The debate about the ethical implications of Artificial Intelligence dates from the 1960s :741–742, 1960; Wiener in Cybernetics: or control and communication in the animal and the machine, MIT Press, New York, 1961). However, in recent years symbolic AI has been complemented and sometimes replaced by Neural Networks and Machine Learning techniques. This has vastly increased its potential utility and impact on society, with the consequence that the ethical debate has gone mainstream. Such a debate has primarily focused on principles—the (...) ‘what’ of AI ethics —rather than on practices, the ‘how.’ Awareness of the potential issues is increasing at a fast rate, but the AI community’s ability to take action to mitigate the associated risks is still at its infancy. Our intention in presenting this research is to contribute to closing the gap between principles and practices by constructing a typology that may help practically-minded developers apply ethics at each stage of the Machine Learning development pipeline, and to signal to researchers where further work is needed. The focus is exclusively on Machine Learning, but it is hoped that the results of this research may be easily applicable to other branches of AI. The article outlines the research method for creating this typology, the initial findings, and provides a summary of future research needs. (shrink)

As the range of potential uses for Artificial Intelligence, in particular machine learning, has increased, so has awareness of the associated ethical issues. This increased awareness has led to the realisation that existing legislation and regulation provides insufficient protection to individuals, groups, society, and the environment from AI harms. In response to this realisation, there has been a proliferation of principle-based ethics codes, guidelines and frameworks. However, it has become increasingly clear that a significant gap exists between the theory of (...) AI ethics principles and the practical design of AI systems. In previous work, we analysed whether it is possible to close this gap between the ‘what’ and the ‘how’ of AI ethics through the use of tools and methods designed to help AI developers, engineers, and designers translate principles into practice. We concluded that this method of closure is currently ineffective as almost all existing translational tools and methods are either too flexible or too strict. This raised the question: if, even with technical guidance, AI ethics is challenging to embed in the process of algorithmic design, is the entire pro-ethical design endeavour rendered futile? And, if no, then how can AI ethics be made useful for AI practitioners? This is the question we seek to address here by exploring why principles and technical translational tools are still needed even if they are limited, and how these limitations can be potentially overcome by providing theoretical grounding of a concept that has been termed ‘Ethics as a Service.’. (shrink)

As the range of potential uses for Artificial Intelligence (AI), in particular machine learning (ML), has increased, so has awareness of the associated ethical issues. This increased awareness has led to the realisation that existing legislation and regulation provides insufficient protection to individuals, groups, society, and the environment from AI harms. In response to this realisation, there has been a proliferation of principle-based ethics codes, guidelines and frameworks. However, it has become increasingly clear that a significant gap exists between the (...) theory of AI ethics principles and the practical design of AI systems. In previous work , we analysed whether it is possible to close this gap between the ‘what’ and the ‘how’ of AI ethics through the use of tools and methods designed to help AI developers, engineers, and designers translate principles into practice. We concluded that this method of closure is currently ineffective as almost all existing translational tools and methods are either too flexible (and thus vulnerable to ethics washing) or too strict (unresponsive to context). This raised the question: if, even with technical guidance, AI ethics is challenging to embed in the process of algorithmic design, is the entire pro-ethical design endeavour rendered futile? And, if no, then how can AI ethics be made useful for AI practitioners? This is the question we seek to address here by exploring why principles and technical translational tools are still needed even if they are limited, and how these limitations can be potentially overcome by providing theoretical grounding of a concept that has been termed ‘Ethics as a Service’. (shrink)

In this open peer commentary, we categorize the possible “neuroscience in national security” definitions of misuse of science and identify which, if any, are uniquely presented by advances in neuroscience. To define misuse, we first define what we would consider appropriate use: the application of reasonably safe and effective technology, based on valid and reliable scientific research, to serve a legitimate end. This definition presents distinct opportunities for assessing misuse: misuse is the application of invalid or unreliable science, or is (...) the use of reliable scientific methods to serve illegitimate ends. Ultimately, we conclude that while national security is often a politicized issue, assessing the state of scientific progress should not be. (shrink)

