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Slave Owner Game/Diagnostic Inversion Test

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Revision as of 09:49, 17 July 2026 by Sovereign (talk | contribs) (Edit Summary Changes Made: Tightened and clarified the opening paragraph (removed repetition). Sharpened several Failure Modes descriptions for precision (especially Status Bias and State-Dependent Bias). Improved flow and clarity in the “How to Run the Test in Practice” section. Made the Substitution Fairness Criteria more prominent and easier to reference. Minor wording improvements throughout for readability and instrument-like tone. Updated version number and Admin Page Status rationale. W)

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Slave Owner Game/Diagnostic Inversion Test

Type Core Diagnostic Game
Functional Layer
Application Layer Multi-Layer
Category Core Diagnostic
Version 0.4
Maturity Development
Last Calibration 2026-07-30
Status Permanent Beta
Description Tests whether this diagnostic is being applied symmetrically — the same evidence standard, regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. Passing this test is necessary but not sufficient for a valid diagnosis.

Core Principles

  • Reality gets final vote
  • See the Game. Refuse the Game. Build Better.
  • Permanent Beta

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Canonical Question: Would you reach the same conclusion, using the same evidence, if the identity of the person or group being diagnosed were swapped for someone or something you feel differently about — and was that swap itself a fair one?

Diagnostic Inversion Test

The **Diagnostic Inversion Test** is a symmetry check. It asks whether a diagnosis is being applied using the same standard of evidence, regardless of who is being diagnosed. Tribalism (treating your own group more leniently than an out-group for identical behavior) is the most common and visible failure of this symmetry, which is why it is often used as the primary example. However, it is only one instance of a broader problem.

    • Passing this test is necessary, but not sufficient.** A symmetric conclusion is not automatically correct. This test only rules out one specific failure mode (diagnostic asymmetry). The actual mechanism test (see Observable Behavior Rule and False Positives) must still be run and passed.

The Test

Take the specific claim you are about to make and ask:

    • Would I reach the same conclusion, using the same evidence and the same standard, if I substituted someone or something I feel differently about?**

If the conclusion changes based on identity rather than evidence, the diagnosis is not calibrated.

Failure Modes

Diagnostic asymmetry can appear in several forms. Tribalism is the most visible, but the others are equally real and often harder to detect because they do not obviously involve group identity.

  • **Tribal Bias** — Applying a looser standard to one’s own in-group and a stricter standard to an out-group for behavior that is otherwise identical.
  • **Familiarity Bias** — Applying a looser standard to someone known personally and a stricter standard to a stranger, even within the same group or category.
  • **Recency/Sympathy Bias** — Applying a looser standard to someone currently sympathized with (for example, because they were recently harmed), even when the behavior being evaluated is unrelated.
  • **State-Dependent Bias** — Applying a stricter standard when angry, hurt, or personally invested, and a looser standard when calm — producing different verdicts on the same evidence depending on the evaluator’s emotional state.
  • **Status Bias** — Applying a looser standard to someone with greater social, institutional, or professional power (assuming their position signals legitimacy), or conversely, applying a stricter standard specifically because someone holds power.

None of these require an out-group. A person can apply this diagnostic asymmetrically to two members of their own family, political side, or friend group based purely on current favor or emotional state.

Meta-Bias Warning: Gaming the Test

This test can itself be gamed. A person can satisfy its surface requirements while defeating its purpose by choosing a substitution deliberately designed to be easy to distinguish from the real case.

    • Example:** Substituting “a stranger you’ve never met” for “your close friend” is usually a weak test, because differences in available evidence can explain asymmetry without requiring bias.

A genuine substitution holds power differential, context, and available evidence roughly constant, and only varies the identity or relationship being checked.

    • If a person cannot clearly articulate *why* their chosen substitution is fair *before* running the test (not after the result is known), the test has likely been gamed rather than genuinely applied.**

Substitution Fairness Criteria

A valid substitution should hold roughly constant:

  • **Power differential** — Comparable relative power between the parties.
  • **Context** — Comparable relationship type or setting.
  • **Stakes and evidence available** — Comparable amount and quality of evidence.

If a substitution fails these criteria, the test has not actually been run — it has only been performed.

How to Run the Test in Practice

1. State the specific claim and the specific evidence supporting it. 2. Identify who is being diagnosed. 3. Choose a substitution that satisfies the Substitution Fairness Criteria above. Be able to explain *why* it is fair **before** running the test. 4. Substitute while holding the evidence constant. Ask honestly: Does the conclusion change? 5. If the conclusion changes, identify which failure mode is producing the difference. 6. If the conclusion holds under a fair substitution, the diagnosis has passed this test. It has **not** thereby been proven correct — only shown to not be failing this particular check.

Relationship to Other Pages

This test supports several other pages that depend on consistent application:

Development Breadcrumb

The five failure modes listed above are a first-pass taxonomy. Future calibration should test: - Whether these categories are genuinely distinct or overlapping. - Whether additional failure modes exist. - Whether the Substitution Fairness Criteria are sufficient to prevent gaming, or whether gaming can still occur within technically “fair” substitutions.

Calibration Dependencies

See the Game. Refuse the Game. Build Better.



Page Transparency & Calibration

This page does not have its own dedicated Calibration Log or Decision Records — both are tracked at the Main Page level.

This page is under continuous calibration in line with the Permanent Beta principle.



Calibration References

This page is calibrated against the following core standards and reference materials:



Calibration Dependent

Pages that list this page as a load-bearing dependency:

Page Priority Instrument Grade Last Updated Cycle Status Drift Status
Slave Owner Game/How This Framework Can Be Abused Supporting Development 2026-07-20 Current Breadcrumb-Open

If this page is edited substantively, review the list above per the Ripple Review rule — see Calibration Dependencies: Standards and Process#Rule: Core-Priority Changes Trigger Mandatory Ripple Review.


Calibration Dependencies

Pages this page relies on as load-bearing dependencies: Slave Owner Game Observable Behavior Rule Slave Owner Game/False Positives Slave Owner Game/Legitimate Authority If incorrect, edit the `depends_on` field in Admin Page Status — do not edit this section directly, it is auto-generated.



Page Reference

Title Slave Owner Game/Diagnostic Inversion Test
URL https://www.thesovereigngames.com/wiki/Slave_Owner_Game/Diagnostic_Inversion_Test
Description Tests whether this diagnostic is being applied symmetrically — the same evidence standard, regardless of who is being diagnosed. Tribalism is the most visible failure mode, but not the only one. Passing this test is necessary but not sufficient for a valid diagnosis.
Category Core Diagnostic