synthetic_ehr_data's People
synthetic_ehr_data's Issues
Identify if there are more clinical resemblance measurement for comparing synthetic data and real data
comorbidity
Review mortality prediction model submitted by DREAM challenge participants
Link here to EHR model write ups: https://www.synapse.org/#!Synapse:syn18405992/wiki/600912
OMOP data curation
This assignment involves:
- Unifying the terminology for each domains
- Remove duplicated records
- Split dataset to training/evaluation
Review synthetic EHR study
Put the summary here
Method | Testing | Link | Github | Dataset |
---|---|---|---|---|
Define the statistical comparison matrix
What is used for comparing the synthetic feature and real datasets?
Pearson correlation
pairwise comparison
Define the dead and alive patient cohorts for medGAN
create two feature sets for the dead and alive patient cohorts
Test synthetic data's efficiency of building mortality models
- train data ---> synthetic data
synthetic data ---> train data - evaluation data ---> synthetic data
synthetic data ---> evaluation data
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