Total cases—
human-opened
Overdue open cases—
SLA health
Validation events—
outcomes captured
Claim status—
no universal accuracy claim
Outcome quality signals
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Scoring-version exposure
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What this console deliberately does not do
No fake precision
No “97% accurate” badge
A percentage is meaningless without a defined outcome, population, threshold and evaluation window.
No rare-event theatre
No violence-prediction claim
Validation focuses first on auditable review outcomes and process quality rather than pretending to forecast rare catastrophic events.
Version discipline
Every result has a scoring version
Future changes can be compared without silently mixing incompatible scoring logic.