine Reflexion uber die moralischen Fragen und Probleme, die die arztliche Praxis begleiten, ist der Medizin immanent. Die sittlich angemessene arztliche Haltung, die "gute" und hilfreiche Behandlung und das arztliche Ethos stehen im Zentrum zahlreicher Schriften, die zwischen Humanismus und fruher Neuzeit verfasst wurden. Es sind Zeugnisse einer lebhaften Tradition, die ununterbrochen seit der Antike zur Selbstvergewisserung der Medizin beigetragen hat. Zwischen Mittelalter und Humanismus sahen sich Mediziner den Herausforderungen des mannigfaltigen und lebhaften Heilkunde-Marktes ausgesetzt und dementsprechend verpflichtet, sich umso starker zu behaupten. Die hier prasentierten Beitrage befassen sich mit der uber sich selbst reflektierenden Medizin. Dazu gehoren die kritische Auseinandersetzung mit Gegenstand, Ziel, Methoden und Grenzen des arztlichen Berufes und der medizinischen Forschung. Diese mussten - nicht anders als heute - immer wieder neu definiert und verhandelt werden. (shrink)

Exploring Renaissance humanists’ debates on matter, life and the soul, this volume addresses the contribution of humanist culture to the evolution of early modern natural philosophy so as to shed light on the medical context of the ...

Contemporary medical education must train skilled and compassionate health care professionals who are rigorous in their approach to patient care and their pursuit of knowledge and solutions. Problem-based learning has been widely introduced, but there is no evidence that it leads to better outcomes than more traditional programs, and fundamental gaps in conceptual knowledge may result. Recently, emphasis has been placed on a solid grounding in underlying concepts combined with a systems-based approach, and ability to transfer information and solve problems. (...) Integrating traditional scientific and clinical disciplines with progressive and continuous assessment, may be a better means of achieving the combined aims of clinically relevant curriculum design, vertical integration of medical knowledge, and facilitation of the continuum of training. Being adaptable and flexible, cognisant of costs, and driven by evidence are key features of delivering medical education and contemporary medical practice. Educational research should lead to continuous improvement, but innovation without evaluation and attention to costs may create as many, or more, problems as are solved. (shrink)

This is the first book to explore the epistemology and ethics of advanced imaging tests, in order to improve the critical understanding of the nature of knowledge they provide and the practical consequences of their utilization in healthcare. Advanced medical imaging tests, such as PET and MRI, have gained center stage in medical research and in patients’ care. They also increasingly raise questions that pertain to philosophy: What is required to be an expert in reading images? How are standards for (...) interpretation to be fixed? Is there a problem of overutilization of such tests? How should uncertainty be communicated to patients? How to cope with incidental findings? This book is of interest and importance to scholars of philosophy of medicine at all levels, from undergraduates to researchers, to medical researchers and practitioners (radiologists and nuclear physicians) interested in a critical appraisal of the methodology of their discipline and in the ethical principles and consequences of their work. -/- . (shrink)

Traditional medicines -- Modern medicine -- Disease -- Diagnosis -- Drug -- Trial -- Treatment -- Prevention -- Iatroethics -- Science or technology, craft or service?

in a scientific way, and takes the patient and his family into his confidence. Thus he learns something from the sufferer, and at the same time instructs the invalid to the best of his power. He does not give his prescriptions until he has won the patient's support, and when he has done so, he steadilY aims at producing complete restoration to health by persuading the sufferer in to compliance (Laws 4. 720 b-e, [28]). This passage shows the perennial nature (...) of the problems of treating the patient as a person. It shows as well the historical'depth of philosophical interest in medicine. The history of philosophy includes more reflections upon medical ethics than the casual reader might suspect. Many of these reflections are pertinent to contemporary issues such as abortion and population control. Plato, for example, recommends abortion in cases of incest (Republic 5. 461c); and Aristotle argues for letting seriously deformed children die, while forbidding infanticide as a means of popUlation control, suggesting instead the use of early abortions. 'As to the exposure in rearing of children, let there be a law that no deformed child shall live, but that on the ground of an excess in the number of children... let abortion be procured before sense and life have begun; what mayor may not be lawfully done in these cases depends on the question of life and sensation' (Politics VII, 16,335 b20-26, [4]). (shrink)

