Detection signals
- Constraint framing dominates argumentation.
- Evidence is secondary to autonomy language.
- Rejection occurs before policy/evidence evaluation.
Reactance bias
Rejecting guidance because it is perceived as limiting autonomy.
The narrative resists proposals primarily due to perceived external control, while evidence quality and outcome tradeoffs are underweighted.
Caution notes
- Civil-liberty concerns can be legitimate and evidence-based.
- Mark bias when autonomy framing fully displaces substance.
AI-generated domain examples
Generate illustrative examples for a selected domain/topic. Generated output is separated from canonical ontology content.