Co-authorship neighborhood
S. Taimela's displayed neighborhood
5 of 5 direct collaborators shown.
Scroll the diagram horizontally to inspect every displayed node.
Ordered author table
Scroll the table horizontally to see every column.
| Display order | Author | Role | Distinct papers | Unique collaborators | Weighted degree | Active span |
|---|---|---|---|---|---|---|
| 1 | S. Taimela | Focal | 1 | 5 | 5.0 | 2026 |
| 2 | A. Väänänen | Direct collaborator | 1 | 5 | 5.0 | 2026 |
| 3 | I. Kivimäki | Direct collaborator | 1 | 5 | 5.0 | 2026 |
| 4 | O. Haavisto | Direct collaborator | 1 | 5 | 5.0 | 2026 |
| 5 | P. Varje | Direct collaborator | 1 | 5 | 5.0 | 2026 |
| 6 | T. Kalliomäki-Levanto | Direct collaborator | 1 | 5 | 5.0 | 2026 |
Displayed collaboration table
Scroll the table horizontally to see every column.
| Author pair | Shared papers | Full weight | Fractional weight |
|---|---|---|---|
| A. Väänänen — T. Kalliomäki-Levanto | 1 | 1 | 0.2 |
| A. Väänänen — O. Haavisto | 1 | 1 | 0.2 |
| A. Väänänen — P. Varje | 1 | 1 | 0.2 |
| A. Väänänen — I. Kivimäki | 1 | 1 | 0.2 |
| A. Väänänen — S. Taimela | 1 | 1 | 0.2 |
| T. Kalliomäki-Levanto — O. Haavisto | 1 | 1 | 0.2 |
| T. Kalliomäki-Levanto — P. Varje | 1 | 1 | 0.2 |
| T. Kalliomäki-Levanto — I. Kivimäki | 1 | 1 | 0.2 |
| T. Kalliomäki-Levanto — S. Taimela | 1 | 1 | 0.2 |
| O. Haavisto — P. Varje | 1 | 1 | 0.2 |
| O. Haavisto — I. Kivimäki | 1 | 1 | 0.2 |
| O. Haavisto — S. Taimela | 1 | 1 | 0.2 |
| P. Varje — I. Kivimäki | 1 | 1 | 0.2 |
| P. Varje — S. Taimela | 1 | 1 | 0.2 |
| I. Kivimäki — S. Taimela | 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.