The problem of the explainability of AI decision-making has attracted considerable attention in recent years. In considering AI diagnostics we suggest that explainability should be explicated as 'effective contestability'. Taking a patient-centric approach we argue that patients should be able to contest the diagnoses of AI diagnostic systems, and that effective contestation of patient-relevant aspect of AI diagnoses requires the availability of different types of information about 1) the AI system's use of data, 2) the system's potential biases, 3) the system performance, and 4) the division of labour between the system and health care professionals. We justify and define thirteen specific informational requirements that follows from 'contestability'. We further show not only that contestability is a weaker requirement than some of the proposed criteria of explainability, but also that it does not introduce poorly grounded double standards for AI and health care professionals' diagnostics, and does not come at the cost of AI system performance. Finally, we briefly discuss whether the contestability requirements introduced here are domain-specific.
18 November 2015 in British Journal of Sports Medicine
The general consensus among sport and exercise genetics researchers is that genetic tests have no role to play in talent identification or the individualised prescription of training to maximise performance. Despite the lack of evidence, recent years have witnessed the rise of an emerging market of direct-to-consumer marketing (DTC) tests that claim to be able to identify children's athletic talents. Targeted consumers include mainly coaches and parents. There is concern among the scientific community that the current level of knowledge is being misrepresented for commercial purposes. There remains a lack of universally accepted guidelines and legislation for DTC testing in relation to all forms of genetic testing and not just for talent identification. There is concern over the lack of clarity of information over which specific genes or variants are being tested and the almost universal lack of appropriate genetic counselling for the interpretation of the genetic data to consumers. Furthermore independent studies have identified issues relating to quality control by DTC laboratories with different results being reported from samples from the same individual. Consequently, in the current state of knowledge, no child or young athlete should be exposed to DTC genetic testing to define or alter training or for talent identification aimed at selecting gifted children or adolescents. Large scale collaborative projects, may help to develop a stronger scientific foundation on these issues in the future.
Madsen SM, Mirza MR, Holm S, Hilsted KL, Kampmann K, Riis P (Copenhagen University Hospital in Herlev, Herlev, Denmark; Odense University Hospital in Odense, Odense C, Denmark; University of Manchester, Manchester, UK; Copenhagen University Hospital in Herlev, Herlev, Denmark; and Odense University Hospital in Odense, Odense C, Denmark). Attitudes towards clinical research amongst participants and nonparticipants. J Intern Med 2002; 251: 156–168. Objectives. To investigate attitudes to clinical research amongst cancer trial participants and nonparticipants, and to compare results with those from previous studies amongst participants in noncancer trials. Design. Trial participating respondents were given three questionnaires during the clinical trials. Respondents amongst patients declining randomization answered a single questionnaire. Setting. Participants and nonparticipants in randomized clinical cancer trials. Subjects. Forty‐one participants and 47 nonparticipants in cancer trials. Results. Altruistic motives of physicians to conduct medical research were highly rated. Attitudes towards clinical research were positive in all groups, with nonparticipant respondents being the least positive. Eight to nine tenths found scientific testing necessary before general health service implementation. Trial participants were, as compared with nonparticipating respondents, more positive towards both participation of self and others. Both personal and altruistic motives for participation were highly rated. Primary reasons for nonparticipation were fear of ‘the unknown’ and/or unease with randomization. Only a minority felt a moral problem created by declining trial participation. Respondents amongst noncancer participants were more satisfied with the information given than both cancer participants and cancer nonparticipants. Negative experiences in cancer participants generally dealt with frustration related to seeing too many physicians at check‐up appointments. Conclusion. Attitudes towards clinical research are generally positive even in cancer nonparticipants. Both personal and altruistic motives for participation were highly rated. A fear of ‘the unknown’ and resentments towards randomization were primary reasons to renounce participation. Seeing too many physicians at check‐up appointments seems to be an important factor for negative experiences in cancer trial participants.
The Principles of Biomedical Ethics by Tom L Beauchamp and James F Childress which is now in its fourth edition has had a great influence on the development of bioethics through its exposition of a theory based on the four principles: respect for autonomy; non-maleficence; beneficence, and justice (1). The theory is developed as a common-morality theory, and the present paper attempts to show how this approach, starting from American common-morality, leads to an underdevelopment of beneficence and justice, and that the methods offered for specification and balancing of principles are inadequate.
In this article we provide an in‐depth description of a new model of informed consent called ‘meta consent’ and consider its practical implementation. We explore justifications for preferring meta consent over alternative models of consent as a solution to the problem of secondary use of health data for research. We finally argue that meta consent strikes an appropriate balance between enabling valuable research and protecting the individual.