DGCP Principle 16 — Uncertainty Visibility Date: 2026-04-11 (Asia/Bangkok) Project: MaMeeFarm Global System Observation Framework: DGCP — Data Governance & Continuous Proof Mode: Observation only • Principle definition • No prediction • No advice Scope Note: Structural definition of uncertainty visibility within DGCP systems Principle Definition Uncertainty must be visible. Uncertainty is recorded as part of system state. Absence, incompleteness, or ambiguity of data is treated as valid information. System Context Data availability is variable across observations. Incomplete or uncertain data conditions are present in system records. System representation includes both known and unknown elements. Observed Pattern Visible Uncertainty: Limitations of data are recorded. Hidden Uncertainty: Missing elements are not recorded. System Effect: Visibility level affects interpretation boundaries. Structural Constraint ...
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