Ethical decision-making frameworks assist in identifying the issues at stake in a particular setting and thinking through, in a methodical manner, the ethical issues that require consideration as well as the values that need to be considered and promoted. Decisions made about the use, sharing, and re-use of big data are complex and laden with values. This paper sets out an Ethics Framework for Big Data in Health and Research developed by a working group convened by the Science, Health and (...) Policy-relevant Ethics in Singapore Initiative. It presents the aim and rationale for this framework supported by the underlying ethical concerns that relate to all health and research contexts. It also describes a set of substantive and procedural values that can be weighed up in addressing these concerns, and a step-by-step process for identifying, considering, and resolving the ethical issues arising from big data uses in health and research. This Framework is subsequently applied in the papers published in this Special Issue. These papers each address one of six domains where big data is currently employed: openness in big data and data repositories, precision medicine and big data, real-world data to generate evidence about healthcare interventions, AI-assisted decision-making in healthcare, public-private partnerships in healthcare and research, and cross-sectoral big data. (shrink)

In the context of climate change, this study uncovers the role of green airlines’ social responsibility in conjunction with the consumers’ switching behavior while considering the effects of latent variables, including green psychology, airline corporate image, green experimental behavior, green service fairness, green alternative attractiveness and switching intention, were examined in the study.

Despite being a staple of liberal-democratic politicians’ and theorists’ rhetorical arsenal, ‘openness’ as a political commitment has yet to receive sustained philosophical analysis. My aim in this paper is to provide such an analysis. I will argue that political openness involves a readiness by an agent to engage with others forthrightly and receptively, and to recognise their authoritative standing in political domains. I demonstrate the explanatory value of this account by showing that it provides an insightful explanation of what’s at (...) stake in the emerging political cleavage between ‘open’ and ‘closed’ politics, explains the appeal of ‘the open society’ as an epithet for liberal democracies, and provides a compelling interpretation of openness’ contribution to social dynamism and progressive reform, one which diverges favourably from the emphasis others have put on social experimentation and trial and error learning. (shrink)

Abstract: Potatoes are edible tubers, available worldwide and all year long. They are relatively cheap to grow, rich in nutrients, and they can make a delicious treat. The humble potato has fallen in popularity in recent years, due to the interest in low-carb foods. However, the fiber, vitamins, minerals, and phytochemicals it provides can help ward off disease and benefit human health. They are an important staple food in many countries around the world. There are an estimated 200 varieties of (...) potatoes, which can be classified into a number of categories based on the cooked texture and ingredient functionality. Using a public dataset of 2400 images of potatoes, we trained a deep convolutional neural network to identify 4 types (Red, Red Washed, Sweet, and White).The trained model achieved an accuracy of 99.5% of test set, demonstrating the feasibility of this approach. (shrink)

The sex/gender distinction is a staple of feminist philosophy. In slogan form: sex is “natural,” while gender is the “social meaning” of sex. Considering the importance of the sex/gender distinction—which, here, I neither endorse nor reject—it’s interesting to ask if philosophers working on the metaphysics of sexuality might make use of an analogous distinction. In this paper, I argue that we ought to endorse the sexual orientation/identity distinction. In particular, I argue that the orientation/identity distinction is indispensable to normative explanations (...) regarding LGBTQIA+ oppression and resistance. As a case study, I consider the oppression involved in the gentrification of historic queer neighborhoods. (shrink)

