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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. Hammond's displayed neighborhood

8 of 8 direct collaborators shown.

View profile
1Distinct papers
8Unique collaborators
8.0Full weighted degree
Active span
9Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for S. Hammond 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. Hammond Aida Mehrad Elijah U. Akwantaghibe Gold C. Emenike H. Hayat I. D. Gyeabour Mohamed Niroz M. Thawoos
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. Hammond Focal 1 8 8.0 Unavailable
2 Aida Mehrad Direct collaborator 1 8 8.0 Unavailable
3 Elijah U. Akwantaghibe Direct collaborator 1 8 8.0 Unavailable
4 Gold C. Emenike Direct collaborator 1 8 8.0 Unavailable
5 H. Hayat Direct collaborator 1 8 8.0 Unavailable
6 I. D. Gyeabour Direct collaborator 1 8 8.0 Unavailable
7 Mohamed Niroz M. Thawoos Direct collaborator 1 8 8.0 Unavailable
8 Mohammad Hossein Tahriri Zangeneh Direct collaborator 1 8 8.0 Unavailable
9 Taiwo Fadiora Direct collaborator 1 8 8.0 Unavailable

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
Mohammad Hossein Tahriri Zangeneh — Aida Mehrad110.125
Mohammad Hossein Tahriri Zangeneh — Taiwo Fadiora110.125
Mohammad Hossein Tahriri Zangeneh — Elijah U. Akwantaghibe110.125
Mohammad Hossein Tahriri Zangeneh — Mohamed Niroz M. Thawoos110.125
Mohammad Hossein Tahriri Zangeneh — I. D. Gyeabour110.125
Mohammad Hossein Tahriri Zangeneh — S. Hammond110.125
Mohammad Hossein Tahriri Zangeneh — H. Hayat110.125
Mohammad Hossein Tahriri Zangeneh — Gold C. Emenike110.125
Aida Mehrad — Taiwo Fadiora110.125
Aida Mehrad — Elijah U. Akwantaghibe110.125
Aida Mehrad — Mohamed Niroz M. Thawoos110.125
Aida Mehrad — I. D. Gyeabour110.125
Aida Mehrad — S. Hammond110.125
Aida Mehrad — H. Hayat110.125
Aida Mehrad — Gold C. Emenike110.125
Taiwo Fadiora — Elijah U. Akwantaghibe110.125
Taiwo Fadiora — Mohamed Niroz M. Thawoos110.125
Taiwo Fadiora — I. D. Gyeabour110.125
Taiwo Fadiora — S. Hammond110.125
Taiwo Fadiora — H. Hayat110.125
Taiwo Fadiora — Gold C. Emenike110.125
Elijah U. Akwantaghibe — Mohamed Niroz M. Thawoos110.125
Elijah U. Akwantaghibe — I. D. Gyeabour110.125
Elijah U. Akwantaghibe — S. Hammond110.125
Elijah U. Akwantaghibe — H. Hayat110.125
Elijah U. Akwantaghibe — Gold C. Emenike110.125
Mohamed Niroz M. Thawoos — I. D. Gyeabour110.125
Mohamed Niroz M. Thawoos — S. Hammond110.125
Mohamed Niroz M. Thawoos — H. Hayat110.125
Mohamed Niroz M. Thawoos — Gold C. Emenike110.125
I. D. Gyeabour — S. Hammond110.125
I. D. Gyeabour — H. Hayat110.125
I. D. Gyeabour — Gold C. Emenike110.125
S. Hammond — H. Hayat110.125
S. Hammond — Gold C. Emenike110.125
H. Hayat — Gold C. Emenike110.125

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.