Evidence and limits
Finding: Cognitive-forcing interventions reduced overreliance more than simple explanation interfaces, but the strongest interventions received the least favorable subjective ratings and effects varied with need for cognition.
Impact: Strengthen deliberate review at consequential boundaries. Test proportionate friction rather than adding a universal interruption.
Boundary: One experimental task does not establish the right intervention for sustained professional work. Next: what is the least disruptive intervention that improves error detection for a given consequence level?
Flags: bounded decision tasks; intervention burden
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation