Giorgio Gilestro
84124de143
Clarity pass over the main text (36-item audit), Discussion rewrite and cut, acknowledgements, Souly et al. as ref 62, lettered SI panels, model section moved under Results; plus the untracked curriculum/society/compose/smol configs, runners, figures, stats and tests that the SI already cites. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Y64o8FKP7rCuXzC48pxpMm
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Zotero library for the manuscript's references
Evolution of sex for AI.ris — all 80 references from paper/pnas/main.md, with metadata
fetched from the publisher of record rather than retyped.
To import: Zotero → File → Import… → choose this file → keep "Place imported collections and items into new collection" ticked. The collection takes its name from the file, so rename the file first if you want a different folder name.
How it was built
build_zotero_library.py (run from the repo root) parses the numbered reference list, resolves a DOI
for each entry, and fetches authoritative metadata by content negotiation against doi.org, which
serves both Crossref and DataCite records. Each Zotero item carries its manuscript reference number
in the Extra/Notes field, so an item can be traced back to its citation.
- 77 of 80 resolved from a DOI. 53 DOIs were already printed in the manuscript; the rest were found by Crossref title search, accepted only when the returned title actually matched (a plain relevance score is not enough — Crossref answers confidently for pre-DOI works).
- 2 needed a hand-verified DOI: ref 17 (Brinkmann et al., Machine culture), where the search returned a different paper with a near-identical title, and ref 64 (Schwarz et al., Progress & Compress), a PMLR paper with no Crossref DOI, cited by its arXiv DOI instead.
- 3 genuinely predate DOIs and are written out by hand in the script: Jenkin 1867, Fisher 1930 (book), Templeton 1986 (book chapter).
resolution-report.tsv records the outcome and source for every entry.
references.csl.json is the same library as CSL-JSON, for any tool that prefers it.
Notes on the records
arXiv DOIs come back from DataCite uppercased and with no venue; the script restores the canonical
10.48550/arXiv.NNNN casing and sets the publication to arXiv with the identifier in the archive
field, so those items do not import as untitled journal articles. Publisher abstracts arrive wrapped
in JATS markup with HTML entities and hard line breaks, all of which are stripped — RIS is
line-oriented, and an unescaped abstract silently corrupts the record that follows it.
Re-run the script after any change to the reference list; it is a pure function of main.md.