After considering two of Pellegrino’s papers that address the relation between philosophy of medicine and medical ethics, I identify several overarching problems in his account that revolve around his self-described essentialism and the lack of a systematic attempt to relate clinical medicine to biomedicine and public health. I address these from the critical realist position of Bernard Lonergan, who grounds both metaphysics and ethics on the normative structure of human inquiry and seeks to understand historical development, such as we are (...) witnessing in health science and health care, in terms of the dynamic structure of the human good. I conclude that Lonergan’s generalized empirical method and hierarchical account of world order provide a potentially dynamic framework on which to build a more comprehensive philosophy of medicine than one whose foundations rest primarily on a phenomenology of the clinical encounter and the telos of medicine. (shrink)

Philosophy and ethics in medicine is an interesting and often fascinating topic of enquiry, however uptake amongst medical students is highly variable and it is often regarded as a nonessential component of the medical curriculum. Medical students themselves are often overwhelmed by the demands of medical study, and cite high rates of burnout. This paper describes a novel intervention provided at Western Sydney University as part of the Professional Development curriculum, which provided three broad tutorial interventions in their first clinical (...) year. The tutorials gave an overview regarding philosophy theory, but are specifically designed to encourage resilience amongst students. The tutorials were highly regarded and represent a novel way of engaging young doctors. It is suggested that orienting philosophy teaching towards issues immediately relevant to training doctors can greatly improve student acceptability. (shrink)

The celebration of thirty years of publication of The Journal of Medicine and Philosophy provides an opportunity to reflect on how medical ethics has evolved over that period. The reshaping of the field has occurred in no small part because of the impact of branches of philosophy other than ethics. These have included influences from Kantian theory of respect for persons, personal identity theory, philosophy of biology, linguistic analysis of the concepts of health and disease, personhood theory, epistemology, and political (...) philosophy. More critically, medicine itself has begun to be reshaped. The most fundamental restructuring of medicine is currently occurring - stemming, in part, from the application of contemporary philosophy of science to the medical field. There is no journal more central to these critical events of the past three decades than The Journal of Medicine and Philosophy. (shrink)

Philosophy textbooks typically treat bioethics as a form of "applied ethics"-i.e., an attempt to apply a moral theory, like utilitarianism, to controversial ethical issues in biology and medicine. Historians, however, can find virtually no cases in which applied philosophical moral theory influenced ethical practice in biology or medicine. In light of the absence of historical evidence, the authors of this paper advance an alternative model of the historical relationship between philosophical ethics and medical ethics, the appropriation model. They offer two (...) historical case studies to illustrate the ways in which physicians have "appropriated" concepts and theory fragments from philosophers, and demonstrate how appropriated moral philosophy profoundly influenced the way medical morality was conceived and practiced. (shrink)

The unprecedented development of medical informatics is constantly transforming the concept of expertise in medical sciences in a way that has far-reaching consequences for both the theory of knowledge and the philosophy of informatics. Deep medicine is based on the assumption that medical diagnosis should take into account the wide array of possible health factors involved in the diagnostic process, such as not only genome analysis alone, but also the metabolome (analysis of all body metabolites important for e.g. drug-drug interactions), (...) microbiome (i.e. analysis of all bodily microorganisms interacting with host cells) or exposome (analysis of all environmental factors triggering potentially harmful cell mutations, such as UV radiation, heavy metals, various carcinogens, etc.). Deep data analysis is of tantamount importance for personalized diagnosis but, at the same time, hardly achievable by a regular human being. However, adequately designed artificial intelligence (e.g. a deep neural network) can undeniably be of great help for finding correlations between symptoms and underlying diseases. Nowadays AI applies to nearly every aspect of medicine, starting from the data analysis of scientific literature, through the diagnostic process, to the act of communication between physicians and their patients. Medical image processing algorithms greatly enhance the chances of successful recognition of melanoma or intestinal polyps. Communication tools designed for physicians use techniques known from social media to provide users with an opportunity to consult the case with colleagues from the same discipline. Natural language processing tools significantly improve doctor-patient communication by the automation of note-taking. Is this enough to support the claim that the non-epistemic competences in medicine are becoming more and more important? Can we attribute expertise only to a person? How is medical informatics changing the way most people usually understand human-computer interactions? (shrink)

