Emerging pattern — Sample group Q7
26.4% of this group's classified records need review, decreasing versus the prior window (−8.6%).
Why flagged
Why flagged
Weight · 0–100%Review rate
26.4%
231 of 875 classified records
Ranking weight: 45%
Rate calculation
Records needing review divided by all classified records in cycles I–L, rounded to one decimal place.
Trend
−8.6%
Relative change vs cycles E–H
Ranking weight: 35%
Trend calculation
Compares the current review rate with the prior four-cycle rate of 28.875%. A decrease is not an all-clear.
Classified volume
875 records
Cycles I–L · complete window
Ranking weight: 20%
Volume calculation
All classified records in this group's ranking window. Volume is separate from the 231 records needing review.
Processing context
Not used in ranking
Average duration: unavailable
Retries observed: 2 of 7 runs
Processing diagnostics
Duration samples were not collected in cycle L. Retry observations describe processing conditions only.
Manual corroboration
Not used in ranking
Confirmed reviews: 3 recent · 7 total
Corroboration notes
Confirmed manual observations provide background. They do not change the score or establish a new ranking signal.
Collection mix
Not used in ranking
Subtype share: unavailable · Subgroup review rate: 47.2%
Collection notes
The subgroup uses a different population from Q7's headline rate. It is supporting context, not an additional weighted factor.