Related Experiment Video
Updated: Mar 4, 2026

15:00
Setup of Consumer Wearable Devices for Exposure and Health Monitoring in Population Studies
Published on: February 3, 2023
3.2K
Clinical Data Warehouse Watermarking: Impact on Syndromic Measure
Guillaume Bouzille1, Wei Pan2, Javier Franco-Contreras2
1INSERM, U1099, Rennes, F-35000, France.
Studies in Health Technology and Informatics
|April 21, 2017
Summary
Watermarking medical databases for traceability is feasible. Our study shows that even with moderate watermark distortion, flu epidemic periods can still be accurately estimated without significant data perturbation.
Area of Science:
- Medical Informatics
- Epidemiology
- Data Security
Background:
- Sharing medical databases requires robust traceability mechanisms.
- Watermarking offers a method for embedding traceability information directly within data.
- Potential data distortion from watermarking could impact downstream analysis.
Purpose of the Study:
- To evaluate the impact of data watermarking on the accuracy of flu activity estimation.
- To assess if watermarking medical databases compromises epidemiological analysis.
Main Methods:
- A study was conducted to analyze the effect of watermarking on medical database integrity.
- The impact of moderate watermark distortion on flu activity estimation was specifically examined.
Main Results:
- Preliminary results indicate that watermarking does not significantly perturb flu epidemic period estimations.
- Moderate watermark distortion levels are compatible with reliable flu activity analysis.
Conclusions:
- Watermarking is a viable technique for enhancing traceability in shared medical databases.
- The method shows promise for maintaining data analysis integrity, specifically for epidemiological studies like flu activity monitoring.
Related Concept Videos
Principles of Disease Surveillance
718
Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...
718
Pharmacovigilance
1.9K
Post-marketing surveillance is a critical component of pharmaceutical regulation, often uncovering unanticipated adverse drug reactions (ADRs) once a drug is widely used over an extended period.
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
1.9K
Steps in Outbreak Investigation
653
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
653
Censoring Survival Data
612
Survival analysis is a statistical method used to analyze time-to-event data, often employed in fields such as medicine, engineering, and social sciences. One of the key challenges in survival analysis is dealing with incomplete data, a phenomenon known as "censoring." Censoring occurs when the event of interest (such as death, relapse, or system failure) has not occurred for some individuals by the end of the study period or is otherwise unobservable, and it might have many different...
612
Health Information Technology and Healthcare Information System
3.5K
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
3.5K
Methods of Documentation V: CBE
1.5K
Charting by Exception, or CBE, is a method of documentation used in healthcare, particularly in nursing, that focuses on documenting only significant or abnormal findings rather than recording every detail. This approach aims to streamline the documentation process, improve efficiency, and ensure that healthcare providers can quickly identify deviations from normalcy in patient assessments.
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
1.5K

