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.

Provider view Date basis From year Through year Paper source Assessment theme Claim outcome Edge weighting Maximum neighbors

Yumna Mansour's displayed neighborhood

5 of 5 direct collaborators shown.

View profile

1Distinct papers

5Unique collaborators

5.0Full weighted degree

—Active span

6Component size

Scroll the diagram horizontally to inspect every displayed node.

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

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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 order	Author	Role	Distinct papers	Unique collaborators	Weighted degree	Active span
1	Yumna Mansour	Focal	1	5	5.0	Unavailable
2	H. Ajonbadi	Direct collaborator	1	5	5.0	Unavailable
3	Kounouz Daher	Direct collaborator	1	5	5.0	Unavailable
4	M. Owolewa	Direct collaborator	1	5	5.0	Unavailable
5	O. Adekoya	Direct collaborator	1	5	5.0	Unavailable
6	Somaya Mahmoud	Direct collaborator	1	5	5.0	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 pair	Shared papers	Full weight	Fractional weight
M. Owolewa — Kounouz Daher	1	1	0.2
M. Owolewa — H. Ajonbadi	1	1	0.2
M. Owolewa — Yumna Mansour	1	1	0.2
M. Owolewa — Somaya Mahmoud	1	1	0.2
M. Owolewa — O. Adekoya	1	1	0.2
Kounouz Daher — H. Ajonbadi	1	1	0.2
Kounouz Daher — Yumna Mansour	1	1	0.2
Kounouz Daher — Somaya Mahmoud	1	1	0.2
Kounouz Daher — O. Adekoya	1	1	0.2
H. Ajonbadi — Yumna Mansour	1	1	0.2
H. Ajonbadi — Somaya Mahmoud	1	1	0.2
H. Ajonbadi — O. Adekoya	1	1	0.2
Yumna Mansour — Somaya Mahmoud	1	1	0.2
Yumna Mansour — O. Adekoya	1	1	0.2
Somaya Mahmoud — O. Adekoya	1	1	0.2

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.