Our approach is based on a tri-partite method of integrating psychodynamic hypotheses, cognitive subliminal processes, and psychophysiological alpha power measures. We present ten social phobic subjects with three individually selected groups of words representing unconscious conflict, conscious symptom experience, and Osgood Semantic negative valence words used as a control word group. The unconscious conflict and conscious symptom words, presented subliminally and supraliminally, act as primes preceding the conscious symptom and control words presented as supraliminal targets. With alpha power as (...) a marker of inhibitory brain activity, we show that unconscious conflict primes, only when presented subliminally, have a unique inhibitory effect on conscious symptom targets. This effect is absent when the unconscious conflict primes are presented supraliminally, or when the target is the control words. Unconscious conflict prime effects were found to correlate with a measure of repressiveness in a similar previous study (Shevrin et al., 1992, 1996). Conscious symptom primes have no inhibitory effect when presented subliminally. Inhibitory effects with conscious symptom primes are present, but only when the primes are supraliminal, and they did not correlate with repressiveness in a previous study (Shevrin et al., 1992, 1996). We conclude that while the inhibition following supraliminal conscious symptom primes is due to conscious threat bias, the inhibition following subliminal unconscious conflict primes provides a neurological blueprint for dynamic repression: it is only activated subliminally by an individual's unconscious conflict and has an inhibitory effect specific only to the conscious symptom. These novel findings constitute neuroscientific evidence for the psychoanalytic concepts of unconscious conflict and repression, while extending neuroscience theory and methods into the realm of personal, psychological meaning. (shrink)

It is commonly assumed that Indigenous nations had neither sovereignty in international law nor title to their territories when Europeans first arrived in North America. Thus the continent was legally vacant and European powers could gain title to it simply by such acts as discovery, symbolic acts, or occupation, or by concluding treaties among themselves. This paper argues that this viewpoint is misguided and cannot be justified either by reference to positive international law or to basic principles of justice. To (...) the contrary, Indigenous American nations were sovereign entities holding exclusive title to their territories at the time of European contact, and they participated actively in the formation of Canada and the United States. This fact requires us to rewrite our constitutional histories and reconsider the current status of Indigenous nations. (shrink)

It is often thought that the meaning of a legal provision must reside in the minds of its authors or its interpreters, or a combination of the two. Indeed, the point may seem so obvious that it scarcely needs any justification. Is there any sense, then, in the claim sometimes made by judges that a law has a meaning of its own, one that is distinct from the intentions of authors and interpreters alike? At first sight, the claim appears extravagant (...) and self-serving. However, there is more to it than meets the eye. Drawing on an example from the world of games, this essay argues that the law makes up a “participatory order of meaning,” an autonomous order to which legal drafters and interpreters bend their minds as they create particular patterns of meaning. Ultimately, a legal order should be understood as a concrete instance of a transcendent order of justice and basic values, which in some sense lies both within and beyond the laws of a particular time and place. (shrink)

Some have argued that the right of national self-determination gives every national group the power to decide for itself whether to remain part of an existing state or to secede unilaterally and form its own state. Such a theory underpins the claim that Quebec is entitled to decide on its own whether or not to leave Canada. This paper examines the main philosophical arguments for the theory and finds them one-dimensional and inadequate; they fail to take account of the full (...) range of complex issues arising in actual cases of proposed secession. If the right of national self-determination is understood as involving a right of unilateral secession, it cannot be attributed to national groups across the board. It arises only in specific historical circumstances, usually involving oppression or other forms of grave injustice. (shrink)

The author examines two proposals to expand legal recognition of individual control over physical integrity. Protections for individual autonomy are discussed in relation to the right to die, euthanasia, medical treatment, and consensual and assaultive sexual behaviours. The author argues that at present, the legal doctrine of consent protects only those individual preferences which are seen to be congruent with dominant societal values; social preferences and convenience override all other individual choices. Under these conditions, more freedom to waive rights of (...) physical integrity can only place socially vulnerable persons at great risk of abuse. (shrink)

The exculpatory rhetorical power of the term “honest belief” continues to invite reliance on the bare credibility of belief in consent to determine culpability in sexual assault. In law, however, only a comprehensive analysis of mens rea, including an examination of the material facts and circumstances of which the accused was aware, demonstrates whether a “belief” in consent was or was not reckless or wilfully blind. An accused's “honest belief” routinely begs this question, leading to a truncated analysis of criminal (...) responsibility, and error. The problem illustrates how easily old rhetoric perpetuates assumptions that no longer have a place in Canadian law. (shrink)