Randomized Controlled Trials in Medical AI

Philosophy of Medicine 2 (1) (2021)
  Copy   BIBTEX

Abstract

Various publications claim that medical AI systems perform as well, or better, than clinical experts. However, there have been very few controlled trials and the quality of existing studies has been called into question. There is growing concern that existing studies overestimate the clinical benefits of AI systems. This has led to calls for more, and higher-quality, randomized controlled trials of medical AI systems. While this a welcome development, AI RCTs raise novel methodological challenges that have seen little discussion. We discuss some of the challenges arising in the context of AI RCTs and make some suggestions for how to meet them.

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 91,846

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Problems associated with randomized controlled clinical trials in breast cancer.Ann E. Johnson - 1998 - Journal of Evaluation in Clinical Practice 4 (2):119-126.
What Theories Are Tested in Clinical Trials?Spencer Phillips Hey - 2015 - Philosophy of Science 82 (5):1318-1329.
Shortcomings of the randomized controlled trial: a view from the boondocks.Joseph Herman Md - 1998 - Journal of Evaluation in Clinical Practice 4 (4):283-286.
Cluster randomized controlled trials.Suezann Puffer, David J. Torgerson & Judith Watson - 2005 - Journal of Evaluation in Clinical Practice 11 (5):479-483.

Analytics

Added to PP
2022-06-27

Downloads
28 (#569,150)

6 months
16 (#156,807)

Historical graph of downloads
How can I increase my downloads?

Author Profiles

Konstantin Genin
Carnegie Mellon University

References found in this work

No references found.

Add more references