Using filters to leverage Sysrev predictions
To make use of the Sysrev predictions for workflows like prioritized screening, you can apply filters based on predictions for a given label. To do this, in the Article tab in the Article Filters pane, choose Prediction from the Filter Type dropdown menu.
In this example, we are creating a filter to show only articles that Sysrev prediction to be less than 50% likely to be included in our review:
You might then apply a filter to get only articles that have not yet been screened by human reviewers. Here, we are achieving this by excluding all articles with Inclusion labels with any human reviewer decisions:
Once we have our set of unscreened articles that have inclusion prediction scores less than 50%, we can create a child project for quickly screening through articles that are most likely not to meet our inclusion criteria. Conversely, we could create a child project of records that meet some threshold of likely inclusion, leaving behind all other articles, effectively bulk excluding articles based on the Sysrev predictions.