Towards nationally curated data archives for clinical radiology image analysis at scale: Learnings from national data collection in response to a pandemic.
Autor: | Cushnan D; NHSX, UK., Berka R; Faculty, UK., Bertolli O; Faculty, UK., Williams P; NHSX, UK., Schofield D; NHSX, UK., Joshi I; NHSX, UK., Favaro A; Faculty, UK., Halling-Brown M; Scientific Computing, Royal Surrey NHS Foundation Trust, UK.; CVSSP, University of Surrey, UK., Imreh G; Faculty, UK., Jefferson E; Health Data Research UK, UK.; Health Informatics Centre (HIC), School of Medicine, University of Dundee, UK., Sebire NJ; Health Data Research UK, UK., Reilly G; Health Data Research UK, UK., Rodrigues JCL; Department of Radiology, Royal United Hospitals Bath NHS Foundation Trust, UK., Robinson G; Department of Radiology, Royal United Hospitals Bath NHS Foundation Trust, UK., Copley S; Imaging Department, Hammersmith Hospital, Imperial College NHS Healthcare Trust, UK., Malik R; Department of Radiology, Bolton NHS Foundation Trust, UK., Bloomfield C; National Consortium of Intelligent Medical Imaging (NCIMI), The Big Data Institute, University of Oxford, UK.; Dept of Oncology, University of Oxford, UK., Gleeson F; National Consortium of Intelligent Medical Imaging (NCIMI), The Big Data Institute, University of Oxford, UK.; Dept of Oncology, University of Oxford, UK., Crotty M; NHS England & Improvement, UK., Denton E; Norfolk and Norwich University Hospital Foundation Trust, UK., Dickson J; The Royal College of Radiologists, UK., Leeming G; Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, UK., Hardwick HE; National Institute of Health Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, UK., Baillie K; Roslin Institute, University of Edinburgh, UK., Openshaw PJ; National Heart and Lung Institute, Imperial College London, UK., Semple MG; NIHR Health Protection Research Unit, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, UK., Rubin C; Department of Radiology, University Hospital Southampton NHS Foundation Trust, UK., Howlett A; NHS England & Improvement, UK., Rockall AG; Imaging Department, Hammersmith Hospital, Imperial College NHS Healthcare Trust, UK.; Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, UK., Bhayat A; NHS Arden & Greater East Midlands Commissioning Support Unit, UK., Fascia D; Harrogate District Hospital, UK., Sudlow C; British Heart Foundation Data Science Centre Led by Health Data Research UK, UK., Jacob J; Department of Respiratory Medicine, University College London, UK.; Centre for Medical Image Computing, Department of Computer Science, University College London, UK. |
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Jazyk: | angličtina |
Zdroj: | Digital health [Digit Health] 2021 Nov 23; Vol. 7, pp. 20552076211048654. Date of Electronic Publication: 2021 Nov 23 (Print Publication: 2021). |
DOI: | 10.1177/20552076211048654 |
Abstrakt: | 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. (© The Author(s) 2021.) |
Databáze: | MEDLINE |
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