How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Recursive group-sequential boundary calibration
Definition
Inputs: The Axiom of Choice (The Axiom of Choice) and a canonical design from Canonical group-sequential alpha-spending design and a mode, either one-sided upper-boundary or symmetric two-sided.
Output: The look boundaries for the selected mode.
Set , , and process in order. Let be the union of the crossing events already defined at the earlier looks.
- If , set the boundary at look to . Its crossing event is empty, so .
- If and the mode is one-sided, choose the real number satisfying and set .
- If and the mode is symmetric two-sided, choose satisfying and set .
The root-existence theorem Group-sequential boundaries exist uniquely and spend alpha exactly ↗ proves that every positive spending increment has a unique finite solution; the algorithm therefore makes no arbitrary boundary selection. The procedure specifies exact boundaries under the supplied joint null law. It does not prescribe a numerical integration package or tolerance.
Depends on
Used by
Dependency tree · two levels
8 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- David L. DeMets and K. K. Gordon Lan, Interim Analysis: The Alpha Spending Function Approach, Statistics in Medicine 13 (1994), PDF pp. 2–3, 6–7 (standard reference, not scraped)
- Michael J. Grayling, James M. S. Wason, and Adrian P. Mander, Group Sequential Clinical Trial Designs for Normally Distributed Outcome Variables, The Stata Journal 18(2) (2018), PDF pp. 2–4 (standard reference, not scraped)
- Giorgos Minas, Multivariate Global Testing and Adaptive Designs, PhD thesis, Chapter 5 §§5.3–5.3.1, printed pp. 72–73 (standard reference, not scraped)