Human Loop Reviews

Review confirmations and peer signals used to improve classification accuracy. This page shows the most recent user selections and aggregated consensus by UPC/name.

How It Works
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Low-confidence classifications are confirmed by users. Each confirmation is stored as a review and aggregated into peer signals. Strong peer consensus can be shown back in the classifier to guide future selections and improve accuracy over time.

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Recent Reviews

3 total matching reviews · showing 3

Export JSON
CreatedUPCNameSelected CodeCode DescriptionEngineOrgSegment
2026-01-26 23:03:2100009800570034
kinderjoymultipk2 1zmore
kinderjoymultipk2 1z
50161813.210
Chocolate or Chocolate Substitute Candy w/o Flour - Labeled as Individual Servingmore
Chocolate or Chocolate Substitute Candy w/o Flour - Labeled as Individual Serving
onesource--
2026-01-26 22:01:5900034000318940
kitkatchocodonut1 5zmore
kitkatchocodonut1 5z
50161813.110
Chocolate or Chocolate Substitute Candy w/ Flour - Labeled as Individual Servingmore
Chocolate or Chocolate Substitute Candy w/ Flour - Labeled as Individual Serving
onesource--
2026-01-26 22:00:07-
kit katmore
kit kat
50161813.210
Chocolate or Chocolate Substitute Candy w/o Flour - Labeled as Individual Servingmore
Chocolate or Chocolate Substitute Candy w/o Flour - Labeled as Individual Serving
onesource--

Top Peer Signals

3 total matching signals · showing 3

Export JSON
UPCNameCodeCountLast SelectedEngineOrgSegment
00009800570034kinderjoymultipk2 1z50161813.21012026-01-26 23:03:21onesource--
00034000318940kitkatchocodonut1 5z50161813.11012026-01-26 22:01:59onesource--
-kit kat50161813.21012026-01-26 22:00:07onesource--