A process combining NLP-aided annotation and multi-wave adaptive sampling cuts chart review time by roughly half and would have skipped 77% of charts in a validation study of an intentional self-harm algorithm.
Proposed Guidance Document: Study Protocols That Use Real-world Data
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A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies
A process combining NLP-aided annotation and multi-wave adaptive sampling cuts chart review time by roughly half and would have skipped 77% of charts in a validation study of an intentional self-harm algorithm.