In light of the widespread use of algorithmic (intelligent) systems across numerous domains, there is an increasing awareness about the need to explain their underlying decision-making process and resulting outcomes. Since oftentimes these systems are being considered as black boxes, adding explanations to their outcomes may contribute to the perception of their transparency and, as a result, increase users’ trust and fairness perception towards the system, regardless of its actual fairness, which can be measured using various fairness tests and measurements. (...) Different explanation styles may have a different impact on users’ perception of fairness towards the system and on their understanding of the outcome of the system. Hence, there is a need to understand how various explanation styles may impact non-expert users’ perceptions of fairness and understanding of the system’s outcome. In this study we aimed at fulfilling this need. We performed a between-subject user study in order to examine the effect of various explanation styles on users’ fairness perception and understanding of the outcome. In the experiment we examined four known styles of textual explanations (case-based, demographic-based, input influence-based and sensitivity-based) along with a new style (certification-based) that reflect the results of an auditing process of the system. The results suggest that providing some kind of explanation contributes to users’ understanding of the outcome and that some explanation styles are more beneficial than others. Moreover, while explanations provided by the system are important and can indeed enhance users’ perception of fairness, their perception mainly depends on the outcome of the system. The results may shed light on one of the main problems in explainability of algorithmic systems, which is choosing the best explanation to promote users’ fairness perception towards a particular system, with respect to the outcome of the system. The contribution of this study is reflected in the new and realistic case study that was examined, in the creation and evaluation of a new explanation style that can be used as the link between the actual (computational) fairness of the system and users’ fairness perception and in the need of analyzing and evaluating explanations while taking into account the outcome of the system. (shrink)

The most closely argued and widely discussed case against abortion in the philosophical literature today is Don Marquis’s “future like ours” argument. The argument moves from an analysis of why there is a serious presumption against killing someone “like us” to the conclusion that most abortions are seriously wrong for the same reason: they deprive “an individual” of a future of valuable experiences and activities, a “future like ours”. Julian Savulescu has objected that “preventing” such a future could not be (...) as seriously presumptively wrong as Marquis contends for if it were, even contraception and failure to engage in reproductive cloning would be seriously presumptively wrong. Savulescu maintains that there is only a modest presumption against preventing a “future of value like ours” and that in the case of human embryonic stem cell research, it is clearly outweighed by “the enormous potential to save people’s lives and to improve their quality of life”. Marquis defends his strong anti-abortion stance against Savulescu’s “contraception” and “failure to clone” objections but surprisingly says nothing about the implications of the “future like ours” argument for the controversy surrounding human embryonic stem cell research. I argue that key features of Marquis’s response actually support the view that embryos used in stem cell research are not included within the protective scope of the “future like ours” argument. It is significant that the most philosophically rigorous anti-abortion case thus far presented does not entail that human embryonic stem cell research is even presumptively wrong. (shrink)

Studies of chimeras and in vivo development demonstrate that cell lineages are often quite variable, apparently in response to chance perturbations. This points to an apparent contradiction: although individual cells are the units of genetic information and differentiation, not all cellular events need be precise for the development of functional organisms. The social organization of ants can serve as a metaphor that helps understand the mechanisms that underlie such development. Ants suggest that continued cellular interactions and environmental conditions could specify (...) the proportion and general location of specialized units. Leaf venation is used as a concrete example of this general principle. A signal produced continuously by all cells specifies a requirement for vein differentiation. The cells that respond by differentiation then transport the signal away from the leaf; this removal acting as a feedback indicating that the requirement is being met. Because transport increases during vein differentiation, early initiation occurs in excess and vein ‘competition’ for the signal assures an acceptable outcome. Such specification would be robust since it does not depend on events in any single cell, and chance events, rather than being corrected or reversed, may be built upon in reaching an expected, collective phenotype. The absence of detailed information preceding development distinguishes this hypothesis from the common alternatives of a program or blueprint. Collective specification would have important implications for developmental plasticity and evolution. BioEssays 25:897–903, 2003. © 2003 Wiley Periodicals, Inc. (shrink)

