← All parts of this equation

Equation 4 · Part 2 · AI Governance and Regulation in Practice: An Advanced Technical Guide

Symbol z_0.95

p^+z0.95p^(1−p^)n≤ε\hat{p} + z_{0.95}\sqrt{\frac{\hat{p}(1-\hat{p})}{n}} \le \varepsilon
z0.95z_{0.95}

What this part means

z0z_0.95 is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

Its job in the formula

z0z_0.95 is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

The passage around this formula

If a real number belongs in the audit-trail conversation, it is a threshold, not a measurement, and it should be written as a model rather than asserted as fact. A deployer setting an acceptance gate on a generative system’s confabulation rate might define a simple pass condition against a sampled evaluation set of size n , tolerance ε\varepsilon , and observed error rate p^\hat{p} : p^+z0.95p^(1−p^)n≤ε\hat{p} + z_{0.95}\sqrt{\frac{\hat{p}(1-\hat{p})}{n}} \le \varepsilon. This is a standard one-sided Wald confidence bound, included here only because it exposes a real assumption practitioners often skip: a raw sampled error rate without its confidence interval says nothing about whether the true rate is actually below a threshold, especially at the sample sizes (…

Read this part in the article →

Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

Open the illustrated subscripts: which member of a family? guide →

See this notation across published equations →

Sources cited in the article section

These citations provide research context; check each source for the exact claim it supports.