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Using the CareMap with Health Incidents Statistics for Generating the Realistic Synthetic Electronic Healthcare Record | IEEE Conference Publication | IEEE Xplore

Using the CareMap with Health Incidents Statistics for Generating the Realistic Synthetic Electronic Healthcare Record


Abstract:

The de-personalised Electronic Healthcare Record (EHR) for secondary use has suffered re-identification. The Realistic Synthetic EHR (RS-EHR) is a promising solution safe...Show More

Abstract:

The de-personalised Electronic Healthcare Record (EHR) for secondary use has suffered re-identification. The Realistic Synthetic EHR (RS-EHR) is a promising solution safe from the threat of re-identification. This paper addresses the problem of generating the RS-EHR without using the real EHR by exploiting published Clinical Practice Guidelines (CPG) and Health Incidence Statistics (HIS). The CoMSER method takes a constraint-based approach involving: (1) formalising CPGs into the CareMap constraint and the CareMap into the State Transition Machine (STM), (2) incorporating published HIS-based constraints into the STM, and (3) exploiting domain expertise in verifying domain knowledge and creating the re-usable library of clinical notes. A preliminary evaluation of the CoMSER Method produces the RS-EHR that is considered realistic. The main contribution of this work is the approach that uses an HIS-enriched and CPG-based CareMap for generating RS-EHR with neither access to the real EHR nor using de-personalised EHR.
Date of Conference: 04-07 October 2016
Date Added to IEEE Xplore: 08 December 2016
ISBN Information:
Conference Location: Chicago, IL, USA

References

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