In spite of the seminal work A Philosophical Basis of Medical Practice, the debate on the task and goals of philosophy of medicine still continues. From an European perspective it is argued that the main topics dealt with by Pellegrino and Thomasma are still particularly relevant to medical practice as a healing practice, while expressing the need for a philosophy of medicine. Medical practice is a discursive practice which is highly influenced by other discursive practices like science, law and economics. (...) Philosophical analysis of those influences is needed to discern their effect on the goals of medicine and on the ways in which the self-image of man may be changed. The nature of medical practice and discourse itself makes it necessary to include different philosophical disciplines, like philosophy of science, of law, ethics, and epistemology. Possible scenario's of euthanasia and the human genome project in the USA and Europe are used to exemplify how philosopy of medicine can contribute to a realistic understanding of the problems which are related to the goals of medicine and health care. (shrink)

In this commentary on the article by Arthur L. Caplan [1] the philosophy of medicine is viewed from a medical perspective. Philosophical studies have a long tradition in medicine, especially during periods of paradigmatic unrest, and they serve the same goal as other medical activities: the prevention and treatment of disease. The medical profession needs the help of professional philosophers in much the same way as it needs the cooperation of basic scientists. Philosophy of medicine may not deserve the status (...) of a philosophical subspecialty or field, but it so closely linked to the main trends of contemporary medical thinking that it must be regarded as an emerging (or reemerging) medical subdiscipline. (shrink)

The presence of philosophy, amidst other humanities,within the body of medical education seems to raise no doubt nowadays. There are, however, some questions of a general nature to be discussed regarding the aforementioned fact. Three of them are of the greatest importance: (1) What image of medicine prevails in modern Western societies? (2)What ideals of medical professionals are commonly shared in these societies? (3) What is the intellectual background of the students of medico-related faculties? The real purposes and goals ascribed (...) to philosophy as a part of medical curricula, as well as methods of teaching philosophy depend on the answers given to these questions. An option to be presented here is influenced by the experience of teaching philosophy to students of medical faculties at the Jagiellonian University in Krakw. This approach is deliberately posed against mainstream medical education that is usually based on an unquestioned belief in the power of biomedical sciences. Such a model cannot, however,pretend to be a universal one to be implemented allover the world. In any case, it is the only thing a philosopher can do to improve the quality of a physician-patient encounter in facing a disease. (shrink)

Medicine, as Byron Good argues, reconstitutes thehuman body of our daily experience as a medical body,unfamiliar outside medicine. This reconstitution can be seen intwo ways: as a salutary reminder of the extent to which thereality even of the human body is constructed; and as anarena for what Stephen Toulmin distinguishes as theintersection of natural science and history, in which many ofphilosophy''s traditional questionsare given concrete and urgent form.This paper begins by examining a number of dualities between themedical body and the (...) body familiar in daily experience. Toulmin''s epistemological analysis of clinical medicine ascombining both universal and existential knowledge is thenconsidered. Their expression, in terms of attention,respectively, to natural science and to personal history, isexplored through the epistemological contrasts between themedical body and the familiar body, noting the traditionalphilosophical questions which they in turn illustrate. (shrink)

