Radiologists' memory as a data protection risk: a worst-case stress test for chest radiograph re-identification.
Matthias A Fink1,2, Christian Römer3, Matthis Ebel4
1Clinic for Diagnostic and Interventional Radiology, University Hospital Heidelberg, Heidelberg, Germany. matthias.fink@uni-heidelberg.de.
Radiologists rarely recalled explicit patient identifiers from prior chest radiographs, even when memory was favored. False-positive recognition was common, suggesting memory is a limited factor in re-identification risk.
Area of Science:
- Medical imaging and radiology
- Health informatics
- Patient privacy
Background:
- Re-identification risk is a concern for digital health records.
- Radiologists' memory may contribute to re-identification.
- Understanding this risk is crucial for data security.
Purpose of the Study:
- To quantify the re-identification risk associated with radiologists' memory of chest radiographs.
- To assess how often radiologists can recall explicit identifiers from prior readings.
- To determine the reliability of memory-based recognition in a controlled setting.
Main Methods:
- Prospective, multicenter, web-based reader study with 33 radiologists.
- Two reading phases: initial interpretation and follow-up readings after a 24-hour interval.
- Radiologists indicated patient recall and attempted to recall explicit identifiers (pseudonym, case position).
Main Results:
- Radiologists reported remembering patients in 35.1% of examinations.
- Sensitivity for recognizing repeated targets was 50.0%, but 20.2% of new cases were falsely recalled.
- Correct recall of explicit identifiers occurred in only 1.3% of examinations.
Conclusions:
- Radiologists' memory is a limited factor in re-identification risk.
- Familiarity does not reliably translate into accurate identification.
- False-positive recognition is common, highlighting the need for robust data protection measures beyond memory assessment.
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