Co-authorship neighborhood
Sheeba Zafar's displayed neighborhood
6 of 6 direct collaborators shown.
Scroll the diagram horizontally to inspect every displayed node.
Ordered author table
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| Display order | Author | Role | Distinct papers | Unique collaborators | Weighted degree | Active span |
|---|---|---|---|---|---|---|
| 1 | Sheeba Zafar | Focal | 2 | 6 | 6.0 | 2026 |
| 2 | Habab Khattak | Direct collaborator | 1 | 3 | 3.0 | 2026 |
| 3 | Ibad Ullah | Direct collaborator | 1 | 3 | 3.0 | 2026 |
| 4 | Khan Sher Khan | Direct collaborator | 1 | 3 | 3.0 | 2026 |
| 5 | Safia Begum | Direct collaborator | 1 | 3 | 3.0 | Unavailable |
| 6 | Sara Shahid | Direct collaborator | 1 | 3 | 3.0 | Unavailable |
| 7 | Sidra Shahzadi | Direct collaborator | 1 | 3 | 3.0 | Unavailable |
Displayed collaboration table
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| Author pair | Shared papers | Full weight | Fractional weight |
|---|---|---|---|
| Sidra Shahzadi — Sheeba Zafar | 1 | 1 | 0.333 |
| Sidra Shahzadi — Safia Begum | 1 | 1 | 0.333 |
| Sidra Shahzadi — Sara Shahid | 1 | 1 | 0.333 |
| Khan Sher Khan — Sheeba Zafar | 1 | 1 | 0.333 |
| Khan Sher Khan — Habab Khattak | 1 | 1 | 0.333 |
| Khan Sher Khan — Ibad Ullah | 1 | 1 | 0.333 |
| Sheeba Zafar — Habab Khattak | 1 | 1 | 0.333 |
| Sheeba Zafar — Ibad Ullah | 1 | 1 | 0.333 |
| Sheeba Zafar — Safia Begum | 1 | 1 | 0.333 |
| Sheeba Zafar — Sara Shahid | 1 | 1 | 0.333 |
| Habab Khattak — Ibad Ullah | 1 | 1 | 0.333 |
| Safia Begum — Sara Shahid | 1 | 1 | 0.333 |
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.