Clinical applications of machine learning algorithms: beyond the black box

To maximise the clinical benefits of machine learning algorithms, we need to rethink our approach to explanation, argue David Watson and colleagues

Judging parental competence: A cross‐country analysis of judicial decision makers' written assessment of mothers' parenting capacities in newborn removal cases

This paper examines the discretionary reasoning of the judiciary in three jurisdictions, England, Germany and Norway, in cases deciding whether a newborn child is safe with her parents or intervention is necessary. Our analysis focuses on one specific dimension of decision makers' exercise of discretion, namely, if and how the strengths and weaknesses of the mother are considered. The data material consists of all decisions concerning care orders of newborns from one large city in Germany from 2015 to 2017 (n = 27) and 2016 in Norway (n = 76) and all publicly available newborn removal decisions in England for 2015–2017 (n = 14). The findings reveal a high number of risk factors in the cases and less focus on risk‐reducing factors. The situation of the newborn is considered to be harmful, as most cases result in a care order. Judicial discretion differs by how much information, and what types of factors, are included in the justification for the decision. A learning point for decision makers and policymakers would be to actively undertake a balancing act between risk‐increasing and risk‐reducing factors.publishedVersio

Self-control enhancement in children:Ethical and conceptual aspects

Childhood self-control is currently receiving great scientific and public attention because it could predict much of adult’s life success and well-being. Specialized interventions based on findings in social psychology and neuroscience potentially enhance children’s capacity to exercise self-control. This perspective triggers hopes that self-control enhancement allows us to say good-bye for good to potentially unsafe psychopharmacological agents and electronic brain stimulants. This chapter provides an in-depth ethical analysis of pediatric self-control enhancement and points toward a series of serious conceptual and ethical concerns. First, it gives an overview of current psychological as well as neuroscientific research on self-control, and it presents longitudinal studies that emphasize the importance of childhood self-control for adult life success. Second, it critically discusses the concept of self-control presupposed in these approaches and points to crucial limitations. Going beyond an understanding of self-control as a sophisticated means of goal-achievement, i will argue for a comprehensive understanding that takes the inherent normativity of self-controlled behavior seriously. In that context, self-control enhancement appears as not necessarily desirable and occasionally even detrimental. Finally, this chapter questions the notion of childhood implicit in current research and how values typically put on this phase of life could get affected by self-control enhancement. I finish with an exploration of the conditions under which pediatric self-control enhancement is either impermissible, permissible, or maybe obligatory

The benefits, costs and feasibility of a low incidence COVID-19 strategy

In the summer of 2021, European governments removed most NPIs after experiencing prolonged second and third waves of the COVID-19 pandemic. Most countries failed to achieve immunization rates high enough to avoid resurgence of the virus. Public health strategies for autumn and winter 2021 have ranged from countries aiming at low incidence by re-introducing NPIs to accepting high incidence levels. However, such high incidence strategies almost certainly lead to the very consequences that they seek to avoid: restrictions that harm people and economies. At high incidence, the important pandemic containment measure ‘test-trace-isolate-support’ becomes inefficient. At that point, the spread of SARS-CoV-2 and its numerous harmful consequences can likely only be controlled through restrictions. We argue that all European countries need to pursue a low incidence strategy in a coordinated manner. Such an endeavour can only be successful if it is built on open communication and trust

A Taxonomy of Harms Inherent in Cognitive Enhancement

Advances in neuroscience and pharmacology have led to improvements in the cognitive performance of people with neurological disease and other forms of cognitive decline. These same methods may also afford cognitive enhancement in people of otherwise normal cognitive abilities. “Cosmetic”, or supranormal, cognitive enhancement offers opportunities to enrich our social or financial status, our interactions with others, and the common wealth of our community. It is common to focus on the potential benefits of cognitive enhancement, while being less than clear about the possible drawbacks. Here I examine the harms or side-effects associated with a range of cognitive enhancement interventions. I propose a taxonomy of harms in cognitive enhancement, with harms classified as (neuro)biological, ethical, or societal. Biological harms are those that directly affect the person’s biological functioning, such as when a drug affects a person’s mood or autonomic function. Ethical harms are those that touch on issues such as fairness and cheating, or on erosion of autonomy and coercion. Societal harms are harms that affect whole populations, and which are normally the province of governments, such as the use of enhancement in military contexts. This taxonomy of harms will help to focus the debate around the use and regulation of cognitive enhancement. In particular it will help to clarify the appropriate network of stakeholders who should take an interest in each potential harm, and in minimizing the impact of these harms

The Ethics of Uncertainty for Data Subjects

Modern health data practices come with many practical uncertainties. In this paper, I argue that data subjects’ trust in the institutions and organizations that control their data, and their ability to know their own moral obligations in relation to their data, are undermined by significant uncertainties regarding the what, how, and who of mass data collection and analysis. I conclude by considering how proposals for managing situations of high uncertainty might be applied to this problem. These emphasize increasing organizational flexibility, knowledge, and capacity, and reducing hazard

Atypical employment and disability in the digital economy: accountability gap leaves disabled app developers’ rights unprotected

Although the employment situation of disabled people has widely been identified as in need of improvement, progress in this area remains slow. While some progress has been made in including the physically or sensory disabled in the workplace, other types of disability have been largely neglected. This applies particularly to disabled workers in atypical employment, such as those whose workplace is the Digital Economy. In this article, we discuss the case of disabled app developers as a significant example of how the current regulatory framework fails to be inclusive in its attempts to protect the rights of disabled Digital Economy workers. We identify two problems that are at the heart of this: first, a continuing failure to collect relevant and comprehensive data on disability, and second, a lack of accountability towards disabled workers in atypical employment. Consequently, we call for better data collection and argue for urgent policy changes to close the existing accountability gap

The benefits, costs and feasibility of a low incidence COVID-19 strategy

In the summer of 2021, European governments removed most NPIs after experiencing prolonged second and third waves of the COVID-19 pandemic. Most countries failed to achieve immunization rates high enough to avoid resurgence of the virus. Public health strategies for autumn and winter 2021 have ranged from countries aiming at low incidence by re-introducing NPIs to accepting high incidence levels. However, such high incidence strategies almost certainly lead to the very consequences that they seek to avoid: restrictions that harm people and economies. At high incidence, the important pandemic containment measure ‘test-trace-isolate-support’ becomes inefficient. At that point, the spread of SARS-CoV-2 and its numerous harmful consequences can likely only be controlled through restrictions. We argue that all European countries need to pursue a low incidence strategy in a coordinated manner. Such an endeavour can only be successful if it is built on open communication and trust. © 2021 The Author