paper_type.json (252B)
1 { 2 "paper_type": "empirical", 3 "reason": "Runs three iterative user studies with quantitative outcome measures (Hedges' g effect sizes) on agent oversight interfaces; primary contribution is experimental findings on interface design effectiveness." 4 }