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Canadian Association of Radiologists White Paper on De-identification of Medical Imaging: Part 2, Practical Considerations
- Source :
- Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes. 72(1)
- Publication Year :
- 2020
-
Abstract
- The application of big data, radiomics, machine learning, and artificial intelligence (AI) algorithms in radiology requires access to large data sets containing personal health information. Because machine learning projects often require collaboration between different sites or data transfer to a third party, precautions are required to safeguard patient privacy. Safety measures are required to prevent inadvertent access to and transfer of identifiable information. The Canadian Association of Radiologists (CAR) is the national voice of radiology committed to promoting the highest standards in patient-centered imaging, lifelong learning, and research. The CAR has created an AI Ethical and Legal standing committee with the mandate to guide the medical imaging community in terms of best practices in data management, access to health care data, de-identification, and accountability practices. Part 2 of this article will inform CAR members on the practical aspects of medical imaging de-identification, strengths and limitations of de-identification approaches, list of de-identification software and tools available, and perspectives on future directions.
- Subjects :
- Diagnostic Imaging
Canada
Knowledge management
Best practice
Data management
Lifelong learning
Big data
030218 nuclear medicine & medical imaging
Machine Learning
03 medical and health sciences
0302 clinical medicine
White paper
Artificial Intelligence
Data Anonymization
Health care
Radiologists
Medicine
Humans
Radiology, Nuclear Medicine and imaging
Societies, Medical
business.industry
De-identification
General Medicine
Data sharing
030220 oncology & carcinogenesis
business
Algorithms
Subjects
Details
- ISSN :
- 14882361
- Volume :
- 72
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes
- Accession number :
- edsair.doi.dedup.....7fc1938b42b560da108e2c1cc6af8b8f