AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment. (arXiv:2203.02446v1 [cs.AI] CROSS LISTED)

Given a deep learning model trained on data from a source site, how to deploy
the model to a target hospital automatically? How to accommodate heterogeneous
medical coding systems across different hospitals? Standard approaches rely on
existing medical code mapping tools, which have significant practical
limitations.

To tackle this problem, we propose AutoMap to automatically map the medical
codes across different EHR systems in a coarse-to-fine manner: (1)
Ontology-level Alignment: We leverage the ontology structure to learn a coarse
alignment …

arxiv code deployment mapping medical model deployment prediction