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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.

Shaoyin Gan's displayed neighborhood

6 of 6 direct collaborators shown.

View profile
1Distinct papers
6Unique collaborators
6.0Full weighted degree
2026Active span
7Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Shaoyin Gan 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. Shaoyin Gan Brayden Leo Claudio Ricci Marzio Lunghi Rolands Repetto S. Stan Vito Vargetto
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 Shaoyin Gan Focal 1 6 6.0 2026
2 Brayden Leo Direct collaborator 1 6 6.0 2026
3 Claudio Ricci Direct collaborator 1 6 6.0 2026
4 Marzio Lunghi Direct collaborator 1 6 6.0 2026
5 Rolands Repetto Direct collaborator 1 6 6.0 2026
6 S. Stan Direct collaborator 1 6 6.0 2026
7 Vito Vargetto Direct collaborator 1 6 6.0 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
S. Stan — Claudio Ricci110.167
S. Stan — Vito Vargetto110.167
S. Stan — Rolands Repetto110.167
S. Stan — Brayden Leo110.167
S. Stan — Shaoyin Gan110.167
S. Stan — Marzio Lunghi110.167
Claudio Ricci — Vito Vargetto110.167
Claudio Ricci — Rolands Repetto110.167
Claudio Ricci — Brayden Leo110.167
Claudio Ricci — Shaoyin Gan110.167
Claudio Ricci — Marzio Lunghi110.167
Vito Vargetto — Rolands Repetto110.167
Vito Vargetto — Brayden Leo110.167
Vito Vargetto — Shaoyin Gan110.167
Vito Vargetto — Marzio Lunghi110.167
Rolands Repetto — Brayden Leo110.167
Rolands Repetto — Shaoyin Gan110.167
Rolands Repetto — Marzio Lunghi110.167
Brayden Leo — Shaoyin Gan110.167
Brayden Leo — Marzio Lunghi110.167
Shaoyin Gan — Marzio Lunghi110.167

Graph construction and limits

Each distinct paper contributes an undirected pair for every two eligible identities in its deduplicated latest Semantic Scholar 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.