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Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review. How this is built →

Co-authorship neighborhood

A bounded, provider-scoped projection of shared papers in this corpus. It is not a map of importance, influence, intellectual similarity, geography, or causal relationships.

Beatrice Crona's displayed neighborhood

4 of 4 direct collaborators shown.

View profile
1Distinct papers
4Unique collaborators
4.0Full weighted degree
2026Active span
5Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Beatrice Crona A deterministic circular layout of the focal author and up to 20 direct collaborators. Edge thickness represents full shared-paper weight. An ordered table follows the graphic. Beatrice Crona Giorgio Parlato Maxime Mathon Stephen Polasky Véronique Blum
Circular placement is deterministic and only prevents overlap. Proximity and direction do not measure intellectual, geographic, social, or causal distance. Square = focal author; circles = collaborators; labels identify the focal and highest-weight neighbors.

Ordered author table

Scroll the table horizontally to see every column.

Accessible table equivalent for nodes in the displayed subgraph, ordered with the focal author first and collaborators by selected edge weight. Metrics use each node's full filtered provider scope, not only displayed edges.
Display orderAuthorRoleDistinct papersUnique collaboratorsWeighted degreeActive span
1 Beatrice Crona Focal 1 4 4.0 2026
2 Giorgio Parlato Direct collaborator 1 4 4.0 2026
3 Maxime Mathon Direct collaborator 1 4 4.0 2026
4 Stephen Polasky Direct collaborator 1 4 4.0 2026
5 Véronique Blum Direct collaborator 1 4 4.0 2026

Displayed collaboration table

Scroll the table horizontally to see every column.

Undirected co-authorship edges among displayed authors. Each pair is listed once.
Author pairShared papersFull weightFractional weight
Beatrice Crona — Giorgio Parlato110.25
Beatrice Crona — Maxime Mathon110.25
Beatrice Crona — Véronique Blum110.25
Beatrice Crona — Stephen Polasky110.25
Giorgio Parlato — Maxime Mathon110.25
Giorgio Parlato — Véronique Blum110.25
Giorgio Parlato — Stephen Polasky110.25
Maxime Mathon — Véronique Blum110.25
Maxime Mathon — Stephen Polasky110.25
Véronique Blum — Stephen Polasky110.25

Graph construction and limits

Each distinct paper contributes an undirected pair for every two eligible identities in its deduplicated latest OpenAlex author list. Self-loops are removed. Solo papers count toward an author's paper total but create no edge. The selected display is an ego subgraph. Paper, collaborator, weighted-degree, and active-span metrics for every displayed node use the full filtered provider view; component size describes the focal author's component.

Immutable provider payloads are stored once. A separate receipt log records a later delivery of an earlier payload, so roster reversions remain visible. Exact duplicate receipts are idempotent. Equal timestamps use receipt insertion order as the tie-breaker.

Co-authorship records shared paper attribution only. It does not establish contribution size, research quality, influence, friendship, topic similarity, or citation relationships.