Extension:ORES

The ORES MediaWiki extension integrates data from an ORES service into the RecentChanges view.

ORES extension workflow
ORES extension is merely more than an interface to the ORES service. The service returns a probability score of edits being damaging like this (API v1): It means this edit is 10% likely to be vandalism. Note that 90% likely doesn't mean 9 out of ten cases will be vandalism. Choosing thresholds should be done via analysing recall (percentage of vandalism it can catch) or false positive rate. In ORES the "soft" threshold is when recall is 75% (meaning it will include 75% of all vandalisms) and the "hard" threshold is when recall is 90%. You can get the thresholds from model info (an example).

Database schema
ORES extension introduces two new tables: