Case protocol

CA1 — Anonymised Actual-Case Protocol

This protocol sets out how an actual case may be handled and, where appropriate, published without weakening anonymity, source protection, precision, reply, harm assessment, or corrigibility.

Abstract

An anonymised actual case concerns real material, real persons, real events, or actual institutional courses of action, but is handled so that identity, sources, third parties, and sensitive information are not exposed beyond what is necessary and defensible.

Anonymisation is not merely removal of names. Location, date, role, rare event, quotation, age, relation, institution, image, metadata, or timeline may identify a person in combination. The protocol therefore requires reidentification testing, harm assessment, limited material use, secure source handling, contradiction where possible, and a visible correction channel.

The protocol does not authorise publication, breach confidentiality, replace formal process, or decide legal, medical, employment, or other regulated questions. It states methodological conditions for turning actual material into an anonymised and corrigible case presentation.

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1. Purpose and scope

The protocol applies to actual cases where the material cannot be published directly without special safeguards: employment matters, health and welfare trajectories, internal documents, personal experience, whistleblowing matters, private messages, vulnerable relations, small communities, children, relatives, sources at risk, or material that may create wrongful harm if opened without control.

An anonymised actual case is not a synthetic example. It refers to something that actually happened or is actually documented. For that reason it requires stricter delimitation than a pedagogical example and stronger publication safeguards than a purely public-record case.

The purpose is to make the case presentation sufficiently reviewable for methodological control while limiting it enough to protect persons, sources, third parties, rights, safety, and formal processes.

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2. Decisive distinctions

The protocol distinguishes actual material, case presentation, anonymised excerpt, publication basis, party reply, and final finding. These may be related, but they are not identical.

Anonymisation must not be used to make findings stronger than the material can bear. It reduces identifiability, but may also reduce public reviewability. That tension must be visible in the case.

Core distinctions in an anonymised actual case
ElementFunctionNot equivalent to
Actual materialDocument, observation, message, record, log, or other ground from a real case.Automatically publishable or complete.
AnonymisationReduces or removes identifying information.Guarantee against reidentification.
PseudonymProvides readable role or actor code without name.New identity or fictional person.
ConsentPossible ground for sharing within a defined frame.Unlimited permission to publish.
Source protectionProtects origin, channel, safety, or trust.Exemption from precision.
Published excerptThe part judged necessary and defensible to show.The complete source material.
FindingBounded F1–F7 assessment of documented correspondence.Judgment over person, institution, or the whole case complex.
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4. Reidentification test and anonymisation

Anonymisation must be tested as concrete risk analysis, not as a technical formality. The question is not only whether the name is removed, but whether a reasonable circle can recognise the person through a combination of details.

The protocol requires both direct and indirect identification control before PL2 or PL3. If the case concerns small communities, rare events, locally known roles, or recent conflicts, the threshold for public publication is higher.

AI1

Direct identifiers

Remove or assess names, address, phone, email, birth date, image, signature, metadata, and unique document numbers.

Minimum basis
Anonymisation log.
Consequence
Direct identifiers normally require PL0–PL1 or a specific ground.
AI2

Indirect identifiers

Test the combination of location, date, age, role, workplace, family, quotation, travel, rare event, and institution.

Minimum basis
Reidentification matrix.
Consequence
High combination risk requires further generalisation or non-publication.
AI3

Circle test

Assess whether persons in a local community, workplace, professional field, family, or network can recognise the case.

Minimum basis
Circle note without expanding access unnecessarily.
Consequence
Recognisability to a small relevant circle may be enough to restrict publication.
AI4

Residual risk

Record what identification risk remains after anonymisation.

Minimum basis
Publication note with risk and measures.
Consequence
Residual risk should be visible internally and affect PL level.
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5. Source protection, material chain, and limited use

Source protection is not only concealment of name. It may also concern channel, timing, document form, relation, voice, writing style, metadata, or combinations that reveal origin.

The case should use the least material necessary to make mandate, claim, contradiction, finding, and correction reviewable. Full opening of material is not an ideal where it harms protection without adding necessary control.

AV1

Source category

Distinguish own documentation, witness, party, third party, public source, internal source, and anonymous source.

Minimum basis
SRC register with protection ground.
Consequence
Source function must not be confused with truth or party status.
AV2

Material minimisation

Use excerpt, summary, or structured matrix where the full source is unnecessary.

Minimum basis
Publication level and necessity note.
Consequence
Excess material should stay out of PL2–PL3.
AV3

Transformation log

Record what has been redacted, generalised, translated, paraphrased, time-shifted, or combined.

Minimum basis
Anonymisation and version log.
Consequence
The reader must not confuse transformed presentation with original material.
AV4

Secure storage

Limit who can access raw material and separate raw material from published text.

Minimum basis
Access note and lifecycle status.
Consequence
Missing control may block publication or require further anonymisation.
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6. Parties, third parties, and contradiction

Anonymisation does not remove the requirement of fairness. Where a person, role, or institution is affected by a case presentation, contradiction should be assessed. At the same time, contradiction may be restricted if contact would expose a source, increase danger, breach privacy, or undermine formal process.

Reply from a party or mentioned actor should be recorded as material and tested. It should neither be accepted automatically nor dismissed because it challenges the provisional finding.

AK1

Affected actors

Identify who may be affected even if they cannot be named publicly.