Conceptual developments have defined concrete questions about the timing and precise location of cellular pattern formation. Plants in general, and the trichomes of Arabidopsis in particular, are remarkably suited for research on these problems. Genetic analysis requires the quantitative characterizations of the developmental processes by which patterning occurs. Larkin et al.(1) have provided measures of the non‐random distances between trichomes. They have also obtained evidence about the cell lineages leading to trichome development, and this evidence constrains the possible role of (...) intracellular programs. Continued genetic analysis may call for the identification of mutations that are expressed only during development and whose effects are corrected before the phenotype matures. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Hume Studies Volume XXIV, Number 1, April 1998, pp. 53-70 Hume on Justice to Animals, Indians and Women ARTHUR KUFLIK I. The Circumstances of Humean Justice For Hume, the virtue of justice is its "usefulness" to the support of society.1 To help prove this point, he guides us through a series of imaginative thought-experiments. Suppose that resources were infinitely available or that human beings were generous and kind (...) without limit: in such unusual circumstances, nobody would have even "dreamed of" the various property restrictions associated with justice. If the supposition seems too fanciful, the same point can be illustrated, at least to some extent, by special real-life circumstances as well: e.g., by the way that air or water or land go unregulated in those places where they are super-abundant or the way in which the line between what is "mine" and "thine" blurs in loving families or between intimate friends. Moving to the opposite extreme: suppose that resources were so scarce as to render it impossible for most people (regardless of their cooperative exertions) even to subsist. Or suppose that people were not merely limited in their benevolent concern but "perfectly malicious"! Once again, there would be little or no point to the observance of rules of justice. On Hume's account, such rules define a scheme of social cooperation. But by hypothesis, extreme scarcity makes even well-meaning cooperative effort unproductive. Extreme villainy makes it pointlessly dangerous. Indeed, in a world wholly villainous, just cooperative schemes would be altogether impossible. Arthur Kuflik is at the Department of Philosophy, The University of Vermont, 70 South Williams Street, Burlington, Vermont 05401-3404 USA. email: [email protected] 54 Arthur Kuflik What can we conclude? There is a range of circumstances within which schemes of justice make sense: (1) moderate scarcity (resources are adequate to sustain people, but not so extensive that everyone could have as much as might be desired); and (2) limited benevolence (people are neither saintly nor satanic; though clearly concerned about themselves, they are not incapable of caring about what happens to others). John Rawls has dubbed these conditions "the Humean circumstances of justice."2 Hume wants us to notice that they are the very conditions under which justice is both practically possible and socially necessary. Fortunately, they are also the conditions that most commonly prevail. ("The common situation of society is a medium amidst all these extremes" [EPM 188].) II. A More Puzzling Thought-experiment Suppose we grant that the foundation of justice is its usefulness to society. This raises a certain worry: aren't there groups whose members ought to be treated justly even though "society" could flourish just as well if they weren't? (Another way to put the point is to ask: just who are the members of "society"?) This very issue underlies one more puzzling, and even disturbing, Humean thought-experiment: Were there a species of creatures intermingled with men, which, though rational, were possessed of such inferior strength, both of body and mind, that they were incapable of all resistance, and could never, upon the highest provocation, make us feel the effects of their resentment; the necessary consequence, I think, is that we should be bound by the laws of humanity to give gentle usage to these creatures, but should not, properly speaking, lie under any restraint of justice with regard to them, nor could they possess any right or property, exclusive of such arbitrary lords. Our intercourse with them could not be called society, which supposes a degree of equality; but absolute command on one side, and servile obedience on the other.... And as no inconvenience ever results from the exercise of a power, so firmly established in nature, the restraints of justice and property, being totally useless, would never have place in so unequal a confederacy. (EPM 190-191) What can we learn from this thought-experiment? What insight into justice do we gain by imagining a "species of creatures intermingled" among us who, though endowed with some ability to think and to reason, are: (i) greatly inferior to us both physically and mentally; (ii) "incapable of all resistance" to our provocations; and... (shrink)

abstract According to “legal moralism” it is part of law's proper role to “enforce morality as such”. I explore the idea that legal moralism runs afoul of morality itself: there are good moral reasons not to require by law all that there is nevertheless good moral reason to do. I suggest that many such reasons have broad common‐sense appeal and could be appreciated even in a society in which everyone completely agreed about what morality requires. But I also critique legal (...) moralism from the special perspective of liberal political justice. Liberalism requires that citizens who disagree with one another on a number of morally significant matters nevertheless coexist and cooperate within a political framework of basic rights protections. When it comes to working out the most basic terms of their political association, citizens are expected to address one another within the limits of what Rawls has called “public reason”. Critics of liberalism claim that this is an essentially a‐moral (or expedient) attempt to evade substantive moral issues — such as the moral status of the fetus. I argue, on the contrary, that liberalism's emphasis on public reason is itself grounded in very deep — though (suitably) “non‐comprehensive”— moral considerations. (shrink)

The authors of “The Two Front War on Reproductive Rights” make a profoundly important observation—“Because zygotes, embryos and fetuses early in gestation are neither viable nor independent without...

