Conclusion
The block frequency test's statistic is χ²(obs) = 4M Σ(πi − 1/2)², referred to a χ² distribution with N degrees of freedom (SP 800-22 rev 1a §3.2, p. 64).
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undercutThe block frequency test's statistic is χ²(obs) = 4M Σ(πi − 1/2)², referred to a χ² distribution with N degrees of freedom (SP 800-22 rev 1a §3.2, p. 64).
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Why does the block chi-squared carry the 4M factor? §3.2 presents Χ(obs) = 4M Σ(πi − 1/2)² and §2.2 applies it, but neither section derives the factor: no variance computation or scaling argument for 4M appears anywhere in the paper. The inference from the definition to a valid χ² reference distribution needs that scaling justified. (This challenge is authored by the present reconstruction's seeding — the enthymeme is the paper's.)
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