Minimum basis
Role and rights matrix.
Consequence
Affected actors may require special wording and harm assessment.
AK2

Safe contradiction

Ask precise questions without sharing more raw material than necessary.

Minimum basis
P and FN codes, bounded excerpts, and response deadline.
Consequence
Contradiction must not become new harm or source exposure.
AK3

Exception and restriction

Record why contradiction is not possible or not defensible if it is restricted.

Minimum basis
Safety, privacy, or process note.
Consequence
Missing contradiction normally reduces finding strength.
AK4

Reply and counter-material

Record reply as a new source, test claims, and revise findings where the material bears.

Minimum basis
S8 log and revised findings matrix.
Consequence
Provisional findings cannot stand unchanged if reply changes the grounds.
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7. Harm assessment, publication level, and safe publication

Publication requires its own ground. It is not enough that a case is probable, interesting, important to the auditor, or internally relevant. Publication must be necessary, proportionate, safe enough, and corrigible.

The harm assessment should consider identification risk, reputation, work, health, family life, safety, retaliation, third parties, children, local community, and downstream copies.

AP1

Necessity

Publish only what is needed to show mandate, grounds, contradiction, findings, and correction.

Minimum basis
PL assessment before publication.
Consequence
Unneeded details should be removed, generalised, or kept internal.
AP2

Harm test

Assess likely and serious harm to parties, sources, third parties, and public trust.

Minimum basis
Harm matrix with measures.
Consequence
High harm may require PL0–PL2 or non-publication.
AP3

Safe channel

Choose channel: no publication, internal matrix, limited party reply, anonymised excerpt, or public case presentation.

Minimum basis
Channel note and purpose.
Consequence
The wrong channel can create more harm than the finding corrects.
AP4

Publication notice

Where defensible, inform affected actor of planned publication, correction channel, and scope.

Minimum basis
Notice log or justified exception.
Consequence
Missing notice must be justifiable.
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8. Claims, findings, and capture threshold

Anonymised actual material may feel strong because it comes from real courses of action. The protocol still requires the same discipline: claims are split, sources are recorded, counter-material is tested, and findings are bounded.

Anonymisation may weaken public reviewability. Findings therefore often need clearer limitation than in a purely public-record case.

Transfer safeguards in an anonymised actual case
The material may showThe material does not automatically showRequired additional control
That an event is documented in the materialThat the whole event is completely presentedTimeline, counter-material, and limitation.
That an actor experienced or reported somethingThat cause, blame, or motive is establishedAlternative explanation and contradiction.
That a pattern exists in the excerptThat the pattern applies to the whole systemScope, selection, and transfer limit.
That a category was usedThat the person is the categoryIdentity Audit and correction trace.
That correction was promisedThat the effect was repairedFollow-up and closure.
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9. Correction channel, downstream control, and repair

An anonymised case must have a safe correction channel. Affected actors must be able to report error without becoming publicly identified, and corrections must be possible without exposing more material than necessary.

If the published presentation has affected reputation, decision, access, work, relation, or safety, correction must be tested against actual effect, not only against text change.

AR1

Correction channel

State where errors, reidentification risk, party reply, or new documentation can be reported.

Minimum basis
Published correction note or contact channel.
Consequence
Cases without a correction channel should not be published as PL3.
AR2

Safe correction

Correct errors without unnecessarily exposing source, raw material, or identity.

Minimum basis
Version log and redaction control.
Consequence
Correction must be visible enough, but not harmful.
AR3

Downstream copies

Map known shares, quotations, screenshots, decisions, or registers where the error may continue.

Minimum basis
Downstream log.
Consequence
Material errors require active follow-up where possible.
AR4

Repair

Test whether correction actually changes the consequence for affected person, source, third party, or process.

Minimum basis
S10 effect note.
Consequence
The case cannot close if material wrongful consequence remains without status.
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10. Closure, reopening, and deletion or depublication

Closing an anonymised actual case requires more than a completed text. There must be recorded status for reidentification risk, party reply, correction, downstream effect, open questions, and reopening conditions.

Deletion, depublication, or stronger anonymisation may be correct if risk changes, identification occurs, consent basis falls away, material proves wrong, or formal process requires protection. Such measures are not a failure of method; they are part of corrigible publication.

AL1

Closure ground

Document why the case may close, what remains open, and what can reopen it.

Minimum basis
S10 closure protocol.
Consequence
A closed case is not an infallible case.
AL2

Reopening conditions

Define new documents, reidentification, party reply, harm, consent change, or correction need that can reopen the case.

Minimum basis
Reopening list.
Consequence
New material risk requires renewed publication review.
AL3

Depublication

Define when public text should be removed, reduced, or moved to a lower PL level.

Minimum basis
Harm, privacy, or correction note.
Consequence
Publication may be reversed where safeguards require it.
AL4

Method revision

Record what the case teaches about anonymisation, contradiction, source protection, and publication safeguards.

Minimum basis
Revision note for the protocol.
Consequence
Serious deviations should change the method before the next case.

References

  1. S1–S10 case architectureGeneral structure for examples and cases.
  2. Reality Audit StandardFormal requirements for mandate, findings, and correction.
  3. WorkbenchLocal work record for pre-publication work.
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Revision history

Document version
1.0
First published
18 June 2026
1.0

First public edition.