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Docs/paper align benchmark - #189

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Description

Final revision of the JOSS paper (paper.md, paper.bib) after review. The paper now
covers the BR-MANGUE validation against TerraME (baseline and flooding scenarios, tied to
brmangue-dissmodel v0.3.0), cites Mesa-Geo in the state of the field, explains the
Game of Life benchmark, and presents D.S.B.'s use as a collaboration. It also rewrites the
AI usage disclosure and adds the INPE seminar (7 May 2026) to the research impact.
The bibliography carries the final Zenodo DOIs (disslucc 0.5.0, brmangue-dissmodel 0.3.0,
disslucc-benchmark 0.2.2). The body is 1,674 words (limit 1,700).

Related Issue

Closes #

Changes Made

  • Core implementation / algorithmic changes
  • Added or updated unit tests
  • Updated documentation / docstrings / examples

Contributor Checklist

  • The code runs locally without errors
  • All unit tests pass locally (pytest)
  • Static analysis and formatting pass (ruff check .)
  • Docstrings follow the project standard (inputs, outputs, exceptions)

- Use benchmark scenario IDs (lab01_md1643, lab15_md10) for the Lab1 and Lab15 results
- Point validation to the public disslucc-benchmark instead of test file paths
- State the MAE metric (final year; mean over all years 0.0026) and iteration counts
- Replace per-step timings with whole-run timings from `make timing`
- Describe the correctCellChange guard neutrally (field name mismatch)
- Fellowship paragraph in the present tense (four fellows since September 2026)
- Add DisSLUCCBenchmark to paper.bib
 and disslucc-benchmark with Zenodo DOIs
 scenarios; cite released versions with DOIs
 spelling, AI disclosure, trim to 1700 words, final DOIs
 validation numbers to v0.3.0, step 11, Game of Life wording
- BR-MANGUE validation against TerraME (baseline and flooding scenarios),
  tied to brmangue-dissmodel v0.3.0
- Mesa-Geo in the state of the field; remaining labs explained
- AI usage disclosure rewritten (scope, phases, validation references)
- INPE seminar (7 May 2026) in the research impact
- paper.bib: final Zenodo DOIs (disslucc, brmangue-dissmodel,
  disslucc-benchmark 0.2.2), Costa2009 URL, seminar entry

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