Epistemic Standards & Uncertainty Labeling

Science advances by quantifying uncertainty. Every FastCosmos page carries an explicit epistemic status badge and separates model-independent observables from model-dependent inferences.

The Four Epistemic Status Badges

Badge TierDefinition & Criteria
Strong Observational Evidence (strong-observational-evidence)Directly measured across multiple independent instruments, wavelengths, or geometric baselines.
Widely Accepted Model (standard-model-consensus)Supported by converging lines of theoretical and observational evidence within modern astrophysics.
Active Research Frontier (active-research-frontier)Physical mechanism or parameter regime under active investigation by current space and ground surveys.
Competing Interpretations (competing-interpretations)High-precision measurements or theoretical models remain in unresolved statistical tension.

Reporting Uncertainties Honestly

Every measurement in our shared knowledge graph records its unit, 1σ symmetric or asymmetric error bars (or upper/lower confidence limits), measurement method, and reference epoch. When independent high-precision methods disagree—such as early-universe vs late-universe H₀ determinations or radio vs optical parallaxes for red supergiants—we present both measurements and explain the physical and calibration assumptions behind each.

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