Co-author network¶
An ORCID ego co-authorship graph: who wrote with one person, sliced by
named year windows, with optional SNA metrics. Distinct from the Discover
Queue citation map (works, not people) and from snowball
--author-site-preflight coauthors.json (PDF-pack ranking, not brokerage).
Grey reports still need paperful search / Discover → Web (playbooks fetch PDFs; this graph does not).
Writes state/network/<run-id>/ (paperful.network.v1). That directory is
already gitignored with the rest of state/.
CLI¶
uv sync --extra network # NetworkX + matplotlib (betweenness, brokerage, --figures)
paperful network orcid 0000-0001-9025-7632 --phases bbnj --partition region
paperful network orcid 0000-0001-9025-7632 --out-dir /tmp/gjerde-network
paperful network show <run-id> --phase igc
paperful network list
paperful network export <run-id> --format csv
paperful network attributes <run-id> --write-template
# edit state/network/<run-id>/attributes.csv, then:
paperful network attributes <run-id>
--phases bbnj is the BBNJ negotiation windows used in the Gjerde tribute
paper: pre-2006, Ad Hoc Working Group (2006–2015), PrepCom (2016–2017),
IGC (2018–2023), post-adoption (2023–2025). Pass a TOML file instead:
[[phases]]
id = "adhoc"
label = "Ad Hoc Working Group"
year_from = 2006
year_to = 2015
--partition region|discipline|sector classifies Gould–Fernandez brokerage
roles on ego’s alter pairs. Undirected co-authorship cannot tell gatekeeper
from representative: mixed triads increment both. --partition none (default)
skips brokerage.
Without paperful[network], the run still writes the graph plus degree
and frequency. Betweenness, Burt constraint, brokerage, GEXF/GraphML, and
--figures need the extra.
--format json on orcid / show / list is paperful.agent.json.v1.
GUI¶
Discover → People → Network. Paste an ORCID, pick a phase preset and
optional partition, Build network. Saved runs load from
state/network/ (no OpenAlex). The canvas is D3 v7, same drawing library as
the citation map; it does not add papers to the library.
Hide the panel with [ui].coauthor_network = "off" (Settings checkbox).
Attributes¶
attributes.csv is the hand-coding overlay (discipline, sector, region,
career stage). OpenAlex seeds country → region, institution type → sector,
work topics → discipline, and year span → career stage. Overlay values win
on reload (network attributes <run-id>).
Grey literature is not merged into the graph in v1. Add those edges by hand in the paper workflow; the CSV is for node attributes only.
Live dogfood (Gjerde)¶
PAPERFUL_E2E=1 paperful network orcid 0000-0001-9025-7632 \
--phases bbnj --partition region --max-works 200 --max-alters 80
Copy templates/network-watch-assessment.md
to gitignored assessments/YYYY-MM-DD-gjerde-network.md. No Zotero writes.
See BBNJ author lanes.
Schema¶
paperful.network.v1 under state/network/<run-id>/:
File |
Contents |
|---|---|
|
ORCID, OpenAlex id, phase defs, caps, run date |
|
Ego, nodes, edges ( |
|
Subgraph + metrics for one window |
|
Ego summary, per-node rows, |
|
Editable overlay |
|
Optional |
Identity keys reuse AuthorRecord.identity() (openalex: / orcid: / name:).