Artificial intelligence innovation in healthcare: Relevance of reporting guidelines for clinical translation from bench to bedside.


Journal

Annals of the Academy of Medicine, Singapore
ISSN: 2972-4066
Titre abrégé: Ann Acad Med Singap
Pays: Singapore
ID NLM: 7503289

Informations de publication

Date de publication:
27 Apr 2023
Historique:
medline: 27 4 2023
pubmed: 27 4 2023
entrez: 21 6 2024
Statut: epublish

Résumé

Artificial intelligence (AI) and digital innovation are transforming healthcare. Technologies such as machine learning in image analysis, natural language processing in medical chatbots and electronic medical record extraction have the potential to improve screening, diagnostics and prognostication, leading to precision medicine and preventive health. However, it is crucial to ensure that AI research is conducted with scientific rigour to facilitate clinical implementation. Therefore, reporting guidelines have been developed to standardise and streamline the development and validation of AI technologies in health. This commentary proposes a structured approach to utilise these reporting guidelines for the translation of promising AI techniques from research and development into clinical translation, and eventual widespread implementation from bench to bedside.

Identifiants

pubmed: 38904533
doi: 10.47102/annals-acadmedsg.2022452
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

199-212

Déclaration de conflit d'intérêts

Dr Daniel SW Ting holds a patent on a deep learning system for detection of retinal diseases, co-founded and holds equity of EyRIS Singapore. Dr Carolyn SP Lam holds a patent on a deep learning system for detection of cardiac disease, co-founded and holds equity in Us2.ai. Dr Dean Ho is scientific co-founder and shareholder of KYAN Therapeutics. He is also a co-inventor of pending patents pertaining to AI-based drug development and personalised medicine.

Auteurs

Zhen Ling Teo (ZL)

Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.

Ann Kwee (A)

Department of Endocrinology, Singapore General Hospital, Singapore.

John Cw Lim (JC)

Centre of Regulatory Excellence, Duke-NUS Medical School, National University of Singapore, Singapore.

Carolyn Sp Lam (CS)

Department of Cardiology, National Heart Centre Singapore, Singapore.
Duke-NUS Medical School, National University of Singapore, Singapore.

Dean Ho (D)

Department of Biomedical Engineering, Institute of Digital Medicine, N.1 Institute of Health and Department of Pharmacology, National University of Singapore, Singapore.

Sebastian Maurer-Stroh (S)

Bioinformatics Institute and Infectious Diseases Labs, Agency for Science, Technology and Research, Singapore.
Yong Loo Lin School of Medicine and Department of Biological Sciences, National University of Singapore, Singapore.

Yi Su (Y)

Institute of High Performance Computing, Agency for Science, Technology and Research, Singapore.

Simon Chesterman (S)

Faculty of Law, National University of Singapore, Singapore.
AI Singapore, Singapore.

Tsuhan Chen (T)

AI Singapore, Singapore.
School of Computing, National University of Singapore, Singapore.

Chorh Chuan Tan (CC)

Chief Health Scientist Office, Ministry of Health, Singapore.

Tien Yin Wong (TY)

Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
Tsinghua Medicine, Tsinghua University, Beijing, China.

Kee Yuan Ngiam (KY)

Group Technology Office, National University Health System, Singapore.

Cher Heng Tan (CH)

Centre for Health Innovation, National Healthcare Group, Singapore.

Danny Soon (D)

Consortium for Clinical Research and Innovation, Singapore, Singapore.

May Ling Choong (ML)

Health Sciences Authority, Singapore.

Raymond Chua (R)

Director of Medical Services Office (Health Regulation Group), Ministry of Health, Singapore.

Sutowo Wong (S)

Data Analytics, Ministry of Health, Singapore.

Colin Lim (C)

Technology, Ministry of Health, Singapore.

Wei Yang Cheong (WY)

Technology, Ministry of Health, Singapore.

Daniel Sw Ting (DS)

Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
Duke-NUS Medical School, National University of Singapore, Singapore.
Artificial Intelligence Office, Singapore Health Services, Singapore.

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