Given the pervasiveness of AI systems and their potential negative effects on people’s lives (especially among already marginalised groups), it becomes imperative to comprehend what goes on when an AI system generates a result, and based on what reasons, it is achieved. There are consistent technical efforts for making systems more “explainable” by reducing their opaqueness and increasing their interpretability and explainability. In this paper, we explore an alternative non-technical approach towards explainability that complement existing ones. Leaving aside technical, statistical, (...) or data-related issues, we focus on the very conceptual underpinnings of the design decisions made by developers and other stakeholders during the lifecycle of a machine learning project. For instance, the design and development of an app to track snoring to detect possible health risks presuppose some picture or another of “health”, which is a key notion that conceptually underpins the project. We take it as a premise that these key concepts are necessarily present during design and development, albeit perhaps tacitly. We argue that by providing “justificatory explanations” about how the team understands the relevant key concepts behind its design decisions, interested parties could gain valuable insights and make better sense of the workings and outcomes of systems. Using the concept of “health”, we illustrate how a particular understanding of it might influence decisions during the design and development stages of a machine learning project, and how making this explicit by incorporating it into ex-post explanations might increase the explanatory and justificatory power of these explanations. We posit that a greater conceptual awareness of the key concepts that underpin design and development decisions may be beneficial to any attempt to develop explainability methods. We recommend that “justificatory explanations” are provided as technical documentation. These are declarative statements that contain at its simplest: (1) a high-level account of the understanding of the relevant key concepts a team possess related to a project’s main domain, (2) how these understandings drive decision-making during the life-cycle stages, and (3) it gives reasons (which could be implicit in the account) that the person or persons doing the explanation consider to have plausible justificatory power for the decisions that were made during the project. (shrink)

If it is true that health is a priority objective of medicine, then medical practice can only be successful if the meaning of the term “health” is known. Various attempts have been made over the years to define health. This paper proposes a new definition. In addition to current health concepts, it also takes into account the distinction between specifically human health and health as the absence of disease and illness—i.e. small health. The feeling of leading a life that makes (...) sense plays a key role in determining specifically human great health. (shrink)

Purpose: The purpose of this study was to evaluate the veracity of a theoretically derived model of health that describes a non-linear trajectory of health from birth to death with available population data sets. Methods: The distribution of mortality by age is directly related to health at that age, thus health approximates 1/mortality. The inverse of available all-cause mortality data from various time periods and populations was used as proxy data to compare with the theoretically derived non-linear health model predictions, (...) using both qualitative approaches and quantitative one-sample Kolmogorov–Smirnov analysis with Monte Carlo simulation. Results: The mortality data's inverse resembles a log–normal distribution as predicted by the proposed health model. The curves have identical slopes from birth and follow a logarithmic decline from peak health in young adulthood. A majority of the sampled populations had a good to excellent quantitative fit to a log–normal distribution, supporting the underlying model assumptions. Post hoc manipulation showed the model predictions to be stable. Conclusions: This is a first theory of health to be validated by proxy data, namely the inverse of all-cause mortality. This non-linear model, derived from the notion of the interaction of physical, environmental, mental, emotional, social and sense-making domains of health, gives physicians a more rigorous basis to direct health care services and resources away from disease-focused elder care towards broad-based biopsychosocial interventions earlier in life. (shrink)

"Every man has his particular way of being in good health" - Emanuel Kant. Emanuel Kant's description of health stands in stark contrast to accepted definitions of health. For example, the WHO defines ‘health’ as ‘a state of complete physical, mental, and social well-being and not merely the absence of disease or infirmity’. However, as people get on with day-to-day living, no one can achieve the goal of ‘complete physical, mental and social well-being’. It is odd to define ‘health’ as (...) a negative state that puts it beyond the reach of everyone. This paper explores the idea of health being a personal state, health being the product of every man's particular way of making sense of his particular circumstances. (shrink)

In this article, it is argued that it is problematic to construe the debate around the process labelled ‘surrogacy’ as a form for infertility treatment. Firstly, this way of defining what happens opens up a new form of medical desire where a growing number of people wish to have children through ‘surrogacy’. This medicalizes childlessness and creates pressure within health services to respond to the desires of an ever-growing group of patients. Secondly, this labels the woman who carries the child (...) as a ‘surrogate’ and defines her as a core element in a ‘treatment method’. This way of phrasing and defining what happens puts the woman carrying the child in an unacceptable moral position within the health system. Thirdly, by viewing the woman carrying the child as a ‘substitute’ for a mother or as a ‘temporary custodian’ ignores the unique relationship between the foetus and the pregnant woman. To keep the ethical issues in focus in the ‘surrogacy’ process, it is necessary for health professionals to always... (shrink)

