Co-authorship neighborhood
F. R. Azmi's displayed neighborhood
4 of 4 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 | F. R. Azmi | Focal | 1 | 4 | 4.0 | 2026 |
| 2 | Abdurrahman Faris Indriya Himawan | Direct collaborator | 1 | 4 | 4.0 | 2026 |
| 3 | M. Yaakob | Direct collaborator | 1 | 4 | 4.0 | 2026 |
| 4 | Mohd Guzairy Abd Ghani | Direct collaborator | 1 | 4 | 4.0 | 2026 |
| 5 | Wan Hasrulnizzam WAN MAHMOOD | Direct collaborator | 1 | 4 | 4.0 | 2026 |
Displayed collaboration table
Scroll the table horizontally to see every column.
| Author pair | Shared papers | Full weight | Fractional weight |
|---|---|---|---|
| Wan Hasrulnizzam WAN MAHMOOD — Abdurrahman Faris Indriya Himawan | 1 | 1 | 0.25 |
| Wan Hasrulnizzam WAN MAHMOOD — F. R. Azmi | 1 | 1 | 0.25 |
| Wan Hasrulnizzam WAN MAHMOOD — Mohd Guzairy Abd Ghani | 1 | 1 | 0.25 |
| Wan Hasrulnizzam WAN MAHMOOD — M. Yaakob | 1 | 1 | 0.25 |
| Abdurrahman Faris Indriya Himawan — F. R. Azmi | 1 | 1 | 0.25 |
| Abdurrahman Faris Indriya Himawan — Mohd Guzairy Abd Ghani | 1 | 1 | 0.25 |
| Abdurrahman Faris Indriya Himawan — M. Yaakob | 1 | 1 | 0.25 |
| F. R. Azmi — Mohd Guzairy Abd Ghani | 1 | 1 | 0.25 |
| F. R. Azmi — M. Yaakob | 1 | 1 | 0.25 |
| Mohd Guzairy Abd Ghani — M. Yaakob | 1 | 1 | 0.25 |
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.