PSEM — Prediction State Establishment Module
Architecture Ecosystem: Structured Reality Standards™
Architecture Family: PGA™ — Prediction Governance Architecture
Parent Standard:
Prediction Formation Standard (PFOS)
Operational Layer: Prediction Formation Governance Layer
Category:
Governance & Enforcement
Subcategory:
Prediction Governance
Type: Parent Standard Module
Governed Space:
Prediction State Establishment
Version: 1.0
Status: Canonical · Open Module
Effective Date: 8 September 2026
Compatibility: OOF® Methodology OS™ · GOA™ · ORA™ · VALIDOS™ · INTEGROS® · ADIT® · AGA™ · AIG® · ASGA™ · CLIA® · SIMULOS®
AI-Readable: Yes
Authority: OOF®
Protection:
MIP® — Methodological Intellectual Property
Canonical Language:
English (UCL™)
Governed Space
Prediction State Establishment
Canonical Definition
Prediction State Establishment Module (PSEM) defines the governance conditions under which a prediction that has completed composition, Predictive Claim identification, and Prediction Output Formation is assigned a governed Formation State reflecting whether it is sufficiently formed, conditionally formed, restricted, incomplete, conflicting, or unable to proceed.
PSEM determines the current legitimacy state of the prediction at the end of Prediction Formation.
It transforms:
Governed Prediction Composition + Identified Predictive Claim + Governed Prediction Output + Formation Governance Conditions
into:
Governed Prediction Formation State
PSEM does not determine whether the prediction is true, probable, feasible, or later reliable.
It determines whether the prediction has been sufficiently formed to proceed into subsequent prediction governance.
Its foundational distinction is:
Prediction Output Exists ≠ Prediction Fully Formed
Operational Role
PSEM serves as the fourth internal governance space of the Prediction Formation Standard (PFOS) .
It receives:
Governed Prediction Composition
Identified Predictive Claim
Governed Prediction Output
Unresolved Formation Gaps / Conditions / Restrictions
and determines the governed state of the prediction at Formation Time.
The module asks:
Has a sufficiently governed prediction actually been formed, and if not, what state most accurately represents its current formation condition?
The governed progression is:
Formed Components → Formation Sufficiency Assessment → Gap Review → Conflict Review → Conditionality Review → Restriction Assessment → Formation State Determination → Governed Prediction Formation State
The primary output is:
Governed Prediction Formation State
which becomes a principal input to:
PFTM — Prediction Formation Traceability Module.
Internal Module Flow
Prediction Composition → Predictive Claim Identification → Prediction Output Formation → Prediction State Establishment → Prediction Formation Traceability
Current Position: Prediction State Establishment
Module Operational Space
PSEM governs:
formation-state determination; formation sufficiency; formation completeness;
prediction readiness; Draft state; Formed state; Conditionally Formed state; Restricted state; Incomplete state; Conflicting state; Unable-to-Form state; state criteria; state transition; state justification; state restriction; unresolved formation gap; unresolved component conflict; unresolved claim ambiguity; unresolved output conflict; assumption-related formation condition; methodology-related formation condition; basis-related formation condition; boundary-related formation condition; horizon-related formation condition; provenance-related formation condition; formation approval where applicable; formation rejection where applicable; progression eligibility; progression restriction; state version; and historical formation-state integrity.
Module Function
A prediction may have:
a defined Prediction Object; a documented methodology; sufficient Prediction Basis; governed assumptions; an identified Predictive Claim; an output.
Yet unresolved governance conditions may still prevent it from being fully formed.
Examples include:
a critical assumption remains unresolved; the claim contains material ambiguity; two candidate outputs conflict; Formation Time cannot be established; the Prediction Basis is conditionally sufficient; the methodology is only valid under a condition not yet confirmed.
PSEM prevents such a prediction from being represented simply as:
Formed
when a more accurate state is:
Conditionally Formed
Restricted
Incomplete
or:
Unable to Form.
Prediction Formation State
A Prediction Formation State is the governed status assigned to a prediction based on the sufficiency and condition of its formation process.
The state communicates whether the prediction:
exists only as a draft; has been sufficiently formed; is formed subject to explicit conditions; is restricted by unresolved governance gaps; remains incomplete; contains unresolved conflict; cannot legitimately be formed.
State ≠ Predictive Quality
Formation State does not determine whether the prediction is good or accurate.
A fully formed prediction may later be wrong.
A restricted prediction may later happen to be correct.
Formation State ≠ Predictive Accuracy
Draft State
Draft represents a prediction still under development and not yet established as a final Governed Prediction.