There are three obstacles to any discussion of the relationship between Heidegger’s philosophy and ethics. First, Heidegger’s views and preoccupations alter considerably over the course of his work. There is no consensus over the exact degree of change or continuity, but it is clear that a number of these shifts, for example over the status of human agency, have considerable ethical implications. Second, Heidegger rarely engages directly with the familiar ethical or moral debates of the philosophical canon. For example, both (...) Sein und Zeit (SZ) and the works that would have completed its missing third Division, works such as his monograph on Kant (Ga3), and the 1927 lecture course The Basic Problems of Phenomenology (Ga24), place enormous emphasis on the flaws present in earlier metaphysics or philosophies of language or of the self. But there is no discussion of what one might think of as staple ethical questions: for example, the choice between rationalist or empiricist meta-ethics, or between consequentialist or deontological theories. The fundamental reason for this is Heidegger’s belief that his own concerns are explanatorily prior to such debates (Ga26:236–7). By extension, he regards the key works of ethical and moral philosophy as either of secondary importance, or as not really about ethics or morals at all: for example, Ga24, when discussing Kant, states bluntly that “‘Metaphysics of Morals’ means the ontology of human existence” (Ga24:195). Essentially his view is that, before one can address ethics, construed as the question of how we ought to live, one needs to get clear on ontology, on the question of what we are. However, as I will show, the relationship between Heideggerian ontology and ethics is more complex than that simple gloss suggests. Third, the very phrase “Heidegger’s ethics” raises a twofold problem in a way that does not similarly occur with any other figure in this volume. The reason for this is his links, personal and institutional, to both National Socialism and to anti-Semitism. The recent publication of the Schwarze Hefte exemplifies this issue: these notebooks interweave rambling metaphysical ruminations with a clearly anti-Semitic rhetoric no less repulsive for the fact that it avoids the biological racism of the Nazis (see, for example, Ga95:97 or Ga96:243). In this short chapter, I will take what will doubtless be a controversial approach to this third issue. It seems to me unsurprising, although no less disgusting for that, that Heidegger himself was anti-Semitic, or that he shared many of the anti-modernist prejudices often found with such anti-Semitism Sacha Golob ([email protected]) Forthcoming in the Cambridge History of Moral Philosophy (Cambridge University Press: 2016). 2 among his demographic group. The interesting question is rather: what are the connections between his philosophy and such views? To what degree do aspects of his work support them or perhaps, most extremely, even follow from them? Yet to answer this question, one needs to begin by understanding what exactly his philosophical commitments were, specifically his ‘ethical’ commitments. The purpose of this chapter is address that question. (shrink)

The is-ought gap is Hume’s claim that we can’t get an ‘ought’ from just ‘is’s. Prior (“The Autonomy of Ethics,” 1960) showed that its most straightforward formulation, a staple of introductory philosophy classes, fails. Many authors attempt to resurrect the claim by restricting its domain syntactically or by reformulating it in terms of models of deontic logic. Those attempts prove to be complex, incomplete, or incorrect. I provide a simple reformulation of the is-ought gap that closely fits Hume’s description of (...) it. My formulation of the gap avoids the proposed counterexamples from Prior and offers a natural explanation of why they seem compelling. Moreover, I show that my formulation of the gap is guaranteed by standard theories of the semantics of normative terms, and that provides a more general reason to accept it. (shrink)

Since the publication of David Lewis's ''New Work for a Theory of Universals,'' the distinction between properties that are fundamental – or perfectly natural – and those that are not has become a staple of mainstream metaphysics. Plausible candidates for perfect naturalness include the quantitative properties posited by fundamental physics. This paper argues for two claims: (1) the most satisfying account of quantitative properties employs higher-order relations, and (2) these relations must be perfectly natural, for otherwise the perfectly natural properties (...) cannot play the roles in metaphysical theorizing as envisaged by Lewis. (shrink)

Abstract: Rice, as a paramount staple crop worldwide, sustains billions of lives. Precise classification of rice types holds immense agricultural, nutritional, and economic significance. Recent advancements in machine learning, particularly Artificial Neural Networks (ANNs), offer promise in enhancing rice type classification accuracy and efficiency. This research explores rice type classification, harnessing neural networks' power. Utilizing a rich dataset from Kaggle, containing 18,188 entries and key rice grain attributes, we develop and evaluate a neural network model. Our neural network, featuring a (...) single hidden layer, achieves remarkable results—a staggering 100% accuracy and a minute average error rate of 0.000001. Beyond performance metrics, we delve into the intricacies of rice type classification through feature importance analysis. The most influential features—'id,' 'Area,' 'MajorAxisLength,' 'MinorAxisLength,' 'Eccentricity,' 'ConvexArea,' 'EquivDiameter,' 'Extent,' 'Perimeter,' 'Roundness,' and 'AspectRatio'—uncover the physiological traits underpinning accurate rice classification. This research contributes to advancing rice classification methods and highlights the potential of ANNs in optimizing agricultural practices, ensuring food safety, and bolstering global trade. (shrink)

