docs(paper): align to standard JOSS format (sections, figure ref, length) - #64
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Match published JOSS structure: drop the non-JOSS 'Research impact statement'
(fold its runnable-demos/availability note into Statement of need) and the
standalone 'AI usage disclosure' (fold into Acknowledgements); cross-reference
the permutation-null figure with \autoref{fig:permnull}; tighten the federated
paragraph. Sections are now Summary, Statement of need, State of the field,
Software design, Example, Acknowledgements, References. All citation keys resolve.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0149fLyfQuAaxNRfoPGoyf2x
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Why
The paper's structure diverged from how JOSS papers are actually published. This aligns it.
Changes
Section structure — now matches the JOSS convention (Summary + Statement of need required, then free-form):
Research impact statement(not a JOSS section) — folded its runnable-demos / baselines / availability note into Statement of need.AI usage disclosuresection — folded it (concisely) into Acknowledgements, where JOSS papers put such notes.Summary→Statement of need→State of the field→Software design→Example→Acknowledgements→References.Figures / references
\autoref{fig:permnull}(it previously only carried a\label), matching JOSS's figure convention.Length / content
Validation
paper.bib.\label+\autorefboth present.🤖 Generated with Claude Code
Generated by Claude Code