Some problems that arise in the account given by Thomasma and Pellegrino [6] of the foundations of medical ethics in a philosophy of medicine are addressed, in particular questions of a conceptual character about treating therelatum of medicine as health. Which concept of health is appropriate and which will bear the burden of the position thomasma and Pellegrino advance? It is argued that the proper relationship of medicine is one between a healer and developing embodied minds. As a consequence, the (...) project of providing a univocal account of the nature of medicine fails. Instead, pluralism infects philosophy and medicine, resulting in different philosophies of medicine. From these philosophies of medicine will follow not a single medical ethics but a variety. (shrink)

This chapter sketches an account of psychiatric explanation with roots in contemporary philosophy of science and suggests that it is a natural fit with what it will call the strong interpretation of the medical model in psychiatry. The chapter starts by distinguishing between strong and minimal ways to understand the medical model before it moves on to talk about explanation. The basic idea of the chapter is that the logic of the medical model, together with recent developments in the sciences (...) of the brain, suggests that psychiatry should be seen as a kind of cognitive neuroscience. The second part of the chapter discusses some issues in applying mechanistic explanatory models to mental disorders. Recent philosophical work on explanation in the cognitive neurosciences has seen it as mechanistic explanation. A mechanistic explanation shows how components of a system interact to give rise to the phenomenon to be explained. (shrink)

Wakefield’s harmful dysfunction analysis asserts that the concept of medical disorder includes a naturalistic component of dysfunction and a value component, both of which are required for disorder attributions. Muckler and Taylor, defending a purely naturalist, value-free understanding of disorder, argue that harm is not necessary for disorder. They provide three examples of dysfunctions that, they claim, are considered disorders but are entirely harmless: mild mononucleosis, cowpox that prevents smallpox, and minor perceptual deficits. They also reject the proposal that dysfunctions (...) need only be typically harmful to qualify as disorders. We argue that the proposed counterexamples are, in fact, considered harmful; thus, they fail to disconfirm the harm requirement: incapacity for exertion is inherently harmful, whether or not exertion occurs, cowpox is directly harmful irrespective of indirect benefits, and colorblindness and anosmia are considered harmful by those who consider them disorders. We also defend the typicality qualifier as viably addressing some apparently harmless disorders and argue that a dysfunction’s harmfulness is best understood in dispositional terms. (shrink)

This volume reprints in a scholar's edition the first English-language texts on bioethics, John Gregory's (1724-1773) Observations on the Duties and Offices of a Physician and on the Method of Prosecuting Enquiries in Philosophy (London, 1770) and Lectures on the Duties and Qualifications of a Physician (London, 1772). Five previously unpublished manuscripts of Gregory's lectures are also included. An introduction places Gregory's medical ethics and philosophy of medicine in their eighteenth-century contexts of Scottish Enlightenment history and culture, Baconian science and (...) philosophy of medicine, medical practice, the feminine and feminist philosophy of the Bluestocking Circle, and moral sense philosophy, particularly David Hume's concept of sympathy, and provides a bibliography of primary and secondary sources as an aid to teaching and future scholarship. The book's index provides access to Gregory's texts, by using both historical terms and current terminology of bioethics. A volume in the subseries Classics of Medical Ethics. (shrink)

The article offers an approach to inquiry about, the foundation of medical ethics by addressing three areas of conceptual presupposition basic to medical ethical theory. First, medical ethics must presuppose a view about the nature of medicine. it is argued that the view required by a cogent medical morality entails that medicine be seen both as a healing relationship and as a practical art. Three ways in which medicine inherently involves values and valuation are presented as important, i.e., in being (...) aimed at the good of health, in being a cognitive art evaluating towards that good, and as a manifestation of a virtuous disposition concerning that good. Finally, a value ontology drawn from these considerations is seen as necessarily underlying medical ethics. A set of three such basic values are promoted as crucial: the value of health; the value of the individual patient; and the value of altruism that mediates the class of potential patients. (shrink)

Taken in general terms, “hermeneutics” refers to the study of understanding and interpretation, and, traditionally, this study focuses on considerations of the art, method, and foundations of research in the arts and humanities. The study of hermeneutics has been developed and applied in a number of areas of scholarly inquiry, such as biblical exegesis, literary studies, legal studies, and the medical humanities. In the context of post-war Continental European thought, however, hermeneutics is brought into a novel philosophical context and, with (...) this, comes to designate a philosophical movement – or, at least, a number of related philosophers and themes – concerned with the scope and limits of phenomenology, the character of human existence, the relation of the natural sciences and humanities, as well as a range of interrelated matters in the philosophy of history, the philosophy of language, the philosophy of art and aesthetics, practical philosophy, as well as in epistemology and the theory of meaning. (shrink)

The emergence of ethical concerns surrounding artificial intelligence (AI) has led to an explosion of high-level ethical principles being published by a wide range of public and private organizations. However, there is a need to consider how AI developers can be practically assisted to anticipate, identify and address ethical issues regarding AI technologies. This is particularly important in the development of AI intended for healthcare settings, where applications will often interact directly with patients in various states of vulnerability. In this (...) paper, we propose that an ‘embedded ethics’ approach, in which ethicists and developers together address ethical issues via an iterative and continuous process from the outset of development, could be an effective means of integrating robust ethical considerations into the practical development of medical AI. (shrink)

Fredrik Svenaeus' book is a delight to read. Not only does he exhibit keen understanding of a wide range of topics and figures in both medicine and philosophy, but he manages to bring them together in an innovative manner that convincingly demonstrates how deeply these two significant fields can be and, in the end, must be mutually enlightening. Medicine, Svenaeus suggests, reveals deep but rarely explicit themes whose proper comprehension invites a careful phenomenological and hermeneutical explication. Certain philosophical approaches, on (...) the other hand - specifically, Heidegger's phenomenology and Gadamer's hermeneutics - are shown to have a hitherto unrealized potential for making sense of those themes long buried within Western medicine. Richard M. Zaner, Ann Geddes Stahlman Professor of Medical Ethics, Vanderbilt University. (shrink)

John White; The Medical Condition of Philosophy of Education, Journal of Philosophy of Education, Volume 21, Issue 2, 30 May 2006, Pages 155–162, https://doi.or.

This paper considers the relation between medical ethics (ME) and common morality (CM), professional norms, and moral philosophy. It proceeds by analyzing two recent book-length critical analyses of this relationship by Bob Baker in “The Structure of Moral Revolutions—Studies of Changes in the Morality of Abortion, Death, and the Bioethics Revolution” and Rosamond Rhodes in “The Trusted Doctor—Medical Ethics and Professionalism.” It argues that despite the strengths of these critical arguments, there is nevertheless a relationship between ME, understood as the (...) professional ethics of the healthcare professions, and both CM and moral philosophy. It also argues that ME cannot and should not be understood purely as the internally developed professional norms of the medical or healthcare professions. (shrink)

Empiricism has many different faces. As the contributions to this volume demonstrate, in the 17th and 18th century demonstrate medical and philosophical empiricism is less about an "essence" and more a series of specifically modern "acts" or "gestures.".

The dearth of philosophical contributions to medicine has recently been discussed in a series of articles in this journal. The present article focuses on physicians' lack of training in philosophy as a part of the explanation of the scarcity of works in philosophy of medicine. In section I I outline two philosophy courses which would be reasonable additions to the medical school curriculum required of all medical students. In section II I suggest two other philosophy courses as electives in a (...) medical education. All four courses are in the fields of epistemology and metaphysics, and so will help others see the relevance to medicine of philosophical fields other than ethics. (shrink)

