GIP Regime—Items published in this regime receive +0.10 score boost
Score Distribution — last 7 days
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Calibration — predicted p vs fraction approved
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Throughput — items scored per hour (last 24h)
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Drift — rolling 24h vs baseline
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Items to Review — approve / reject
What this does:
Approve / Reject are ground-truth labels for the ranker — nothing else.
Approve = "I'd want to see/act on this content" (positive label).
Reject = "I'd skip this" (negative label).
The content itself is unchanged — no routing change, no Telegram alert, no follow-up triggered.
These labels feed the calibration / drift panels above and become training data for the next retrain.