The unprecedented prowess of measurement techniques provides a detailed, multi‐scale look into the depths of living systems. Understanding these avalanches of high‐dimensional data—by distilling underlying principles and mechanisms—necessitates dimensional reduction. We propose that living systems achieve exquisite dimensional reduction, originating from their capacity to learn, through evolution and phenotypic plasticity, the relevant aspects of a non‐random, smooth physical reality. We explain how geometric insights by mathematicians allow one to identify these genuine hallmarks of life and distinguish them from universal properties (...) of generic data sets. We illustrate these principles in a concrete example of protein evolution, suggesting a simple general recipe that can be applied to understand other biological systems. (shrink)

Photo by Tingey Injury Law Firm on Unsplash ABSTRACT The coverage of healthcare costs allegedly brought about by people’s own earlier health-adverse behaviors is certainly a matter of justice. However, this raises the following questions: justice for whom? Is it right to take people’s past behaviors into account in determining their access to healthcare? If so, how do we go about taking those behaviors into account? These bioethical questions become even more complex when we consider them in the context of (...) a commitment to publicly funded, universal healthcare coverage. INTRODUCTION Healthcare coverage of lifestyle-related conditions is certainly a matter of justice. However, this raises the following justice-related question: Is it right to consider people’s past behaviors in determining their access to healthcare? If so, the methods of taking those behaviors into account must be fair and justifiable. This bioethical question becomes even more complex when we consider it in the context of a commitment to publicly funded, universal healthcare coverage. This paper takes an old, classic debate, evaluates newer approaches, and offers an argument favoring a combined approach which alters the liberal-egalitarian solution to account for social justice. ANALYSIS I. Causes of Disease If healthcare coverage were universal, irrespective of socioeconomic status and lifestyle, people would contribute to the cost of remedying the lifestyle-induced health problems of others. In the West, lifestyle-related diseases are burdensome.[i] This paper approaches this concern from a western lens that incorporates both a European tradition of “social safety nets” and an American tradition of personal freedoms. By taking such an approach, solutions to the consequences of one’s past behavior burdening others must consider an individual’s personal freedom to choose to act as he or she wishes, with the distributive social and economic equality of the many. The concept of disease caused by lifestyle and diet is proven. Many health conditions include behavioral risk factors. Multi-pack smoking increases the risk of chronic lung disease, while obesity increases the risk of type 2 diabetes. Inattention to high blood pressure, high cholesterol, and a lack of exercise leads to increased risks of coronary artery disease.[ii] While poor lifestyle choices certainly influence these conditions, their causes are multifactorial, and it is difficult to say that any single string of poor choices led to their development. In a scenario where two men excessively eat fast food for 20 years, several discrete factors impact whether any of them might suffer an ischemic-embolic stroke or not. Genetics, circumstances, and activity will also contribute to outcomes. II. Alcohol-Related End-Stage Liver Disease One paper suggests that alcohol-related end-stage liver disease (ARESLD) differs from other multifactorial disorders as alcohol alone causes the disease.[iii] It justifies attributing personal responsibility to patients with ARESLD because the condition develops only after the cumulative effects of large quantities of alcohol consumed from years to decades.[iv] However, the paper undermines its position by admitting that even the susceptibility to becoming an alcoholic has some degree of genetic predisposition.[v] Given the extreme scarcity of donor livers, some patients may be prioritized over others on the transplant waiting list. Since donor livers cannot be given to everyone, transplanting a liver into an alcoholic may result in death for competing candidates whose liver disease was not their fault. All else being equal, if bioethicists avoid claiming moral deficiency or judgment, those with apparently self-inflicted ARESLD will not be deprived of treatment but will have a lower priority for transplant.[vi] In contrast, another position suggests that it is often difficult to define what behaviors are punishable as these are largely personal and value-laden.[vii] Still, people do not support using their own resources to support the consequences of others’ poor choices, no matter how objective.[viii] In democratic societies, one must take into consideration community morals and values.[ix] Even if we were to punish people for their health-adverse behaviors, we could not logistically employ the vigorous and sustained efforts necessary to determine whose actions are morally weak.[x] III. The Liberal-Egalitarian Proposal One past argument proposes a liberal-egalitarian solution to manage personal responsibility for so-called “lifestyle diseases.”[xi] This Rawlsian system combines the European-style “social safety net” commitment to social and economic equality with the American liberal notion of pluralist toleration and personal freedoms. This idealized system aims to hold people responsible for their choices rather than the consequences to mitigate the downside of blaming those who might not be blameworthy. The approach avoids determining the questionable nature of luck and personal responsibility for health outcomes, fairness in the distribution of economic burden, and the intrusiveness required to practically determine who acts in a morally wrong and health-adverse way. The liberal-egalitarian model, a theory of distributive justice, has two facets: the liberal principle that people should be held accountable for their choices and the egalitarian principle that people who make the same choices should have the same outcomes.[xii] This model attempts to fuse responsibility with equity by seeking to reward good behavior and tax bad behavior rather than punish the consequences of the action and navigate who deserves treatment. For instance, the hospital bedside is not the appropriate place to introduce responsibility for one’s health outcomes.