System and Method for Generating Training Data

A computer program product residing on a computer readable medium having a plurality of instructions stored thereon which, when executed by a processor, cause the processor to perform operations comprising:

• accessing a first siloed dataset concerning one or more medical notes;
• processing the first siloed dataset to identify clinical items within the one or more medical notes, thus defining a first tagged clinical item set;
• selecting a first set of templates for the first siloed dataset based, at least in part, upon the first tagged clinical item set within the first siloed dataset;
• defining a first instruct dataset for the first siloed dataset based, at least in part upon the first set of templates and first tagged clinical item set;
• training a generative model using the first instruct dataset, thus defining a generative model trained for the first siloed dataset;
• and
• using the generative model trained for the first siloed dataset to generate a first synthetic dataset based, at least in part, upon the first siloed dataset.

A computing system including a processor and memory configured to perform operations comprising:

• accessing a first siloed dataset concerning one or more medical notes;
• processing the first siloed dataset to remove personally identifiable information included within the one or more medical notes;
• processing the first siloed dataset to identify clinical items within the one or more medical notes, thus defining a first tagged clinical item set;
• selecting a first set of templates for the first siloed dataset based, at least in part, upon the first tagged clinical item set within the first siloed dataset;
• defining a first instruct dataset for the first siloed dataset based, at least in part upon the first set of templates and first tagged clinical item set;
• training a generative model using the first instruct dataset, thus defining a generative model trained for the first siloed dataset;
• and
• using the generative model trained for the first siloed dataset to generate a first synthetic dataset based, at least in part, upon the first siloed dataset.