Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 14:36:52 UTC · snapshot created 2026-10-03 14:38:14 UTC · last check 2026-10-03 14:40:20 UTC

C.28:4.0 - Public contract and support components

When a question or result must be referenced, recover its content and use the corresponding contract:

  • CausalUseQuestionRef identifies the exact question content, normally a C.2.1 episteme.
  • CausalEstimandRef identifies the mathematical target or the episteme that describes it under its direct pattern.
  • PotentialOutcomeContrastRef identifies the exact contrast or its description.
  • CausalUseSupportResultRef identifies one C.2.1 result episteme defined below.

Support is composable. A real result may use several components:

CausalSupportComponentRefs:
  evidencePathRefs?
  empiricalDataRegimeRefs?
  identificationResultRef?
  estimateResultRef?
  counterfactualSamplingRealizabilityResultRef?
  simulationResultRef?
  targetTrialMappingResultRef?
  offPolicyCausalEvaluationResultRef?
  causalVariableRepresentationRecordRef?
  transportabilityResultRef?

These fields answer different questions. Do not compress them into one exclusive value. Each optional specialist ref identifies the exact result or record actually used. Keep a component’s own assumptions, uncertainty or sensitivity, supported and unsupported uses, and reopen information with that component when its defining contract requires them; do not copy fields merely to complete a standard list. The common CausalUseSupportResult still states its own supportedUse, unsupportedUse, limits, optional evidence window, and reopenCondition. Naming a specialist subject in prose does not make its result available to a consumer.

ComponentQuestion it answersDoes not establish
evidence path and data regimeWhat observations, assignments, or samples are available, and where did they come from?identification or a valid estimate
identification resultCan the estimand be expressed or bounded from those data and assumptions?a numerical estimate or direct sampling
estimate resultWhat value and uncertainty were obtained under an identification or design basis?identification by the number alone
counterfactual-sampling realizability resultCan samples from the declared target distribution be obtained under the stated constraints, and how was that decided?a WorkPlan, performed sampling, resulting data, or identification of every target
simulation resultWhat did the model produce under its assumptions and validation?realized evidence or an intervention effect
target-trial mapping resultHow does the declared trial protocol map to one observational data source, and which gaps, residual-confounding risks, and sensitivity checks remain?identification, low risk of bias, or a valid estimate by reporting completeness alone
off-policy evaluation resultWhat does logged behaviour support about one evaluation policy under the stated history, confounding, overlap, endpoint, estimator, and uncertainty conditions?authority to deploy or unqualified policy optimality
causal-variable representation recordWhich learned, selected, or abstracted variables preserve the interventions, invariances, and queries needed for this use?causal validity for every query, shift, or domain
transportability resultWhich support transfers between exact endpoints, under which assumptions?transfer by a shared label or population name

CausalEmpiricalDataRegime is a local classification used only when it helps distinguish evidence:

CausalEmpiricalDataRegime =
  observationalOrNaturalBehaviorData |
  randomizedInterventionData |
  governedInterventionData |
  realizedCounterfactualSamplingData

realizedCounterfactualSamplingData is used only when an A.10 evidence path cites dated sampling Work and the resulting sample or data. A realizability result or WorkPlan alone establishes no empirical regime. Model output is recorded separately through simulationResultRef, not as an empirical regime.