[xiii] This appeals to the reality that, at that time, discerning the true causes of disease was not plausible and to humanity in avoiding a heartless and cruel approach. An argument in favor of the liberal-egalitarian model considers its method of implementation. This approach assumes that the healthcare system treats all individuals regardless of their choices or ability to cover costs. The liberal-egalitarian model also assumes that a certain adverse health condition is related, statistically speaking, to the consumption of a certain good and that good can be taxed. As such, it proposes to tax the consumption of that good to finance the collective burden which arises from that good’s consumption rather than require individuals to pay for their own treatment. In the example of ARESLD, the recommended solution would be taxing all alcohol. While a systematic infrastructure is not explicit, there is the implication that a per-unit tax can be imposed on alcohol so the total tax revenue would make up for the additional healthcare costs due to consumption.[xiv] Upholding the principle that all people who make the same choices should face the same costs, all consumers of alcohol would pay the same tax, regardless of factors such as genetic predisposition to alcoholism, lifestyle, or expected cost of treatment. Upholding the principle of individual responsibility, this model does not deny treatment to anyone, neutralizing factors outside that individual’s control by imposing the tax ex-ante. Other people are not burdened by those who consume the good. People who consume alcohol face a burden proportional to the amount consumed. This tax-based implementation is justified so long as the tax is not prohibitively high for the average consumer. Further, the model mitigates concerns over the intrusiveness of ascribing morality to health-adverse behaviors. IV. Moral and Social Arguments Against the Liberal-Egalitarian Position Arguments against the liberal-egalitarian model concerns its many assumptions. First, this model assumes that consumption of such goods is directly related to the health outcome and that these goods can be taxed.[xv] Certain people genetically predisposed to alcoholism would be predisposed to consume more alcohol. The model falls short when applied to scenarios where health outcomes are not consumption-based, such as engaging in unsafe sex or abstaining from healthy lifestyle choices like exercise. Second, some might argue that the liberal-egalitarian model fails to remain neutral. Residual moral judgments tied to consumption choices introduce non-neutrality. Although taxation in free societies is determined by democratic procedures rather than by individuals in the healthcare system, moral and value-based judgments will be implicit in deciding what behaviors are taxable, such as the purchase of cigarettes. Third, the liberal-egalitarian model fails to determine whether one’s behavior is autonomous, as socio-cultural-economic factors may influence it and behavior is more a product of society, peer pressure, or income. Those also may reflect systemic inequalities. Therefore, this model, which rewards, or taxes based solely on decisions, regardless of their consequences and motivations, fails to consider that a person’s decisions may not be completely autonomous. V. Libertarian Arguments Against the Liberal-Egalitarian Model a. State Intrusiveness as Counter to the Liberal-Egalitarian Model Last, there is a libertarian worry that if the state guarantees universal healthcare coverage to all people, the state will have to become highly intrusive and investigate people’s morals.[xvi] At least one-third of all disease burden in North America, Europe, and the Asia-Pacific is attributable to lifestyle measures such as tobacco smoking, alcohol consumption, high cholesterol, and obesity.[xvii] With these various lifestyles, it is not likely to agree on what conduct to tax or condemn.[xviii] The fine-toothed comb required to determine whether each citizen has been engaging in these behaviors would intrude on daily life and personal freedom. Libertarians champion the argument that impractical intrusiveness would result from universal healthcare, and such a degree of intrusiveness would likely be universally unacceptable.[xix] The liberal-egalitarian model mitigates the libertarian worry about state intrusiveness as it does not involve prying into one’s life and choices other than taxing goods. A liberal state should ideally be neutral to how people decide to live their lives. In all, libertarians can rest assured that the liberal-egalitarian tax-based model, through its ex-ante implementation, will require no prying state eyes. States that provide universal healthcare coverage and wish to condemn certain misconduct do not need to become overly intrusive to carry out measures to hold individuals accountable. b. Fairness Another libertarian worry regarding the guarantee of universal healthcare coverage in the context of lifestyle-driven diseases is that the public will be burdened unfairly with covering others’ ill-advised mistakes or bad luck. An ideal system to address this worry would link treatment or payment for treatment with whatever behavior caused that need.[xx] The distribution of burdens should be linked to how different individuals contributed to the creation of those burdens. Applied to health policy, we should ask how the need for a certain treatment arose when determining how to distribute its cost.[xxi] The liberal-egalitarian model aspires to hold individuals responsible for their choices, not for the consequences of such choices. This model significantly mitigates the libertarian worry over unfair burdens for covering other people’s mistakes or social conditions, which lead to those bad outcomes, by ensuring to not burden others with any of the costs for the treatment of people who decide to engage in certain health-adverse behaviors. The aforementioned taxation-based system would only tax those who also engage in the health-adverse behavior through consumption, and that tax directly pays for the necessary collective treatment. As such, those who do not consume the good are not involved with the payment scheme, while those who do consume the good are responsible for payment in a matter proportional to the amount of the good they have consumed. VI. Universal Coverage Taking a step back, one should consider whether these worries regarding the coverage of apparently self-inflicted health conditions in the context of universal healthcare are worthwhile issues. One perspective raises what is called the culturally imagined objection — an idea erroneously held by many that sick people, especially those who are poor and uneducated, bring these illnesses upon themselves due to poor decision-making and irresponsible risk-taking.