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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.

Johnson S. Khor's displayed neighborhood

7 of 7 direct collaborators shown.

View profile
1Distinct papers
7Unique collaborators
7.0Full weighted degree
2026Active span
8Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Johnson S. Khor 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. Johnson S. Khor Anton Van Der Vegt Clair Sullivan Kayley Lyons Leanna Woods Nancy Xu Quita Olsen
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 Johnson S. Khor Focal 1 7 7.0 2026
2 Anton Van Der Vegt Direct collaborator 1 7 7.0 2026
3 Clair Sullivan Direct collaborator 1 7 7.0 2026
4 Kayley Lyons Direct collaborator 1 7 7.0 2026
5 Leanna Woods Direct collaborator 1 7 7.0 2026
6 Nancy Xu Direct collaborator 1 7 7.0 2026
7 Quita Olsen Direct collaborator 1 7 7.0 2026
8 Wenyao Huang Direct collaborator 1 7 7.0 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
Anton Van Der Vegt — Kayley Lyons110.143
Anton Van Der Vegt — Leanna Woods110.143
Anton Van Der Vegt — Clair Sullivan110.143
Anton Van Der Vegt — Nancy Xu110.143
Anton Van Der Vegt — Quita Olsen110.143
Anton Van Der Vegt — Wenyao Huang110.143
Anton Van Der Vegt — Johnson S. Khor110.143
Kayley Lyons — Leanna Woods110.143
Kayley Lyons — Clair Sullivan110.143
Kayley Lyons — Nancy Xu110.143
Kayley Lyons — Quita Olsen110.143
Kayley Lyons — Wenyao Huang110.143
Kayley Lyons — Johnson S. Khor110.143
Leanna Woods — Clair Sullivan110.143
Leanna Woods — Nancy Xu110.143
Leanna Woods — Quita Olsen110.143
Leanna Woods — Wenyao Huang110.143
Leanna Woods — Johnson S. Khor110.143
Clair Sullivan — Nancy Xu110.143
Clair Sullivan — Quita Olsen110.143
Clair Sullivan — Wenyao Huang110.143
Clair Sullivan — Johnson S. Khor110.143
Nancy Xu — Quita Olsen110.143
Nancy Xu — Wenyao Huang110.143
Nancy Xu — Johnson S. Khor110.143
Quita Olsen — Wenyao Huang110.143
Quita Olsen — Johnson S. Khor110.143
Wenyao Huang — Johnson S. Khor110.143

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.