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Regulators will look at multiple steps: how flagging works, how Facebook identifies problematic content, how Facebook decides if it's problematic or not and what happens when Facebook takes down a post, a video or an image.
Previously relying solely on human editors, Wikipedia's new Objective Revision Evaluation Service (ORES) automatically identifies problematic or inaccurate edits to articles and assigns them quality scores, helping editors catch them quickly and easily.
The article identifies problematic issues of exposure and outcome assessments.
This identifies problematic results, but cannot help to discriminate false from truly positive results.
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Others spoke loudly of their intentions, but at local levels, a lack of funding or staff was blamed for minimal efforts to identify problematic objects.
Such a system should encourage people to report mistakes or identify problematic areas where errors might occur, without fear of punishment.
Moreover, when Bear Stearns identified problematic loans that it had agreed to purchase from a lender, it was required to make the originator buy them back.
As a child therapist, I think it's fine to try to identify "problematic social behavior" at an early age.
Within weeks, scientific bloggers identified problematic images.
The extended Least Squares Estimation is then used to automatically tune the identified problematic parameters.
A second strategy is to identify problematic individuals, for example by screening applicants.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com