[xxii] This perspective critiques the uniquely American view that, since individuals are free to choose their lifestyles, they should bear the costs of their lifestyle.[xxiii] Taking this argument further, some (perhaps the strongly libertarian) would say that the poor health status among many individuals is the price individuals must pay for their American way of life and the liberty and freedom to live as they wish. However, people should not completely punish individuals for their health-adverse behaviors because these choices are largely pre-determined by a person’s socioeconomic influences.[xxiv] The outcomes from these allegedly ill-advised behaviors, which largely affect poorer people, are not just poor behavior but rather a public health crisis. Perhaps the state and its people should take collective responsibility and cover the costs of treatment for those health outcomes without question, as a form of public service. Rather than worrying about accountability and taxing bad behavior or intrusiveness into personal decisions, some might argue that people need to collectively take responsibility for reducing the overarching systemic inequalities and covering the associated treatment costs as a measure of public health. VII. Proposed Solution Given the strengths of the liberal-egalitarian model and taking into account libertarian and social justice-oriented objections, an ideal solution for the coverage of lifestyle-related health problems needs to consider the complex relationship between a person’s behaviors and their apparent health outcomes. It must consider how society as a whole passes judgment on behaviors and how to take into account that many health-adverse decisions are not truly autonomous decisions, as various genetic and socioeconomic factors influence them. An ideal solution combines the liberal-egalitarian tax-based model with the social justice concerns of universal coverage. Whatever the cost for the treatment of medical issues resulting in part or entirely from lifestyle and diet, taxes collected from spending associated with the behavior (like the purchase of alcohol, junk food, and cigarettes) ex-ante should fund 50 percent of the cost of treatment, while the universal healthcare taxation scheme should include the other 50 percent. Such a system would provide an incentive to avoid the purchases that can lead to unhealthy consumption and make healthier choices, slightly punish and discourage such purchases through taxation, yet not overly punish people whose outcomes may have more to do with socioeconomic factors and genetics. Adding public responsibility demonstrates acknowledgement that health care is in the public interest and can mitigate public health inequalities. This solution would fuse personal responsibility with the public responsibility of state-sponsored social improvement while ensuring that all people have fair access to necessary treatment, no matter their ability to pay. CONCLUSION The 50-50 system this paper proposes reflects both justice and personal responsibility in covering healthcare costs allegedly brought about by people’s own health-adverse behaviors. By allocating tax revenue from consumption that contributes or even alone causes poor health outcomes, such a system incorporates personal responsibility. By using general tax revenue for health care, such a system would meet the libertarian requirement of providing care without any moral investigation of past behaviors and the social justice consideration of providing health care to those who may have unwittingly ventured into ill-health due to systemic injustice, socioeconomics, or genetics. - [i] Cappelen, A. W. (2005). Responsibility in health care: A liberal egalitarian approach. Journal of Medical Ethics, 31(8), 476–480. https://doi.org/10.1136/jme.2004.010421 [ii] Moss, A. H. (1991). Should alcoholics compete equally for liver transplantation? JAMA: The Journal of the American Medical Association, 265(10), 1295–1298. https://doi.org/10.1001/jama.1991.03460100097032 [iii] Moss, p. 1295-1298. [iv] Moss, p. 1296. [v] Moss, p. 1295-1298. [vi] Moss, p. 1295-1298. [vii] Cohen, C. IS THIS SUPPOSED TO BE COHEN AND BENJAMIN (1991). Alcoholics and liver transplantation. JAMA: The Journal of the American Medical Association, 265(10), 1299–1301. https://doi.org/10.1001/jama.1991.03460100101033 [viii] Cohen, p. 1299-1301. [ix] Moss, p. 1297. [x] Cohen, p. 1300. [xi] Cappelen, p. 478-480. [xii] Cappalen, p. 478-480. [xiii] Cappelen, p.479. [xiv] Cappelen, p. 479. [xv] Cappelen, p. 479 [xvi] Cohen, p. 1301. [xvii] Cappelen, p. 478. [xviii] Cohen, p. 1299-1301. [xix] Cohen, p. 1301. [xx] Cappelen, p. 476-480. [xxi] Cappelen, p. 476-480. [xxii] Kawachi, I. (2005). Why the United States is not number one in Health. Healthy, Wealthy, and Fair, 18–33. https://doi.org/10.1093/acprof:oso/9780195170665.003.0013 [xxiii] Kawachi, p. 18-33. [xxiv] Kawachi, p. 18-33. (shrink)

abstract According to “legal moralism” it is part of law's proper role to “enforce morality as such”. I explore the idea that legal moralism runs afoul of morality itself: there are good moral reasons not to require by law all that there is nevertheless good moral reason to do. I suggest that many such reasons have broad common‐sense appeal and could be appreciated even in a society in which everyone completely agreed about what morality requires. But I also critique legal (...) moralism from the special perspective of liberal political justice. Liberalism requires that citizens who disagree with one another on a number of morally significant matters nevertheless coexist and cooperate within a political framework of basic rights protections. When it comes to working out the most basic terms of their political association, citizens are expected to address one another within the limits of what Rawls has called “public reason”. Critics of liberalism claim that this is an essentially a‐moral (or expedient) attempt to evade substantive moral issues — such as the moral status of the fetus. I argue, on the contrary, that liberalism's emphasis on public reason is itself grounded in very deep — though (suitably) “non‐comprehensive”— moral considerations. (shrink)

