We argue why interpretability should have primacy alongside empiricism for several reasons: first, if machine learning models are beginning to render some of the high-risk healthcare decisions instead of clinicians, these models pose a novel medicolegal and ethical frontier that is incompletely addressed by current methods of appraising medical interventions like pharmacological therapies; second, a number of judicial precedents underpinning medical liability and negligence are compromised when ‘autonomous’ ML recommendations are considered to be en par with human instruction in specific (...) contexts; third, explainable algorithms may be more amenable to the ascertainment and minimisation of biases, with repercussions for racial equity as well as scientific reproducibility and generalisability. We conclude with some reasons for the ineludible importance of interpretability, such as the establishment of trust, in overcoming perhaps the most difficult challenge ML will face in a high-stakes environment like healthcare: professional and public acceptance. (shrink)

Obtaining informed consent before providing treatment is a routine part of modern clinical practice. For some treatments, however, there may be disagreement over the requirements for ‘informed’ consent. Electroconvulsive therapy (ECT) is one such example. Blease argues that patients ‘should surely be privy to the matters of fact that: (1) there is continued controversy over the effectiveness of ECT; (2) there is orthodox scientific consensus that there is currently _no_ acknowledged explanation for ECT and (3) there is a serious (mainstream) (...) debate over whether the response to ECT may be a placebo response.’ Before embracing these suggestions, two key questions must be asked. Are these claims a reasonable representation of current ECT research? And if so, will this information be of benefit to patients? The evidence-based support for ECT from both National Institute for Health and Care Excellence and the Royal College of Psychiatrists appears to undermine the validity of claims (1) and (3), and therefore the rationale for providing this information. Concerning assertion (2), it is true that the mechanism by which ECT has its therapeutic effect is not yet established, although the importance of conveying this fact to the patient is questionable. Of greater certainty is that the same irresolution surrounds the mechanism of action of pharmaceutical antidepressants, and so a double standard in patient care should be mindfully avoided if provision of this information is deemed a prerequisite for proper ‘informed’ consent. (shrink)

There are a number of ethical issues that may arise in the care of patients with epilepsy. One approach, when attempting to summarize such information, may be to first carry out a systematic review...