An answer clinicians can trust — and defend.
Wraps any clinical AI tool with plain-language reasoning and a defensible audit trail, addressing the top cited barrier to adoption: not knowing who's liable when the model is wrong. Starts with a focused first case — flagging unusual controlled-substance dispensing patterns.
Wraps any clinical AI tool's output with an explanation a clinician can actually read and act on.
Every flag carries the comparison baseline and reasoning behind it, addressing the liability question directly.
Starts narrow — controlled-substance dispensing patterns — rather than a broad, harder-to-validate clinical claim.
Planned design — this pipeline does not exist yet.
Sits alongside an existing clinical AI tool's risk score or flag, rather than replacing it.
Explains the flag in terms a clinician can evaluate and defend, not a bare probability score.
Records the baseline, comparison, and reasoning so the flag can be reviewed and justified after the fact.
Existing tool's risk score read in, unmodified
Cohort baseline recorded against the flagged reading
Flag translated into terms a clinician can evaluate
Baseline, comparison, and reasoning written to the record
Escalation decision logged against this entry
The reasoning approach this concept is designed around.
Every output is explicitly framed as input to a clinician's judgment, never a replacement for it — addressing the liability barrier directly.
Starts with one well-scoped problem — controlled-substance dispensing anomalies — rather than general clinical decision support.
The explainability core is shared with Decision Intelligence, not a separate clinical-specific model.
The record of why a flag fired is treated as a first-class output, not an afterthought — because that's what a liability question actually needs.
Nothing below is built. This describes the intended design and its dependencies.
Targets the #1 cited reason clinicians hesitate — not knowing who's liable.
Controlled-substance dispensing patterns, not a broad clinical AI claim.
No separate engine — extends the same core once it exists.