research-frontier-record RFR-2026-003

Matched incremental-utility experiment

RFR-2026-003: Matched incremental-utility experiment

Research opportunity

Test whether the FE profile improves outcomes beyond strong adjacent methods and equal-dose generic structure.

Background

The newest boundary REP finds substantial collective subsumption and identifies incremental utility as the decisive unknown.

Origin documents and trace

Specific assumption challenged: Observed redesign gains are FE-specific rather than scaffolding, documentation dose, or review effort.

Supporting evidence: The boundary REP reports no matched causal comparison and very-low confidence in incremental utility.

Unknowns

  • FE-specific causal effect
  • Which profile components carry value
  • Net benefit after learning and operating cost

Dependencies

Suggested REP and methodology

Create REP-2026-003. After the controlling mechanism-boundary experiment is completed or formally superseded, preregister a multi-arm study comparing FE, strongest domain-specific comparator, equal-dose generic scaffold, and minimal control; hold task, provider, time, and information constant; use blinded outcome raters.

Expected outputs

  • Preregistration
  • Matched task set
  • Effect and cost analysis

Success criteria

Primary outcomes, harms, time cost, and uncertainty are reported with no post-hoc change to the primary contrast.

Execution recommendation

  • Recommended agent: causal-experiment agent
  • Estimated effort: high
  • Expected knowledge gained: Determines whether the repository should expand, narrow, or terminate the integrated-profile claim.
  • Frontier Score: 490
  • Score inputs: knowledge gain 5/5; impact 5/5; cross-project reuse 4/5; scientific importance 5/5; dependency cost 5/5; implementation difficulty 5/5.
  • Score calculation: 5 × 5 × 4 × 5 − 5 − 5 = 490.
  • Score status: structured expert judgment, not measured utility.