Hans-Martin Sass, Honorary Professor of Philosophy. Founder and board member of the Centre for Medical Ethics, Bochum, Germany. Honorary Senior Research Fellow at Kennedy Institute of Ethics at Georgetown University, Washington, DC. Honorary Professor of the Bioethics Research Centre, Beijing. He has written more than 60 books and pamphlets, more than 250 articles in professional journals. Editor of the Ethik in der Praxis/ Practical ethics, Muenster: Lit. Founder and co-editor of the brochures “Medizinethische Materialien”, Bochum: ZME. He has lectured in (...) Argentina, Austria, Belgium, Bulgaria, Brazil, Canada, Croatia, the Chech Republic, India, Iran, Israel, Italy, Japan, France, the Netherlands, the Philippines, Poland, Portugal, Russia, Spain, Switzerland and Taiwan. The interview devoted to exposition of the concept of bioethics in America and Germany, as well as the professor`s attitude to the idea of the integrative concept of bioethics. The concept of integrative bioethics has been developed in different countries, a component of this concept is the idea of the need for discussion on bioethics in various sectors of society. Equally important in this concept are the definitions of bioethics and the bioethical imperative proposed by Fritz Jahr in 1926. The scientist`s article, which was discovered in 1997, contains a new format of bioethical ideas, as well as a valuable opportunity to enhance understanding the term of bioethics as an integrative science. Interview has been conducted by Hanna Hubenko as a part of the joint international course «Integrative Bioethics». At the meeting it was discussed the experience of cooperation and plans for the future. Cooperation and feedback between scientists remains an unconditional prerogative, also in a pandemic situation. (shrink)

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 (...) integral to research ethics. (shrink)

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 (...) any particular religious perspective, does not mean that it is rationally grounded, necessarily true, or universally binding. As the authors in this issue of The Journal of Medicine and Philosophy make clear, this normative reality directly impacts debates regarding concepts of health, illness, and disease, accounts of socially acceptable health-risky behaviors, and the political frameworks that shape public policy. As a result, honest discussion of diverse moral, religious, and political perspectives remains essential in clarifying the intellectual challenges, ethical intuitions, and ideological judgments that shape clinical practice and healthcare policy. Depending on which moral, political, or scientific concepts are guiding bioethical analysis, careful scrutiny will tend to support rather different policies and practices, each of which is likely to be worth careful consideration. (shrink)

Pellegrino and Siegler have argued that medical ethics must be taught 'at the bedside', or clinically. This paper is an attempt to establish the need for clinical teaching of medical ethics both to medical students and to medical ethicists who are not physicians. Through a critique of six positions regarding the aims of medical ethics, four principles are established which are the basis of a philosophy of education for medical ethics. The need for a clinically-based educational programme in medical ethics (...) is thereby established, not on practical grounds, but on solid philosophical ones. The paper concludes with practical examples of a clinically-based medical ethics programme following from the four principles. (shrink)

Commodification of health care is a central tenet of managed care as it functions in the United States. As a result, price, cost, quality, availability, and distribution of health care are increasingly left to the workings of the competitive marketplace. This essay examines the conceptual, ethical, and practical implications of commodification, particularly as it affects the healing relationship between health professionals and their patients. It concludes that health care is not a commodity, that treating it as such is deleterious to (...) the ethics of patient care, and that health is a human good that a good society has an obligation to protect from the market ethos. (shrink)

Patients increasingly see physicians not as humane caregivers but as unfeeling technicians. The study of philosophy in medical school has been proposed to foster critical thinking about one's assumptions, perspectives and biases, encourage greater tolerance toward the ideas of others, and cultivate empathy. I suggest that the study of ethics and philosophy by medical students has failed to produce the humane physicians we seek because of the way the subject matter is quarantined in American medical education. First, the liberal arts (...) are seen as the province of undergraduate education, and not medical school. Second, philosophy, when taught in medical school, is seen by students as just one subject to be mastered along with many other more important ones, and not as a way to foster critical thinking and empathy. What is needed is a new pedagogy that combines both cognitive and affective elements to implant and nourish the liberal arts in students. Removing the quarantine of philosophy from other facets of medical education is an important first step. (shrink)

