Within the ethical debate on Machine Learning-driven decision support systems (ML_CDSS), notions such as "human in the loop" or "meaningful human control" are often cited as being necessary for ethical legitimacy. In addition, ethical principles usually serve as the major point of reference in ethical guidance documents, stating that conflicts between principles need to be weighed and balanced against each other. Starting from a neo-Kantian viewpoint inspired by Onora O'Neill, this article makes a concrete suggestion of how to interpret the role of the "human in the loop" and to overcome the perspective of rivaling ethical principles in the evaluation of AI in health care. We argue that patients should be perceived as "fellow workers" and epistemic partners in the interpretation of ML_CDSS outputs. We further highlight that a meaningful process of integrating (rather than weighing and balancing) ethical principles is most appropriate in the evaluation of medical AI.

Download full-text PDF

Source
http://dx.doi.org/10.1080/15265161.2024.2353800DOI Listing

Publication Analysis

Top Keywords

ethical principles
12
machine learning-driven
8
learning-driven decision
8
"human loop"
8
ethical
6
humans loop?
4
loop? co-reasoning
4
co-reasoning practical
4
practical judgment
4
judgment machine
4

Similar Publications

Background: The increased use of digital data in health research demands interdisciplinary collaborations to address its methodological complexities and challenges. This often entails merging the linear deductive approach of health research with the explorative iterative approach of data science. However, there is a lack of structured teaching courses and guidance on how to effectively and constructively bridge different disciplines and research approaches.

View Article and Find Full Text PDF

Unlabelled: One of the principles of prevention and non-drug treatment of liver diseases, including hepatitis of various etiologies, is the normalization of the diet, including the use of daily diet foods with physiologically active ingredients, in particular betulin, which helps to reduce metabolic and oxidative processes within liver cells. The aim of the work was to evaluate the in vivo effect of triterpene alcohol betulin Roth isolated from the bark of birch Betula pendula Roth. added to fat-containing products (for example, mayonnaise) on the biochemical parameters of blood and the morphological structure of the liver of rats with initiated acute toxic hepatitis.

View Article and Find Full Text PDF

Introduction: The developed domestic retrodipeptide analogue of cholecystokinin tetrapeptide (CCK) (N-(6-phenylhexanoyl)-glycyltryptophan amide, or compound GB-115) with antagonistic properties in relation to CCK1 receptors has anxiolytic activity previously shown in preclinical and clinical studies. The aim of the study was to evaluate the anxiolytic effect of GB-115 as a tablet form with subchronic oral administration in comparison with phenazepam in nonhuman primates.

Materials And Methods: The study was conducted on four male rhesus monkeys (Macaca mulatta) aged 5.

View Article and Find Full Text PDF

Background: The effects of ionizing radiation (IR) involve a highly orchestrated series of events in cells, including DNA damage and repair, cell death, and changes in the level of proliferation associated with the stage of the cell cycle. A large number of existing studies in literature have examined the activity of genes and their regulators in mammalian cells in response to high doses of ionizing radiation. Although there are many studies, the research in effect of low doses of ionizing radiation remains limited.

View Article and Find Full Text PDF

Short-term outcomes of low anterior resection with and without ileostomy for low, mid and upper rectal cancers.

Updates Surg

January 2025

The Surgery Group of Los Angeles, 8635 W 3Rd St, Suite 880, Los Angeles, CA, 90048, USA.

Although the addition of an ileostomy to low anterior resection (LAR) may often be considered preventative of anastomotic leakage (AL), evidence that clearly demonstrates such benefit is lacking. This study aimed to identify the impact of adding an ileostomy upon AL and organ-space surgical site infection (SSI) rates in patients with lower, middle, or upper rectal cancer. This case-control study included rectal cancer patients who had undergone elective LAR in the American College of Surgeons-National Surgical Quality Improvement Program dataset between 2016 and 2022.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!