01

Project overview

Procedural Vitality examines complaint, appeal, grievance, mediation-linked and hybrid redress procedures that may appear administratively complete while their substantive functions remain weak, contested or insufficiently evidenced. It asks how institutions can distinguish evidence of meaningful procedural activity from records that merely document completion.

The methodology separates three questions: did the relevant function operate; what evidence could the institution generate and preserve; and what conclusion is warranted from that evidence? An absence of sufficient evidence does not automatically establish functional failure. Formalisation, standardisation and technology are examined in their institutional context.

The project reconstructs how a claim moves from its original source through summaries, classifications, decisions and review. It examines what can be reopened or corrected, whether correction restores the lost procedural function, and how case closure, individual remedy and institutional learning differ.

A preliminary comparative desk pilot of twelve published cases across four institutional forms has been completed. Its validation is limited and provisional. Comparative validation using closed case files is the next research stage.

Central research question

When do the records produced by a procedure warrant the conclusion that its rights-, remedy- or participation-relevant functions have operated?

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Diagnostic architecture

Function and evidence

Identifies the procedural function claimed and examines whether the available records provide a warranted basis for that claim.

Source and representation

Traces how original accounts become summaries, classifications and decision-relevant records, including what is lost or made difficult to challenge.

Review and restoration

Examines whether later review can reopen an earlier premise and restore a lost function, or only amend the institutional record.

Closure, remedy and learning

Keeps administrative closure, substantive remedy and institutional learning analytically separate.

03

AI and professional judgement

Where AI or automation materially affects a procedure, the research examines access to source material, classification, summarisation, uncertainty, practical override capacity and the alignment of responsibility with control. A human sign-off is assessed in relation to the information, authority, time and competence needed for meaningful judgement.

This is a conditional strand of the wider methodology. The project does not assume that automation causes every procedural problem or that formal human involvement establishes effective oversight.

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Related scholarly work

In press

Risks of Bureaucracy in Family Mediation and Guardrails for AI Use

Hamaiunova, Viktoriia (forthcoming)

In Anne Wagner (ed.), International Handbook of Legal Language and Communication: From Text to Semiotics. Section 35: Harmonizing Law and Language in Family Mediation – Bridging Disputes with Empathy and Equity (Springer Cham, forthcoming)

Handbook on Springer

Submitted for review

What Licenses the Inference of Human Oversight? Evidential Status and the Allocation of Indeterminacy in AI-Assisted Public Workflows

05

Talks and presentations

18 Jul 2026

Rights-Compatible Procedural Vitality in Public and Corporate Remedy Systems

Invited Research Speaker, Konghetang Study Seminar, online

10 Jul 2026

Procedural Vitality in Justice and Grievance Systems

Oxford AI Build Club, AI Exploration Week, University of Oxford

29 Jun 2026

Ritual or Real Remedy? Diagnostic Lenses for Assessing Procedural Vitality in Alternative Dispute Resolution

Featured speaker, 12th International Training Workshop on Emerging Global Practices in Arbitration and Mediation, Saarosh ADR Center

14 Dec 2025

Global Voices on Integrity

Special guest speaker, Operation Zero Bribe initiative, online