Towards nationally curated data archives for clinical radiology image analysis at scale: Learnings from national data collection in response to a pandemic.
Dominic CushnanRosalind BerkaOttavia BertolliPeter WilliamsDaniel SchofieldIndra JoshiAlberto FavaroMark Halling-BrownGergely ImrehEmily JeffersonNeil J SebireGerry ReillyJonathan C L RodriguesGraham RobinsonSusan J CopleyRizwan MalikClaire BloomfieldFergus GleesonMoira CrottyErika DentonJeanette DicksonGary LeemingHayley E HardwickKenneth BailliePeter Jm OpenshawMalcolm G SempleCaroline RubinAndy HowlettAndrea G RockallAyub BhayatDaniel FasciaCathie Sudlownull nullJoseph JacobPublished in: Digital health (2021)
The prevalence of the coronavirus SARS-CoV-2 disease has resulted in the unprecedented collection of health data to support research. Historically, coordinating the collation of such datasets on a national scale has been challenging to execute for several reasons, including issues with data privacy, the lack of data reporting standards, interoperable technologies, and distribution methods. The coronavirus SARS-CoV-2 disease pandemic has highlighted the importance of collaboration between government bodies, healthcare institutions, academic researchers and commercial companies in overcoming these issues during times of urgency. The National COVID-19 Chest Imaging Database, led by NHSX, British Society of Thoracic Imaging, Royal Surrey NHS Foundation Trust and Faculty, is an example of such a national initiative. Here, we summarise the experiences and challenges of setting up the National COVID-19 Chest Imaging Database, and the implications for future ambitions of national data curation in medical imaging to advance the safe adoption of artificial intelligence in healthcare.
Keyphrases
- sars cov
- big data
- healthcare
- artificial intelligence
- quality improvement
- electronic health record
- coronavirus disease
- respiratory syndrome coronavirus
- high resolution
- adverse drug
- machine learning
- patient safety
- emergency department
- spinal cord
- mass spectrometry
- spinal cord injury
- public health
- photodynamic therapy
- risk assessment
- single cell
- medical students