Photo by Tingey Injury Law Firm on Unsplash ABSTRACT The coverage of healthcare costs allegedly brought about by people’s own earlier health-adverse behaviors is certainly a matter of justice. However, this raises the following questions: justice for whom? Is it right to take people’s past behaviors into account in determining their access to healthcare? If so, how do we go about taking those behaviors into account? These bioethical questions become even more complex when we consider them in the context of (...) a commitment to publicly funded, universal healthcare coverage. INTRODUCTION Healthcare coverage of lifestyle-related conditions is certainly a matter of justice. However, this raises the following justice-related question: Is it right to consider people’s past behaviors in determining their access to healthcare? If so, the methods of taking those behaviors into account must be fair and justifiable. This bioethical question becomes even more complex when we consider it in the context of a commitment to publicly funded, universal healthcare coverage. This paper takes an old, classic debate, evaluates newer approaches, and offers an argument favoring a combined approach which alters the liberal-egalitarian solution to account for social justice. ANALYSIS l. Causes of Disease If healthcare coverage were universal, irrespective of socioeconomic status and lifestyle, people would contribute to the cost of remedying the lifestyle-induced health problems of others. In the West, lifestyle-related diseases are burdensome.[1] This paper approaches this concern from a western lens that incorporates both a European tradition of “social safety nets” and an American tradition of personal freedoms. By taking such an approach, solutions to the consequences of one’s past behavior burdening others must consider an individual’s personal freedom to choose to act as he or she wishes, with the distributive social and economic equality of the many. The concept of disease caused by lifestyle and diet is proven. Many health conditions include behavioral risk factors. Multi-pack smoking increases the risk of chronic lung disease, while obesity increases the risk of type 2 diabetes. Inattention to high blood pressure, high cholesterol, and a lack of exercise leads to increased risks of coronary artery disease.[2] While poor lifestyle choices certainly influence these conditions, their causes are multifactorial, and it is difficult to say that any single string of poor choices led to their development. In a scenario where two men excessively eat fast food for 20 years, several discrete factors impact whether any of them might suffer an ischemic-embolic stroke or not. Genetics, circumstances, and activity will also contribute to outcomes. ll. Alcohol-Related End-Stage Liver Disease One paper suggests that alcohol-related end-stage liver disease (ARESLD) differs from other multifactorial disorders as alcohol alone causes the disease.[3] It justifies attributing personal responsibility to patients with ARESLD because the condition develops only after the cumulative effects of large quantities of alcohol consumed from years to decades.[4] However, the paper undermines its position by admitting that even the susceptibility to becoming an alcoholic has some degree of genetic predisposition.[5] Given the extreme scarcity of donor livers, some patients may be prioritized over others on the transplant waiting list. Since donor livers cannot be given to everyone, transplanting a liver into an alcoholic may result in death for competing candidates whose liver disease was not their fault. All else being equal, if bioethicists avoid claiming moral deficiency or judgment, those with apparently self-inflicted ARESLD will not be deprived of treatment but will have a lower priority for transplant.[6] In contrast, another position suggests that it is often difficult to define what behaviors are punishable as these are largely personal and value-laden.[7] Still, people do not support using their own resources to support the consequences of others’ poor choices, no matter how objective.[8] In democratic societies, one must take into consideration community morals and values.[9] Even if we were to punish people for their health-adverse behaviors, we could not logistically employ the vigorous and sustained efforts necessary to determine whose actions are morally weak.[10] lll. The Liberal-Egalitarian Proposal One past argument proposes a liberal-egalitarian solution to manage personal responsibility for so-called “lifestyle diseases.”[11] This Rawlsian system combines the European-style “social safety net” commitment to social and economic equality with the American liberal notion of pluralist toleration and personal freedoms. This idealized system aims to hold people responsible for their choices rather than the consequences to mitigate the downside of blaming those who might not be blameworthy. The approach avoids determining the questionable nature of luck and personal responsibility for health outcomes, fairness in the distribution of economic burden, and the intrusiveness required to practically determine who acts in a morally wrong and health-adverse way. The liberal-egalitarian model, a theory of distributive justice, has two facets: the liberal principle that people should be held accountable for their choices and the egalitarian principle that people who make the same choices should have the same outcomes.[12] This model attempts to fuse responsibility with equity by seeking to reward good behavior and tax bad behavior rather than punish the consequences of the action and navigate who deserves treatment. For instance, the hospital bedside is not the appropriate place to introduce responsibility for one’s health outcomes.[13] This appeals to the reality that, at that time, discerning the true causes of disease was not plausible and to humanity in avoiding a heartless and cruel approach. An argument in favor of the liberal-egalitarian model considers its method of implementation. This approach assumes that the healthcare system treats all individuals regardless of their choices or ability to cover costs. The liberal-egalitarian model also assumes that a certain adverse health condition is related, statistically speaking, to the consumption of a certain good and that good can be taxed. As such, it proposes to tax the consumption of that good to finance the collective burden which arises from that good’s consumption rather than require individuals to pay for their own treatment. In the example of ARESLD, the recommended solution would be taxing all alcohol. While a systematic infrastructure is not explicit, there is the implication that a per-unit tax can be imposed on alcohol so the total tax revenue would make up for the additional healthcare costs due to consumption.