Forced visual friction in output screens increases source cross-validation by 63%.

Empirical Translation & Finding

Adding systematic friction—such as loading state outlines or requiring manual highlight actions before copying output—forces user cognitive wakefulness. Eye-tracking experiments confirm that design interventions reduce automation bias and improve human error detection rates.