Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 11:52:20 UTC · snapshot created 2026-10-03 11:53:41 UTC · last check 2026-10-03 12:15:10 UTC

C.28:4.8 - Causal evidence design and Work

Use CausalUseEvidenceDesignRecord when additional evidence could change the support boundary:

CausalUseEvidenceDesignRecord:
  causalUseQuestionRef: CausalUseQuestionRef
  targetCausalityLadderRung
  causalEstimandRef?
  interventionOrProtocolRef?
  plannedDataRegimeRefs?
  identificationQuestionRef?
  estimationQuestionRef?
  samplingRealizabilityQuestionRef?
  transportQuestionRef?
  targetTrialMappingResultRef?
  offPolicyCausalEvaluationResultRef?
  causalVariableRepresentationRecordRef?
  causalEvidenceMethodDescriptionRefs?
  causalEvidenceWorkPlanRef?
  realizedCausalEvidenceWorkRefs?
  workAttributionResultRefs?
  evidencePathRefs?
  modelAssumptionRefs?
  simulationValidationRef?
  decisionThresholdAffected?: yes | no | unclear
  evidenceValueOrProbeWorthinessRef?
  costOrRiskRef?
  supportedUseIfSuccessful
  unsupportedUseWithoutFurtherEvidence

The three optional specialist refs are included only when an existing target-trial mapping, off-policy evaluation, or causal-variable representation result shows what additional evidence could change the support boundary. Before execution, cite a MethodDescription or WorkPlan only when used. After execution, cite every precise performer’s A.13 core and the independent A.15.1 Work admission; cite F.6 only when precise assignment-bound attribution is also current. If performed counterfactual sampling is used as evidence, also cite the resulting sample or data through evidencePathRefs; Work without output data and data without its Work and provenance path each remain incomplete for that claim. Do not copy performer-kind, assignment, or occurrence mechanics into this record unless one of those facts changes causal validity, safety, authorization, or supported use.

Additional evidence is worth planning only when it can change a material causal statement or downstream decision enough to justify cost, risk, and delay, or when safety or release rules independently require it.