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I have an ML system which classifies a series of objects. These objects have a possible status X assigned by the system.

This information is displayed on a dashboard table to users.

An example output is below:

Object Is X?
A X
B X
C
D X
E

I need users to confirm whether the classification for each object is correct (True Positive) or not (False Positive), but its not mandatory.

What would be a suitable design solution for this? They should ideally be able to do this confirmation on the table itself.

2 Answers 2

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If verifications in your system are expected to produce as many false positives as true positives, a three-state selector would be appropriate (like the Holly's Coffee example in another answer):

Unknown (Default state) | Correct | Incorrect

If false positives are an exception and are usually rare, a better pattern would be a flag. Since verifying items is optional, perhaps there is simply a "Mark as invalid" option somewhere in the row actions. Invalid/false positive rows can then be treated differently - red text, moved to another table, different status, etc.

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It depends on who the user is and what his tasks are. Is it part of their job or is it mandatory for them to do this?

Is it optional?

I have two suggestions. One would immerse users and create more focus on this task if it is an important task :

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The other version would be to add one extra column called "Your Input"

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