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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.

S. Taylor's displayed neighborhood

9 of 9 direct collaborators shown.

View profile
1Distinct papers
9Unique collaborators
9.0Full weighted degree
2026Active span
10Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for S. Taylor 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. S. Taylor Benjamin K. Bergen Cameron R. Jones Catherine Arnett James A. Michaelov Micah Altman Pamela D. Rivière
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 S. Taylor Focal 1 9 9.0 2026
2 Benjamin K. Bergen Direct collaborator 1 9 9.0 2026
3 Cameron R. Jones Direct collaborator 1 9 9.0 2026
4 Catherine Arnett Direct collaborator 1 9 9.0 2026
5 James A. Michaelov Direct collaborator 1 9 9.0 2026
6 Micah Altman Direct collaborator 1 9 9.0 2026
7 Pamela D. Rivière Direct collaborator 1 9 9.0 2026
8 Roger Levy Direct collaborator 1 9 9.0 2026
9 Sean Trott Direct collaborator 1 9 9.0 2026
10 Tyler Chang Direct collaborator 1 9 9.0 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
Benjamin K. Bergen — Cameron R. Jones110.111
Benjamin K. Bergen — S. Taylor110.111
Benjamin K. Bergen — Roger Levy110.111
Benjamin K. Bergen — James A. Michaelov110.111
Benjamin K. Bergen — Tyler Chang110.111
Benjamin K. Bergen — Sean Trott110.111
Benjamin K. Bergen — Micah Altman110.111
Benjamin K. Bergen — Catherine Arnett110.111
Benjamin K. Bergen — Pamela D. Rivière110.111
Cameron R. Jones — S. Taylor110.111
Cameron R. Jones — Roger Levy110.111
Cameron R. Jones — James A. Michaelov110.111
Cameron R. Jones — Tyler Chang110.111
Cameron R. Jones — Sean Trott110.111
Cameron R. Jones — Micah Altman110.111
Cameron R. Jones — Catherine Arnett110.111
Cameron R. Jones — Pamela D. Rivière110.111
S. Taylor — Roger Levy110.111
S. Taylor — James A. Michaelov110.111
S. Taylor — Tyler Chang110.111
S. Taylor — Sean Trott110.111
S. Taylor — Micah Altman110.111
S. Taylor — Catherine Arnett110.111
S. Taylor — Pamela D. Rivière110.111
Roger Levy — James A. Michaelov110.111
Roger Levy — Tyler Chang110.111
Roger Levy — Sean Trott110.111
Roger Levy — Micah Altman110.111
Roger Levy — Catherine Arnett110.111
Roger Levy — Pamela D. Rivière110.111
James A. Michaelov — Tyler Chang110.111
James A. Michaelov — Sean Trott110.111
James A. Michaelov — Micah Altman110.111
James A. Michaelov — Catherine Arnett110.111
James A. Michaelov — Pamela D. Rivière110.111
Tyler Chang — Sean Trott110.111
Tyler Chang — Micah Altman110.111
Tyler Chang — Catherine Arnett110.111
Tyler Chang — Pamela D. Rivière110.111
Sean Trott — Micah Altman110.111
Sean Trott — Catherine Arnett110.111
Sean Trott — Pamela D. Rivière110.111
Micah Altman — Catherine Arnett110.111
Micah Altman — Pamela D. Rivière110.111
Catherine Arnett — Pamela D. Rivière110.111

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.