Abstract: Rice is one of the most important staple crops in the world and serves as a staple food for more than half of the global population. It is a critical source of nutrition, providing carbohydrates, vitamins, and minerals to millions of people, particularly in Asia and Africa. This paper presents a study on using deep learning for the classification of different types of rice. The study focuses on five specific types of rice: Arborio, Basmati, Ipsala, Jasmine, and Karacadag. A (...) dataset of 75,000 images was collected and annotated, consisting of 15,000 images for each of the five types of rice. The deep learning system uses convolutional neural networks (CNNs) to classify images of rice grains based on their physical characteristics. The performance of the deep learning system was evaluated using metrics such as accuracy, precision, recall, and F1-score. The results show that the proposed deep learning system was able to achieve high accuracy in classifying the different types of rice, outperforming traditional image processing techniques. This study provides valuable insights into the potential of deep learning for classifying different types of rice and can be useful for applications such as quality control in rice processing industries and research in crop science. The large size of the dataset, 15,000 images for each type of rice, helped the deep learning system to learn the features of each type of rice, and increase the performance of the classifier. The attained overall accuracy of the proposed model (99.96%), Precision (99.96%), Recall (99.96%) and F1-score (99.96%). Thus, the proposed model proved that it leaned the five categories of rice and it can generalize these categories and it is effective. (shrink)

Abstract: A corn crop typically refers to a large-scale cultivation of corn (also known as maize) for commercial purposes such as food production, animal feed, and industrial uses. Corn is one of the most widely grown crops in the world, and it is a major staple food for many cultures. Corn crops are grown in various regions of the world with different climates, soil types, and farming practices. In the United States, for example, the Midwest is known as the "Corn (...) Belt" due to its extensive corn production. Corn crops can be grown using a variety of methods, including conventional tillage, no-till farming, and the use of genetically modified crops. Due to its importance, there is a need for discovering the corn diseases and treating them. The aim of this study is to propose a deep learning model for the classification of corn leaf diseases based on Convolutional Neural Network. A model for classifying maize diseases was developed using a dataset for classifying Corn diseases that contains 4 classes of disease. The dataset was collected from Keggel website. The proposed model was trained, validated, and tested. The F1-score (99.83%), Recall (99.83%), precision (99.83%), Accuracy (99.83%). (shrink)

Although the character of the “lady detective”is a staple of the cozy mystery genre, we contend that there are no great lady detectives to rival Holmes or Poirot. This is not because there are no clever or interesting lady detective characters, but ratherbecause the concept of greatness is sociallyconstructed and, like coolness, depends on public acclaim and perception. We explore the mechanics of genre formation, arguing that the very structure of cozy mysteries precludes female greatness. To create a “great”character,theauthor cannot (...) just endowher with certain attributes; she must actively work to overcome her audience’s tendency to import structures of oppression into the story, and she must wrestle against the conventions of the genre. In doing so, however, authors risk setting their stories in a wholly different genre. (shrink)

This article is part of a symposium on property-owning democracy. In A Theory of Justice John Rawls argued that people in a just society would have rights to some forms of personal property, whatever the best way to organise the economy. Without being explicit about it, he also seems to have believed that protection for at least some forms of privacy are included in the Basic Liberties, to which all are entitled. Thus, Rawls assumes that people are entitled to form (...) families, as well as personal associations which reflect their tastes as well as their beliefs and interests. He seems also to have assumed that people are entitled to seclude themselves, as well as to associate with others, and to keep some of their beliefs, knowledge, feelings and ideas to themselves, rather than having to share them with others. So, thinking of privacy as an amalgam of claims to seclusion, solitude, anonymity and intimate association, we can say that Rawls appears to include at least some forms of privacy in his account of the liberties protected by the first principle of justice. -/- However, Rawls did not say very much about how he understands people’s claims to privacy, or how those claims relate to his ideas about property-ownership. This is unfortunate, because two familiar objections to privacy seem particularly pertinent to his conception of the basic liberties. The first was articulated with customary panache by Judith Thomson, in a famous article on the moral right to privacy, in which she argued that talk of a moral right to privacy is confused and confusing, because privacy rights are really just property rights in disguise. The second objection has long been a staple of leftist politics, and is that the association of privacy with private property means that privacy rights are just a mask for coercive and exploitative relationships, and therefore at odds with democratic freedom, equality and solidarity. If the first objection implies that Rawls is wrong to think that protection for privacy can be distinguished from protection of personal property, the second objection implies that Rawls cannot hope to protect privacy without thereby committing himself to the grossest forms of capitalist inequality. -/- In this paper I will not discuss Rawls’ views of property-owning democracy. However, by clarifying the relationship between claims to privacy and claims to property-ownership, I hope to illuminate some of the conceptual, moral and political issues raised by Rawls’ ideas, and by work on the concept of a property-owning democracy, which he inspired. As we will see, privacy-based justifications of private ownership are not always unappealing, and privacy is sometimes promoted, rather than threatened, by collective ownership. The conclusion draws out the significance of these claims for the idea of a property-owning democracy. (shrink)