A Draft may contain:
candidate claim; candidate output; unresolved methodology elements; provisional assumptions; incomplete composition.
Draft should remain distinguishable from Formed.
Draft ≠ Formed
Formed State
Formed represents a prediction that meets the applicable formation requirements and contains no unresolved material Formation Gap that prevents progression.
A Formed prediction should possess sufficient:
composition coherence; claim identification; output formation; Prediction Object association; Purpose association; Horizon association; Boundary association where applicable; Methodology association; Prediction Basis association;
Assumption association; conditionality; Formation Time; provenance; reconstructability.
Formed ≠ Validated Future Outcome
A prediction can be Formed while remaining:
uncertain; low probability; difficult to achieve; later incorrect.
Formed Prediction ≠ Correct Prediction
Conditionally Formed State
Conditionally Formed represents a prediction that can legitimately exist but only subject to explicit unresolved or continuing conditions.
Examples:
an important assumption is Conditionally Holding; one material information source is provisional; methodology applicability depends upon a defined regime remaining stable; the claim is valid only under Scenario A.
Conditional Formation is legitimate only when the condition is visible and governable.
Conditionally Formed ≠ Unconditionally Formed
Conditional Formation Condition
A Conditional Formation Condition should identify:
the unresolved or continuing condition; why the prediction may still proceed; what consequence the condition may have; what trigger requires reassessment.
Restricted State
Restricted represents a prediction that has been materially formed but whose use, progression, interpretation, or reliance must remain limited because of a known Formation Governance Gap.
Restriction may arise from:
incomplete Prediction Basis; unresolved assumption uncertainty; material claim ambiguity; provenance limitation; incomplete boundary; unresolved output transformation; methodology limitation.
Restricted ≠ Invalid
A Restricted prediction may still possess analytical value.
Its governed use is simply limited.
Restricted Prediction ≠ Invalid Prediction by Default
Incomplete State
Incomplete represents a prediction formation process where material required elements are still missing.
Examples:
no final Predictive Claim; missing Horizon; missing Output State; missing material assumption relationship; missing methodology reference.
An incomplete prediction should not proceed as fully formed.
Conflicting State
Conflicting represents a formation condition where material unresolved conflicts remain within the prediction structure.
These may include:
conflicting outputs; conflicting claims; conflicting assumptions; incompatible boundaries; incompatible time horizons; competing formation states.
A prediction may remain Conflicting until the conflict is:
resolved; separated; qualified; or causes inability to form.
Unable-to-Form State
Unable to Form represents a governance conclusion that available predictive components cannot legitimately establish a Governed Prediction.
Possible reasons include:
undefined Prediction Object; materially insufficient methodology; insufficient Prediction Basis; ungovernable critical assumption; irreconcilable claim ambiguity; irreconcilable output conflict; inability to establish Formation Time; severe provenance failure; fundamentally incompatible components.
Unable to Form ≠ Prediction of Non-Occurrence
It is a governance state.
State Determination Criteria
Formation State should be determined using explicit criteria.
These may include:
component coherence; claim clarity; output integrity; methodology sufficiency; Basis sufficiency; assumption governance sufficiency; Horizon definition; Boundary definition; conditionality visibility; provenance sufficiency; traceability readiness; unresolved gap severity.
Formation Sufficiency
Formation Sufficiency represents whether the assembled predictive structure contains enough governed information and coherence to justify a Formed state.
Sufficiency is contextual.
It should reflect Prediction Purpose and governed risk.
Formation Completeness
Completeness concerns whether materially required formation elements exist.
Completeness does not require maximum documentation.
More Documentation ≠ More Complete Formation by Default
Formation Readiness
Formation Readiness represents whether the prediction is ready to proceed into subsequent PGA™ governance spaces.
A prediction may be:
Ready
Conditionally Ready
Restricted
Not Ready
Progression Eligibility
PSEM may determine whether a prediction can proceed to:
PPUS — Prediction Probability & Uncertainty Standard
and then onward through the Prediction Lifecycle.
Potential states may include:
Proceed
Proceed Conditionally
Proceed with Restriction
Do Not Proceed
Progression Eligibility ≠ Reliance Permission
A prediction may be eligible to continue through governance without yet being permitted for operational reliance.
PCRS later governs reliance.
Formation Gap Review
PSEM receives unresolved gaps from PCOM, PCIM, and POFM.
These may include:
Composition Gap; Claim Identification Gap; Output Formation Gap.
PSEM determines whether those gaps:
prevent formation; permit conditional formation; require restriction; remain minor.
Material Formation Gap
A Material Formation Gap is a gap capable of materially altering:
claim meaning; output meaning; methodology applicability; Prediction Basis sufficiency; assumption interpretation; Formation-Time reconstruction; downstream governance.
Material gaps must not be hidden inside a Formed state.
Critical Formation Gap
A Critical Formation Gap prevents legitimate Prediction Formation.
Examples may include:
no identifiable Predictive Claim; no valid Formation Time; irreconcilable semantic conflict; no methodologically supportable output.
Minor Formation Gap
A Minor Formation Gap may not prevent formation if it does not materially alter interpretation or governance.
It should still remain documented where relevant.
Gap Severity ≠ Number of Gaps
One Critical Formation Gap may be more significant than ten minor gaps.
Number of Gaps ≠ Formation Severity
Unresolved Assumption Condition
PAS may deliver assumptions in states such as:
Uncertain
Under Challenge
Conditionally Holding
PSEM determines whether those states:
permit full formation; require conditional formation; require restriction; prevent formation.
PSEM does not re-govern the assumption itself.
Critical Assumption and Formation State
An unresolved Critical Assumption may materially affect Formation State.
However:
Critical Assumption Exists ≠ Unable to Form by Default
The consequence depends upon its actual state and the prediction context.
Methodology Condition
PMES may establish methodological limitations or conditions.
If those conditions are unresolved at Formation Time, PSEM must reflect them in the prediction state.
Prediction Basis Condition
PBAS may establish a basis limitation.
PSEM determines the formation consequence of that limitation without taking over Prediction Basis Governance.
Claim Condition
A claim may be:
fully identified; conditionally identified; ambiguous; conflicting.
PSEM incorporates this state into formation-state determination.
Output Condition
A Prediction Output may be:
formed; conditionally formed; restricted; conflicting; incomplete.
PSEM determines the overall prediction state from the complete formation context.
Component State ≠ Overall Prediction State
A prediction's overall state must not be mechanically copied from any single component.
Example:
one input may be uncertain while the overall prediction remains Formed.
Conversely:
several individually acceptable components may combine into a Restricted or Conflicting prediction.
Formation State Composition
The overall Formation State should consider the combined state of:
Composition + Claim + Output + Methodology + Basis + Assumptions + Conditions + Traceability Readiness
State Escalation
A prediction may move from:
Draft → Formed
or:
Draft → Conditionally Formed
or:
Conditionally Formed → Restricted
depending upon emerging governance conditions.
PSEM governs state change within the formation stage.
State De-escalation
A previously stronger Formation State may be reduced if a pre-progression issue is discovered before the prediction leaves the formation stage.
Example:
Formed → Restricted
because a critical provenance issue is discovered immediately after formation.
Formation-State Change ≠ Prediction Revision
A state correction within the same formation event does not necessarily constitute prediction-level revision.
PMRS owns revision governance later in the lifecycle.
Formation Approval
Some organizations may require formal approval before a prediction receives a Formed state.
PSEM can preserve:
approver reference; approval time; authority reference.
It does not create organizational authority.
GOA™ and AGA™ retain that space.
Formation Rejection
An authorized process may reject formation.
Rejection should preserve:
reason; state; unresolved gap; time.
Rejected Formation ≠ Prediction False
Formation State and Probability Governance
A prediction may proceed from PSEM into PPUS.
PSEM does not determine:
probability; confidence; uncertainty.
Formation State ≠ Probability State
Formation State and Feasibility
A Formed prediction may later be assessed as infeasible under PFES.
Formed ≠ Feasible
Formation State and Communication
A Formed prediction may still not be permitted for public or operational communication.
PCRS owns communication and reliance.
Formation State and Monitoring
Once a prediction enters the active lifecycle, later state changes caused by new information belong primarily to PMRS and related downstream standards.
PSEM governs state at formation.
Formation-State Version
Any material change in formation-state determination should remain historically identifiable.
Examples:
Draft → Conditionally Formed → Formed
or:
Draft → Restricted → Unable to Form
Historical Formation-State Integrity
Later lifecycle states must not overwrite the state that existed at Formation Time.
Current Prediction State ≠ Formation-Time Prediction State
State Justification
Every material Formation State should have a governed justification.
Examples:
Formed because all material formation requirements satisfied.
Conditionally Formed because Critical Assumption A remains Conditionally Holding.
Restricted because Prediction Boundary remains partially unresolved.
State Transparency
Users and systems consuming the prediction should be able to identify the Formation State where material.
A restricted or conditional prediction must not silently appear as fully formed.
