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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.

David Guzman Piedrahita'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 David Guzman Piedrahita 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. David Guzman Piedrahita Emanuel Tewolde Vincent Conitzer Xiao Zhang Zhijing Jin
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 David Guzman Piedrahita Focal 1 4 4.0 2026
2 Emanuel Tewolde Direct collaborator 1 4 4.0 2026
3 Vincent Conitzer Direct collaborator 1 4 4.0 2026
4 Xiao Zhang Direct collaborator 1 4 4.0 2026
5 Zhijing Jin 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
Vincent Conitzer — Xiao Zhang110.25
Vincent Conitzer — Zhijing Jin110.25
Vincent Conitzer — David Guzman Piedrahita110.25
Vincent Conitzer — Emanuel Tewolde110.25
Xiao Zhang — Zhijing Jin110.25
Xiao Zhang — David Guzman Piedrahita110.25
Xiao Zhang — Emanuel Tewolde110.25
Zhijing Jin — David Guzman Piedrahita110.25
Zhijing Jin — Emanuel Tewolde110.25
David Guzman Piedrahita — Emanuel Tewolde110.25

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.