The denial of the intrinsic value of acts apart from both motives and consequences lies at the heart of Ross’s deontology and his opposition to ideal utilitarianism. Moreover, the claim that acts can have intrinsic value is a staple element of early and contemporary attempts to “consequentialise” all of morality. I first show why Ross’s denial is relevant both for his philosophy and for current debates. Then I consider and reject as inconclusive some of Ross’s explicit and implicit motivations for (...) his claim, stemming from his philosophy of action, his axiology, and his concept of intrinsic value, or a combination of these. I also criticize Ross’s later view that all right acts somehow produce some good, but that the value of some of these goods is explained by the prior rightness of the act. In the course of the discussion, the idea that acts can have intrinsic value apart from motives and consequences gains credibility both from the weaknesses in Ross’s arguments and from some putative examples. So, finally, I distinguish two attitudes in the history of ideal utilitarianism towards the necessity or not to give a detailed account of the intrinsic value of acts, and suggest that a Why Bother attitude is more promising than a Constructive one. (shrink)

Since the completion of the human genome project in 2003, genomic sequencing, analysis, and interpretation have become staples of research in medicine and the life sciences more generally. While much ink has been spilled concerning genomics’ precipitous rise, there is little agreement among scholars concerning its meaning, both in general and with respect to our current moment. Some claim genomics is neither new, nor noteworthy; others claim it is a novel and worrisome instrument of newgenics. Contrary to the approaches (...) of Foucault scholars in both camps, in this paper I utilize research in philosophy of disability to argue that genomics is indeed noteworthy as a unique form of biopower and that its primary function is to precisify impairments in contradistinction to disability. I call the force at play in this process genopower. (shrink)

Dretske has provided very influential arguments that there is a difference between our sensory awareness of objects and our awareness of facts about these objects—that there is a difference, for example, between seeing x and seeing that x is F. This distinction between simple and epistemic seeing is a staple of the philosophy of perception. Memory is often usefully compared to perception, and in this spirit I argue for the conditional claim that if Dretske’s arguments succeed in motivating the posit (...) of simple seeing, then parallel arguments should equally motivate a posit I call simple remembering. Simple remembering would be a conscious form of memory about an object or event which is prior to and independent of any beliefs the subject may or may not form about the object or event simply remembered. (shrink)

Testimony about the future dangerousness of a person has become a central staple of many judicial processes. In settings such as bail, sentencing, and parole decisions, in rulings about the civil confinement of the mentally ill, and in custody decisions in a context of domestic violence, the assessment of a person’s propensity towards physical or sexual violence is regarded as a deciding factor. These assessments can be based on two forms of expert testimony: actuarial or clinical. The purpose of this (...) paper is to examine the scientific and epistemological basis of both methods of prediction or risk assessment. My analysis will reveal that this kind of expert testimony is scientifically baseless. The problems I will discuss will generate a dilemma for factfinders: on the one hand, given the weak predictive abilities of the branches of science involved, they should not admit expert clinical or actuarial testimony as evidence; on the other hand, there is a very strong tradition and a vast jurisprudence that supports the continued use of this kind of expert testimony. It is a clear case of the not so uncommon conflict between science and legal tradition. (shrink)

