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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.

Mariame Tighanimine's displayed neighborhood

6 of 6 direct collaborators shown.

View profile
1Distinct papers
6Unique collaborators
6.0Full weighted degree
2026Active span
12Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Mariame Tighanimine 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. Mariame Tighanimine James Oyange Jessica Pidoux Kauna Ibrahim Malgwi Mophat Okinyi Richard Mwaura Mathenge Sonia Kgomo
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 Mariame Tighanimine Focal 1 6 6.0 2026
2 James Oyange Direct collaborator 1 6 6.0 2026
3 Jessica Pidoux Direct collaborator 1 6 6.0 2026
4 Kauna Ibrahim Malgwi Direct collaborator 1 6 6.0 2026
5 Mophat Okinyi Direct collaborator 2 11 11.0 2026
6 Richard Mwaura Mathenge Direct collaborator 1 6 6.0 2026
7 Sonia Kgomo 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
Mophat Okinyi — Sonia Kgomo110.167
Mophat Okinyi — Mariame Tighanimine110.167
Mophat Okinyi — Richard Mwaura Mathenge110.167
Mophat Okinyi — Kauna Ibrahim Malgwi110.167
Mophat Okinyi — James Oyange110.167
Mophat Okinyi — Jessica Pidoux110.167
Sonia Kgomo — Mariame Tighanimine110.167
Sonia Kgomo — Richard Mwaura Mathenge110.167
Sonia Kgomo — Kauna Ibrahim Malgwi110.167
Sonia Kgomo — James Oyange110.167
Sonia Kgomo — Jessica Pidoux110.167
Mariame Tighanimine — Richard Mwaura Mathenge110.167
Mariame Tighanimine — Kauna Ibrahim Malgwi110.167
Mariame Tighanimine — James Oyange110.167
Mariame Tighanimine — Jessica Pidoux110.167
Richard Mwaura Mathenge — Kauna Ibrahim Malgwi110.167
Richard Mwaura Mathenge — James Oyange110.167
Richard Mwaura Mathenge — Jessica Pidoux110.167
Kauna Ibrahim Malgwi — James Oyange110.167
Kauna Ibrahim Malgwi — Jessica Pidoux110.167
James Oyange — Jessica Pidoux110.167

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.