Batch 03 · EHR alerts
Copy-forward notes corrupting model inputs
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System failure identification
Notes carried forward between encounters propagate findings that are no longer true. Problem lists accumulate resolved conditions, and models consuming them score against a patient who no longer exists. The record grows longer and less true with every encounter.
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Data pipeline diagnostics
Copied content is indistinguishable from newly authored content in the record. Provenance is not retained, so no consumer can weight a finding by whether it was reasserted or merely inherited. The system preserves the text and discards the fact of its reuse.
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Predictive computational model
Retain provenance on every field: authored, copied, or unchanged since a prior encounter. Models can then discount inherited findings, and staleness becomes measurable per problem. Provenance is cheap to capture at the moment of copying and impossible to reconstruct later.
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Workflow integration
Expose provenance as subtle visual weight in the note view rather than as a warning. The reader needs to know which lines were reasserted today, and does not need an interruption. A warning on every inherited line would become the next thing dismissed.