The longstanding species problem in biology has a history that suggests a solution, and that history is not the received history found in many texts written by biologists or philosophers. The notion of species as the division into subordinate groups of any generic predicate was the staple of logic from Aristotle through the middle ages until quite recently. However, the biological species concept during the same period was at first subtly and then overtly different. Unlike the logic sense, which relied (...) on definitions of the essence of both genus and species, biological species from the time of Epicurus were consistently considered to involve a reproductive element: in short, living species relied not on essential definitions, but on the generative cause, which might not be definable. I term this the generative conception of species: species were the generation by reproduction of form. This undercuts the claim that species before Darwin were essentialist, and divorces the notion of a type from that of essence. In fact, as late as the end of the nineteenth century, logicians explicitly treated biological “species” as a homonym only of logical essentialist species, and permitted considerable deviation from the type or form. At every point, species in logic were thought to be a subset, in effect, of some more general notion. I sketch a history of both philosophical and biological traditions of the species concept, before turning to the current conceptions. These are reconsidered in the light of this history, and in particular Mayr’s changing views are shown to be somewhat Whiggish, historiographically. Of the many touted biological species concepts, only one of which (Mayr’s) is called _the_ Biological Species Concept, none appears to capture all the relevant facts, intuitions, and operational requirements of biology. Cladistic conceptions, however, have much in common with the older philosophical literature, in that the natural group of cladism is the clade, or monophyletic group. After considering the Individuality Thesis, and the metaphysics of species, we see that species are the most particular terminal taxa in a clade, and that they are “defined” in terms of the particular synapomorphies, or evolved characters, that are causally responsible for keeping the lineages that organisms form distinct from one another. In this way, we can remain within the generative conception of species that has been in play for over two millennia, and yet avoid the pitfalls of prior attempts to find a universal conception of species. (shrink)

Triumphalist histories of science are nothing new but were, in fact, a staple of the 19th century. This article considers one of the more famous works in the genre and argues that it was motivated by doubt more than by faith.

Centuries II and III of Francis Bacon’s posthumous natural history Sylva Sylvarum are largely dedicated to sound. This paper claims that Bacon’s investigation on this topic is fruitfully read against the background of the Aristotelian theory of sound, as presented in De anima commentaries. I argue that Bacon agreed with the general lines of this tradition in a crucial aspect: he rejected the reduction of sound to local motion. Many of the experimental instances and more theoretical remarks from his natural (...) history of sound can be elucidated against this wider concern of distinguishing sound from motion, a theme that had been a staple of Aristotelian discussions of sound and hearing since the Middle Ages. Bacon admits that local motion is part of the efficient cause of sound, but he denies that it is its form, which means that sound cannot be reduced to a type of local motion. This position places him outside subsequent developments in natural philosophy in the seventeenth century. (shrink)

Leviathan by Hobbes is one of the most original books in political theory ever written. Broad is scope, rich in ideas and bold in its claims; it contains much more than just political theory. The article focuses on Hobbes’s presentation of human nature, in particular in light of the then new thesis that universe is matter in motion; on observation how human automata whom Hobbes created (as it were) live in state of nature and under authority of “the leviathan”; and (...) on the impact of man’s and woman’s nature on their natural rights. Hobbes pioneered a host of ideas that became a staple food for early modern political thought—state of nature, social contract, individualism, or inalienable rights. The article reviews them and concludes that in spite of illiberal conclusions of his political theory, Hobbes is a proto-liberal thinker that paved the way for Locke and others. (shrink)

The evolution of Habermas follows that of Rawls in Political Liberalism, where the principles of justice are traced back to a historical background and no longer derived from an original position as in A Theory of Justice; and even Rawls, curiously enough, while he made his own the criticism in a broad sense Hegelian, of opponents such as Walzer,continued not to recognize the debt he now owed them. Appropriations of the opponents' objections, withdrawals disguised as victories, ad hoc distinctions and (...) so on, are common staple in disputes between thinkers, phenomena that it would be too easy to dismiss with accusations of tendentiousness or lack of rigour. -/- . (shrink)