The promise of artificial intelligence: a review of the opportunities and challenges of artificial intelligence in healthcare

Author:

Aung Yuri Y M1ORCID,Wong David C S2,Ting Daniel S W3

Affiliation:

1. Imperial College School of Medicine, Imperial College London, SW7 2AZ, UK

2. University of Cambridge, School of Clinical Medicine, CB2 0SP, UK

3. Duke-NUS Medical School, Singapore National Eye Centre, 168751, Singapore

Abstract

Abstract Introduction Artificial intelligence (AI) and machine learning (ML) are rapidly evolving fields in various sectors, including healthcare. This article reviews AI’s present applications in healthcare, including its benefits, limitations and future scope. Sources of data A review of the English literature was conducted with search terms ‘AI’ or ‘ML’ or ‘deep learning’ and ‘healthcare’ or ‘medicine’ using PubMED and Google Scholar from 2000–2021. Areas of agreement AI could transform physician workflow and patient care through its applications, from assisting physicians and replacing administrative tasks to augmenting medical knowledge. Areas of controversy From challenges training ML systems to unclear accountability, AI’s implementation is difficult and incremental at best. Physicians also lack understanding of what AI implementation could represent. Growing points AI can ultimately prove beneficial in healthcare, but requires meticulous governance similar to the governance of physician conduct. Areas timely for developing research Regulatory guidelines are needed on how to safely implement and assess AI technology, alongside further research into the specific capabilities and limitations of its medical use.

Publisher

Oxford University Press (OUP)

Subject

General Medicine

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