Formation State and Automation
In automated environments, Formation State may control whether downstream systems are permitted to:
continue processing; calculate probability; assess feasibility; publish; act; escalate.
PSEM can therefore operate as a machine-readable governance gate.
Machine-Readable State
PSEM may support canonical machine-readable states such as:
DRAFT
FORMED
CONDITIONALLY_FORMED
RESTRICTED
INCOMPLETE
CONFLICTING
UNABLE_TO_FORM
Implementation may use equivalent controlled states.
State Transition Control
Machine systems should not move a prediction from one Formation State to another without an identifiable trigger or governance condition.
State Inheritance
A downstream system must not interpret:
Conditionally Formed
as:
Formed
merely because its interface supports only a binary valid/invalid state.
State Simplification ≠ State Equivalence
Formation State Governance Sufficiency
Prediction State Establishment is sufficiently governed when:
explicit state criteria exist; formation gaps are reviewed; critical conflicts remain visible; conditionality remains visible; restriction rationale is explicit; inability to form is permitted; overall state is not mechanically inherited from one component; progression eligibility is governed;
state transitions are traceable; historical state remains reconstructable.
Governance Requirements
PSEM requires that:
1. every prediction completing Prediction Formation receive an identifiable Formation State; 2. Draft remain distinguishable from Formed; 3. Conditional Formation remain distinguishable from unrestricted formation; 4. Restricted remain distinguishable from Invalid; 5. Incomplete remain distinguishable from Unable to Form; 6. unresolved material conflicts remain visible; 7. Critical Formation Gaps prevent unrestricted Formed status; 8. Formation State reflect the combined formation context; 9. Component State not automatically determine overall Prediction State; 10. assumption conditions be considered where material; 11. methodology conditions be considered where material; 12. Prediction Basis limitations be considered where material; 13. claim ambiguity be considered where material; 14. output conflict be considered where material; 15. gap severity remain distinguishable from gap count; 16. inability to form remain a legitimate governance result; 17. Formation State not imply predictive correctness; 18. Formation State not imply feasibility; 19. Formation State not imply reliance permission; 20. progression eligibility remain explicit where material; 21. conditional or restricted states remain machine-readable where automation depends upon them; 22. State Simplification not erase material governance meaning; 23. state transitions remain traceable; 24. material state changes remain versioned or historically preserved; 25. Formation-Time state remain reconstructable.
Governance Logic
PSEM applies the following governance logic:
Governed Prediction Composition
Identified Predictive Claim
Governed Prediction Output
Formation Gaps / Conditions / Restrictions
↓
Formation Sufficiency Assessed
↓
Composition State Reviewed
↓
Claim State Reviewed
↓
Output State Reviewed
↓
Methodology / Basis / Assumption Conditions Reviewed
↓
Material / Critical Formation Gaps Classified
↓
Conditionality / Restriction Requirements Determined
↓
Progression Eligibility Determined
↓
Prediction Formation State Established
↓
State Justification Preserved
↓
Historical Formation State Preserved
↓
Governed Prediction Formation State
↓
PFTM — Prediction Formation Traceability Module
Possible outcomes:
FORMED
or:
CONDITIONALLY FORMED
or:
RESTRICTED
or:
INCOMPLETE
or:
CONFLICTING
or:
UNABLE TO FORM
Minimum Implementation Framework
A minimum implementation of PSEM must establish:
A. Prediction Reference
The prediction undergoing Formation State establishment.
B. Composition State Reference
The applicable state from PCOM.
C. Predictive Claim State Reference
The applicable state from PCIM.
D. Prediction Output State Reference
The applicable state from POFM.
E. Formation Gap Register
All material unresolved formation gaps.
F. Gap Severity
At minimum:
Minor / Material / Critical / Unable to Determine
G. Conditional Formation Reference
Any condition required for the prediction to proceed.
H. Restriction Reference
Any limitation on progression, interpretation, or downstream use.
I. Formation State
At minimum:
Draft / Formed / Conditionally Formed / Restricted / Incomplete / Conflicting / Unable to Form
J. State Justification
The governance basis for the assigned Formation State.
K. Progression Eligibility
At minimum:
Proceed / Proceed Conditionally / Proceed with Restriction / Do Not Proceed
L. State Trigger / Transition Reference
Any event or governance condition causing state transition.
M. Authority / Approval Reference
Where required by the applicable governance environment.
N. Formation-State Version
The applicable state version or equivalent historical identifier.
O. Historical Formation State
The Formation State applicable at the relevant Formation Time.
