Population
Adults completing consequential simulated tasks under controlled time pressure.
All projects
seeking partner
Can response design reduce misunderstanding under pressure?
Study whether concise, emotionally appropriate structure improves action in high-stakes or stressful contexts.
Healthcare & High-Stakes AIHYPOTHESIS
A stress-adapted response structure will improve correct recall and appropriate next action by at least 12% compared with a standard explanation.
PRIMARY METRIC
Appropriate next action on a validated scenario rubric.
MEANINGFUL THRESHOLD
+12% appropriate action.
BUSINESS TARGET
Fewer preventable escalations, support interactions, and costly misunderstandings.
DECISION RULES
Threshold met
Proceed to a domain-supervised pilot.
Recall rises but action does not
Redesign the decision cue.
No benefit
Do not claim a safety or service advantage.
Business outcomes are research targets, not guarantees. A null or negative result may still create substantial value by preventing investment in an ineffective product, feature, or campaign.
Intervention
Short action-first explanation, visual risk hierarchy, and explicit escalation point.
Comparator
A conventional detailed response containing the same facts.
Secondary metrics
Fact recall · Perceived clarity · Escalation choice · Decision time