[14] Upholding the principle that all people who make the same choices should face the same costs, all consumers of alcohol would pay the same tax, regardless of factors such as genetic predisposition to alcoholism, lifestyle, or expected cost of treatment. Upholding the principle of individual responsibility, this model does not deny treatment to anyone, neutralizing factors outside that individual’s control by imposing the tax ex-ante. Other people are not burdened by those who consume the good. People who consume alcohol face a burden proportional to the amount consumed. This tax-based implementation is justified so long as the tax is not prohibitively high for the average consumer. Further, the model mitigates concerns over the intrusiveness of ascribing morality to health-adverse behaviors. lV. Moral and Social Arguments Against the Liberal-Egalitarian Position Arguments against the liberal-egalitarian model concerns its many assumptions. First, this model assumes that consumption of such goods is directly related to the health outcome and that these goods can be taxed.[15] Certain people genetically predisposed to alcoholism would be predisposed to consume more alcohol. The model falls short when applied to scenarios where health outcomes are not consumption-based, such as engaging in unsafe sex or abstaining from healthy lifestyle choices like exercise. Second, some might argue that the liberal-egalitarian model fails to remain neutral. Residual moral judgments tied to consumption choices introduce non-neutrality. Although taxation in free societies is determined by democratic procedures rather than by individuals in the healthcare system, moral and value-based judgments will be implicit in deciding what behaviors are taxable, such as the purchase of cigarettes. Third, the liberal-egalitarian model fails to determine whether one’s behavior is autonomous, as socio-cultural-economic factors may influence it and behavior is more a product of society, peer pressure, or income. Those also may reflect systemic inequalities. Therefore, this model, which rewards, or taxes based solely on decisions, regardless of their consequences and motivations, fails to consider that a person’s decisions may not be completely autonomous. V. Libertarian Arguments Against the Liberal-Egalitarian Model a. State Intrusiveness as Counter to the Liberal-Egalitarian Model Last, there is a libertarian worry that if the state guarantees universal healthcare coverage to all people, the state will have to become highly intrusive and investigate people’s morals.[16] At least one-third of all disease burden in North America, Europe, and the Asia-Pacific is attributable to lifestyle measures such as tobacco smoking, alcohol consumption, high cholesterol, and obesity.[17] With these various lifestyles, it is not likely to agree on what conduct to tax or condemn.[18] The fine-toothed comb required to determine whether each citizen has been engaging in these behaviors would intrude on daily life and personal freedom. Libertarians champion the argument that impractical intrusiveness would result from universal healthcare, and such a degree of intrusiveness would likely be universally unacceptable.[19] The liberal-egalitarian model mitigates the libertarian worry about state intrusiveness as it does not involve prying into one’s life and choices other than taxing goods. A liberal state should ideally be neutral to how people decide to live their lives. In all, libertarians can rest assured that the liberal-egalitarian tax-based model, through its ex-ante implementation, will require no prying state eyes. States that provide universal healthcare coverage and wish to condemn certain misconduct do not need to become overly intrusive to carry out measures to hold individuals accountable. b. Fairness Another libertarian worry regarding the guarantee of universal healthcare coverage in the context of lifestyle-driven diseases is that the public will be burdened unfairly with covering others’ ill-advised mistakes or bad luck. An ideal system to address this worry would link treatment or payment for treatment with whatever behavior caused that need.[20] The distribution of burdens should be linked to how different individuals contributed to the creation of those burdens. Applied to health policy, we should ask how the need for a certain treatment arose when determining how to distribute its cost.[21] The liberal-egalitarian model aspires to hold individuals responsible for their choices, not for the consequences of such choices. This model significantly mitigates the libertarian worry over unfair burdens for covering other people’s mistakes or social conditions, which lead to those bad outcomes, by ensuring to not burden others with any of the costs for the treatment of people who decide to engage in certain health-adverse behaviors. The aforementioned taxation-based system would only tax those who also engage in the health-adverse behavior through consumption, and that tax directly pays for the necessary collective treatment. As such, those who do not consume the good are not involved with the payment scheme, while those who do consume the good are responsible for payment in a matter proportional to the amount of the good they have consumed. Vl. Universal Coverage Taking a step back, one should consider whether these worries regarding the coverage of apparently self-inflicted health conditions in the context of universal healthcare are worthwhile issues. One perspective raises what is called the culturally imagined objection — an idea erroneously held by many that sick people, especially those who are poor and uneducated, bring these illnesses upon themselves due to poor decision-making and irresponsible risk-taking.[22] This perspective critiques the uniquely American view that, since individuals are free to choose their lifestyles, they should bear the costs of their lifestyle.[23] Taking this argument further, some (perhaps the strongly libertarian) would say that the poor health status among many individuals is the price individuals must pay for their American way of life and the liberty and freedom to live as they wish. However, people should not completely punish individuals for their health-adverse behaviors because these choices are largely pre-determined by a person’s socioeconomic influences.[24] The outcomes from these allegedly ill-advised behaviors, which largely affect poorer people, are not just poor behavior but rather a public health crisis. Perhaps the state and its people should take collective responsibility and cover the costs of treatment for those health outcomes without question, as a form of public service. Rather than worrying about accountability and taxing bad behavior or intrusiveness into personal decisions, some might argue that people need to collectively take responsibility for reducing the overarching systemic inequalities and covering the associated treatment costs as a measure of public health. Vll. Proposed Solution Given the strengths of the liberal-egalitarian model and taking into account libertarian and social justice-oriented objections, an ideal solution for the coverage of lifestyle-related health problems needs to consider the complex relationship between a person’s behaviors and their apparent health outcomes. It must consider how society as a whole passes judgment on behaviors and how to take into account that many health-adverse decisions are not truly autonomous decisions, as various genetic and socioeconomic factors influence them. An ideal solution combines the liberal-egalitarian tax-based model with the social justice concerns of universal coverage. Whatever the cost for the treatment of medical issues resulting in part or entirely from lifestyle and diet, taxes collected from spending associated with the behavior (like the purchase of alcohol, junk food, and cigarettes) ex-ante should fund 50 percent of the cost of treatment, while the universal healthcare taxation scheme should include the other 50 percent. Such a system would provide an incentive to avoid the purchases that can lead to unhealthy consumption and make healthier choices, slightly punish and discourage such purchases through taxation, yet not overly punish people whose outcomes may have more to do with socioeconomic factors and genetics. Adding public responsibility demonstrates acknowledgement that health care is in the public interest and can mitigate public health inequalities. This solution would fuse personal responsibility with the public responsibility of state-sponsored social improvement while ensuring that all people have fair access to necessary treatment, no matter their ability to pay. CONCLUSION The 50-50 system this paper proposes reflects both justice and personal responsibility in covering healthcare costs allegedly brought about by people’s own health-adverse behaviors. By allocating tax revenue from consumption that contributes or even alone causes poor health outcomes, such a system incorporates personal responsibility. By using general tax revenue for health care, such a system would meet the libertarian requirement of providing care without any moral investigation of past behaviors and the social justice consideration of providing health care to those who may have unwittingly ventured into ill-health due to systemic injustice, socioeconomics, or genetics. - [1] Cappelen, A. W. (2005). Responsibility in health care: A liberal egalitarian approach. Journal of Medical Ethics, 31(8), 476–480. https://doi.org/10.1136/jme.2004.010421 [2] Moss, A. H. (1991). Should alcoholics compete equally for liver transplantation? JAMA: The Journal of the American Medical Association, 265(10), 1295–1298. https://doi.org/10.1001/jama.1991.03460100097032 [3] Moss, p. 1295-1298. [4] Moss, p. 1296. [5] Moss, p. 1295-1298. [6] Moss, p. 1295-1298. [7] Cohen, C. IS THIS SUPPOSED TO BE COHEN AND BENJAMIN (1991). Alcoholics and liver transplantation. JAMA: The Journal of the American Medical Association, 265(10), 1299–1301. https://doi.org/10.1001/jama.1991.03460100101033 [8] Cohen, p. 1299-1301. [9] Moss, p. 1297. [10] Cohen, p. 1300. [11] Cappelen, p. 478-480. [12] Cappalen, p. 478-480. [13] Cappelen, p.479. [14] Cappelen, p. 479. [15] Cappelen, p. 479 [16] Cohen, p. 1301. [17] Cappelen, p. 478. [18] Cohen, p. 1299-1301. [19] Cohen, p. 1301. [20] Cappelen, p. 476-480. [21] Cappelen, p. 476-480. [22] Kawachi, I. (2005). Why the United States is not number one in Health. Healthy, Wealthy, and Fair, 18–33. https://doi.org/10.1093/acprof:oso/9780195170665.003.0013 [23] Kawachi, p. 18-33. [24] Kawachi, p. 18-33. (shrink)

To what extent should humans transfer, or abdicate, responsibility to computers? In this paper, I distinguish six different senses of responsible and then consider in which of these senses computers can, and in which they cannot, be said to be responsible for deciding various outcomes. I sort out and explore two different kinds of complaint against putting computers in greater control of our lives: (i) as finite and fallible human beings, there is a limit to how far we can acheive (...) increased reliability through complex devices of our own design; (ii) even when computers are more reliable than humans, certain tasks (e.g., selecting an appropriate gift for a friend, solving the daily crossword puzzle) are inappropriately performed by anyone (or anything) other than oneself. In critically evaluating these claims, I arrive at three main conclusions: (1) While we ought to correct for many of our shortcomings by availing ourselves of the computer''s larger memory, faster processing speed and greater stamina, we are limited by our own finiteness and fallibility (rather than by whatever limitations may be inherent in silicon and metal) in the ability to transcend our own unreliability. Moreover, if we rely on programmed computers to such an extent that we lose touch with the human experience and insight that formed the basis for their programming design, our fallibility is magnified rather than mitigated. (2) Autonomous moral agents can reasonably defer to greater expertise, whether human or cybernetic. But they cannot reasonably relinquish background-oversight responsibility. They must be prepared, at least periodically, to review whether the expertise to which they defer is indeed functioning as he/she/it was authorized to do, and to take steps to revoke that authority, if necessary. (3) Though outcomes matter, it can also matter how they are brought about, and by whom. Thus, reflecting on how much of our lives should be directed and implemented by computer may be another way of testing any thoroughly end-state or consequentialist conception of the good and decent life. To live with meaning and purpose, we need to actively engage our own faculties and empathetically connect up with, and resonate to, others. Thus there is some limit to how much of life can be appropriately lived by anyone (or anything) other than ourselves. (shrink)

Corpus of Mesopotamian Anti-Witchcraft Rituals. By Tsvi Abusch, Daniel Schwemer, Mikko Luukko, and Greta van Buylaere. Ancient Magic and Divination, vol. 8.3. Leiden: briLL, 2020. Pp. xx + 507, 68 pls. $297. Corpus of Mesopotamian Anti-Witchcraft Rituals: Glossaries and Indices. By Greta van Buylaere and Mikko Luukko. Ancient Magic and Divination, vol. 8.4. Leiden: briLL, 2020. Pp. viii + 163. $127.