This paper suggests the adoption of a ‘capability approach’ to key concepts in healthcare. Recent developments in theoretical approaches to concepts such as ‘health’ and ‘disease’ are discussed, and a trend identified of thinking of health as a matter of having the capability to cope with life’s demands. This approach is contrasted with the WHO definition of health and Boorse’s biostatistical account. We outline the ‘capability approach’, which has become standard in development ethics and economics, and show how existing work (...) in those areas can profitably be adapted to healthcare. Cases are used to illustrate the value of adopting a capability approach. (shrink)

Human enhancement is ontologically, epistemologically, and ethically challenging and has stirred a wide range of scholarly and public debates. This article focuses on some conceptual issues with HE that have important ethical implications. In particular it scrutinizes how the concept of human enhancement relates to and challenges the concept of health. In order to do so, it addresses three specific questions: Q1. What do conceptions of HE say about health? Q2. Does HE challenge traditional conceptions of health? Q3. Do concepts (...) of health set limits to or direct HE? Addressing Q1 reveals that HE tends to frame and form our conception of health. Thereby it challenges traditional conceptions of health. Accordingly, health does not provide strong sources for setting limits to HE. On the contrary HE seems to define and expand the concept of health. Common to the concepts of HE and health is that both depend on vague value concepts, such as happiness, well-being, or goodness. There seems to be a tendency in the HE literature to define the goal of human life in terms of what is bigger, stronger, faster, more intelligent, and more resilient. However, this is confusing “goodness” with “more” and quality with quantity. Until HE more appropriately defines happiness, HE will fail to provide a relevant compass for improving the life of human beings. On the contrary, if we let simplified conceptions of “enhancement” come to define goodness or health, we may do more harm than good. Until doing so, we may well learn from Tithonus, listen to Douglas Adams’ Wowbagger, and pay attention to Virginia Woolf’s Orlando. Enhanced life may not be better. The same goes for health. (shrink)

In the traditional philosophical debate over different conceptual analyses of “disease,” it is often presupposed that “disease” is univocally definable and that there are clear boundaries which distinguish this univocal category “disease” from the category of “nondisease.” In this paper, I will argue for a shift in the discussion on the concept of “disease” and propose an alternative, pragmatic approach that is based on the conviction that “disease” is not a theoretical concept but a practical term. I develop a view (...) on which our use of the term “disease” is determined by two interacting factors, namely, value-laden considerations about the desirabilty of certain states and discoveries of cause which is/are explanatorily relevant. I show how these factors interact with regard to a taxonomy of kinds of diseases. This pragmatic approach will not lead me to a final definition of “disease,” but will result in a more realistic description of the way we build, use, apply, and change our concept of “disease.” Meanwhile, it is useful as a basis for critical reflection on disease-labeling in medicine. (shrink)

This thesis is an attempt to constructively interpret and critically evaluate the liberal doctrine that we may not limit a person’s liberty for her own good, and to discuss its implications and alternatives in some concrete areas of public health policy. The thesis starts theoretical and goes ever more practical. The first paper is devoted to positive interpretation of anti-paternalism with special focus on the reason component – personal good. A novel generic definition of paternalism is proposed, intended to capture, (...) in a generous fashion, the object of traditional liberal resistance to paternalism – the invocation of personal good reasons for limiting of or interfering with a person’s liberty. In the second paper, the normative aspect of this resistance is given a somewhat technical interpretation in terms of invalidation of reasons – the blocking of reasons from influencing the moral status of actions according to their strength. It is then argued that normative anti-paternalism so understood is unreasonable, on three grounds: 1) Since the doctrine only applies to sufficiently voluntary action, voluntariness determines validity of reasons, which is unwarranted and leads to wrong answers to moral questions. 2) Since voluntariness comes in degrees, a threshold must be set where personal good reasons are invalidated, leading to peculiar jumps in the justifiability of actions. 3) Anti-paternalism imposes an untenable and unhelpful distinction between the value of respecting choices that are sufficiently voluntary and choices that are not. The third paper adds to this critique the fourth argument that none of the action types typically proposed to specify the action component of paternalism is such that performing an action of that type out of benevolence is essentially morally problematic. The fourth paper ignores the critique in the second and third papers and proposes, in an anti-paternalistic spirit, a series of rules for the justification of option-restricting policies aimed at groups where some members consent to the policy and some do not. Such policies present the liberal with a dilemma where the value of not restricting people’s options without their consent conflicts with the value of allowing people to shape their lives according to their own wishes. The fifth paper applies the understanding of anti-paternalism developed in the earlier papers to product safety regulation, as an example of a public health policy area. The sixth paper explores in more detail a specific public health policy, namely that of mandatory alcohol interlocks in all cars, proposed by the former Swedish government and supported by the Swedish National Road Administration. The policy is evaluated for cost-effectiveness, for possible diffusion of individual responsibility, and for paternalistic treatment of drivers. The seventh paper argues for a liberal policy in the area of dissemination of information about uncertain threats to public health. The argument against paternalism is based on common sense consequentialist considerations, avoiding any appeal to the normative anti-paternalism rejected earlier in the thesis. (shrink)