In light of recent advances in machine learning for medical applications, the automation of medical diagnostics is imminent. That said, before machine learning algorithms find their way into clinical practice, various problems at the epistemic level need to be overcome. In this paper, we discuss different sources of uncertainty arising for clinicians trying to evaluate the trustworthiness of algorithmic evidence when making diagnostic judgments. Thereby, we examine many of the limitations of current machine learning algorithms (with deep learning in particular) (...) and highlight their relevance for medical diagnostics. Among the problems we inspect are the theoretical foundations of deep learning (which are not yet adequately understood), the opacity of algorithmic decisions, and the vulnerabilities of machine learning models, as well as concerns regarding the quality of medical data used to train the models. Building on this, we discuss different desiderata for an uncertainty amelioration strategy that ensures that the integration of machine learning into clinical settings proves to be medically beneficial in a meaningful way. (shrink)

This paper outlines the background and significance of philosophy of technology as a focus of inquiry emerging within nursing scholarship and research. The thesis of the paper is that philosophy of technology and nursing is fundamental to discipline development and our role in enhancing health care. It is argued that we must further our responsibility and interest in critiquing current and future health care systems through philosophical inquiry into the experience, meaning and implications of technology. This paper locates nurses as (...) important contributors to the use and integration of health care technology and identifies nursing as a discipline that can provide specific insights into the health experience of individuals, cultures and societies. Nurses are encouraged to undertake further examination of epistemological, ontological and ethical challenges to arise from technology as a focus of philosophical inquiry. The advancement of philosophy of technology and nursing will make a profound contribution to inquiry into the experience of technology, the needs of humanity and the development of appropriate health care. (shrink)

An Artificial Intelligence algorithm trained on data that reflect racial biases may yield racially biased outputs, even if the algorithm on its own is unbiased. For example, algorithms used to schedule medical appointments in the USA predict that Black patients are at a higher risk of no-show than non-Black patients, though technically accurate given existing data that prediction results in Black patients being overwhelmingly scheduled in appointment slots that cause longer wait times than non-Black patients. This perpetuates racial inequity, in (...) this case lesser access to medical care. This gives rise to one type of Accuracy-Fairness trade-off: preserve the efficiency offered by using AI to schedule appointments or discard that efficiency in order to avoid perpetuating ethno-racial disparities. Similar trade-offs arise in a range of AI applications including others in medicine, as well as in education, judicial systems, and public security, among others. This article presents a framework for addressing such trade-offs where Machine Learning and Optimization components of the algorithm are decoupled. Applied to medical appointment scheduling, our framework articulates four approaches intervening in different ways on different components of the algorithm. Each yields specific results, in one case preserving accuracy comparable to the current state-of-the-art while eliminating the disparity. (shrink)

The initial successes in recent years in harnessing machine learning technologies to improve medical practice and benefit patients have attracted attention in a wide range of healthcare fields. Particularly, it should be achieved by providing automated decision recommendations to the treating clinician. Some hopes placed in such ML-based systems for healthcare, however, seem to be unwarranted, at least partially because of their inherent lack of transparency, although their results seem convincing in accuracy and reliability. Skepticism arises when the physician as (...) the agent responsible for the implementation of diagnosis, therapy, and care is unable to access the generation of findings and recommendations. There is widespread agreement that, generally, a complete traceability is preferable to opaque recommendations; however, there are differences about addressing ML-based systems whose functioning seems to remain opaque to some degree—even if so-called explicable or interpretable systems gain increasing amounts of interest. This essay approaches the epistemic foundations of ML-generated information specifically and medical knowledge generally to advocate differentiations of decision-making situations in clinical contexts regarding their necessary depth of insight into the process of information generation. Empirically accurate or reliable outcomes are sufficient for some decision situations in healthcare, whereas other clinical decisions require extensive insight into ML-generated outcomes because of their inherently normative implications. (shrink)