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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.

Stephen Hinton'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 Stephen Hinton 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. Stephen Hinton Akashdeep Nijjar C. Cinel Christopher Baker Riccardo Poli Stephen H Fairclough Tom Reed
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 Stephen Hinton Focal 1 6 6.0 2026
2 Akashdeep Nijjar Direct collaborator 1 6 6.0 2026
3 C. Cinel Direct collaborator 1 6 6.0 2026
4 Christopher Baker Direct collaborator 1 6 6.0 2026
5 Riccardo Poli Direct collaborator 1 6 6.0 2026
6 Stephen H Fairclough Direct collaborator 1 6 6.0 2026
7 Tom Reed 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
Stephen H Fairclough — Akashdeep Nijjar110.167
Stephen H Fairclough — Christopher Baker110.167
Stephen H Fairclough — Riccardo Poli110.167
Stephen H Fairclough — C. Cinel110.167
Stephen H Fairclough — Tom Reed110.167
Stephen H Fairclough — Stephen Hinton110.167
Akashdeep Nijjar — Christopher Baker110.167
Akashdeep Nijjar — Riccardo Poli110.167
Akashdeep Nijjar — C. Cinel110.167
Akashdeep Nijjar — Tom Reed110.167
Akashdeep Nijjar — Stephen Hinton110.167
Christopher Baker — Riccardo Poli110.167
Christopher Baker — C. Cinel110.167
Christopher Baker — Tom Reed110.167
Christopher Baker — Stephen Hinton110.167
Riccardo Poli — C. Cinel110.167
Riccardo Poli — Tom Reed110.167
Riccardo Poli — Stephen Hinton110.167
C. Cinel — Tom Reed110.167
C. Cinel — Stephen Hinton110.167
Tom Reed — Stephen Hinton110.167

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.