Governance Outputs
PSEM may produce:
Governed Prediction Formation State; Formation State Record; formation-sufficiency assessment; Formation Gap Register; Formation Gap Severity; conditional-formation record; restriction record; incomplete-formation record; conflict-state record; Unable-to-Form Record; state-justification record; progression-eligibility record; formation-approval reference; formation-rejection reference; state-transition record; Formation-State Version; machine-readable Formation State; historical Formation-State Record.
The primary governed output is:
Governed Prediction Formation State
which becomes a principal input to:
PFTM — Prediction Formation Traceability Module.
Critical Distinctions
Prediction Output Exists ≠ Prediction Fully Formed
Formation State ≠ Predictive Accuracy
Draft ≠ Formed
Formed Prediction ≠ Correct Prediction
Conditionally Formed ≠ Unconditionally Formed
Restricted Prediction ≠ Invalid Prediction by Default
Unable to Form ≠ Prediction of Non-Occurrence
More Documentation ≠ More Complete Formation by Default
Progression Eligibility ≠ Reliance Permission
Number of Gaps ≠ Formation Severity
Critical Assumption Exists ≠ Unable to Form by Default
Component State ≠ Overall Prediction State
Formation-State Change ≠ Prediction Revision
Rejected Formation ≠ Prediction False
Formation State ≠ Probability State
Formed ≠ Feasible
Current Prediction State ≠ Formation-Time Prediction State
State Simplification ≠ State Equivalence
Enterprise Application
PSEM gives organizations a controlled way to distinguish predictions that are:
fully formed; conditionally usable; restricted; incomplete; internally conflicting; unable to proceed.
Without Prediction State Establishment, organizations often collapse all predictive outputs into a binary:
prediction exists / prediction does not exist.
That is too weak for complex predictive systems.
A prediction may exist while still carrying governance conditions that materially affect whether downstream systems should:
process it; display it; communicate it; rely upon it; automate decisions from it.
PSEM creates a governed formation gate between output creation and the rest of the Prediction Lifecycle.
Use Case 1 — The AI Has Produced a Forecast, but One Critical Assumption Is Still Unresolved
An AI planning system predicts:
Production output: 52,000 units during Q4.
The Predictive Claim is clear and the Prediction Output is properly formed.
However, the prediction depends on a Critical Assumption:
The sole supplier of Component X will maintain at least 80% contracted capacity throughout Q4.
At Formation Time, the supplier is undergoing restructuring and future capacity cannot yet be determined.
The technical system marks the prediction simply as:
Complete.
The critical governance question is:
Does the existence of a complete model output justify treating the prediction as fully formed when a Critical Assumption remains unresolved?
PSEM evaluates the complete formation context and may establish:
Formation State: Conditionally Formed
with:
Condition: Supplier capacity remains sufficiently available
and a corresponding reassessment trigger.
The prediction exists.
Its conditional state remains visible.
Prediction Output Exists ≠ Prediction Fully Formed
Use Case 2 — An Automated System Treats “Restricted” as “Valid” and Executes Anyway
A financial prediction is created for internal scenario analysis.
Its methodology and output are coherent, but the Prediction Basis contains a material unresolved limitation.
PSEM establishes:
Formation State: Restricted
and:
Progression Eligibility: Proceed with Restriction
The prediction is permitted to continue for analytical evaluation but not yet for automated capital allocation.
A downstream trading system supports only:
Valid / Invalid
and converts:
Restricted → Valid.
The system automatically executes a trade.
The critical governance question is:
Can a downstream system legitimately collapse a governed formation state into a simpler state when that simplification removes the restriction that gives the prediction its actual governance meaning?
PSEM requires the material Formation State to remain preserved through downstream processing.
State Simplification ≠ State Equivalence
Canonical Boundary
PSEM governs the assessment, determination, justification, restriction, conditionality, progression eligibility, transition, versioning, machine-readable representation, and historical preservation of the Prediction Formation State. It does not govern Prediction Composition itself, Predictive Claim Identification itself, Prediction Output Formation itself, Prediction Methodology, Prediction Basis, Predictive Assumptions, probability and uncertainty determination, final Prediction Feasibility, communication and reliance, prediction-level revision, outcome determination, or predictive performance assessment.
PSEM establishes:
whether and in what governed state the prediction has been formed.
It does not establish:
whether the prediction is true, probable, feasible, or appropriate for final reliance.
Canonical Closing Statement
A prediction does not become fully governed merely because its pipeline has produced an output.
PSEM makes the formation condition explicit so that complete, conditional, restricted, conflicting, and incomplete predictions cannot silently become equivalent states.
The state of a prediction is part of the prediction's governance — not an implementation detail.