This programme is part of the NRI founding roadmap. Its inclusion does not mean that research has begun or that findings exist.

Motivation

Fluent output can be mistaken for reliable output when uncertainty is hidden.

Research questions

  1. Which trust measures predict appropriate reliance?
  2. How should abstention be evaluated?

Methodology

Methodology is in development. The research lead will define the sample, evidence requirements, data basis, analysis method, review level, and reproduction plan before the programme is represented as active research.

Expected deliverables

  • Evaluation framework
  • User study protocol

Status and version history

Current status: Planned

Timeline: To be defined after appointment of an owner and approval of the work plan.

Publication status: No publication or finding exists for this programme.

Version history: v0.1 programme record. Future changes require a dated decision record.

Open for collaboration

Research lead, reviewers, data partners, and collaborators are To Be Appointed or Open for Collaboration. No person or organisation is implied by this page.

Research governance

Evidence before institutional claims.

Read the NRI research standards, review workflow, and ethics commitments before contributing.

Read research ethics