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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.

David Koll's displayed neighborhood

7 of 7 direct collaborators shown.

View profile
1Distinct papers
7Unique collaborators
7.0Full weighted degree
Active span
8Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for David Koll 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. David Koll Alina Song Elmer Li Florence Jaumotte Giovanni Melina Jaden Kim Longji Li
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 David Koll Focal 1 7 7.0 Unavailable
2 Alina Song Direct collaborator 1 7 7.0 Unavailable
3 Elmer Li Direct collaborator 1 7 7.0 Unavailable
4 Florence Jaumotte Direct collaborator 1 7 7.0 Unavailable
5 Giovanni Melina Direct collaborator 1 7 7.0 Unavailable
6 Jaden Kim Direct collaborator 1 7 7.0 Unavailable
7 Longji Li Direct collaborator 1 7 7.0 Unavailable
8 Marina Mendes Tavares Direct collaborator 1 7 7.0 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
David Koll — Marina Mendes Tavares110.143
David Koll — Florence Jaumotte110.143
David Koll — Giovanni Melina110.143
David Koll — Alina Song110.143
David Koll — Jaden Kim110.143
David Koll — Elmer Li110.143
David Koll — Longji Li110.143
Marina Mendes Tavares — Florence Jaumotte110.143
Marina Mendes Tavares — Giovanni Melina110.143
Marina Mendes Tavares — Alina Song110.143
Marina Mendes Tavares — Jaden Kim110.143
Marina Mendes Tavares — Elmer Li110.143
Marina Mendes Tavares — Longji Li110.143
Florence Jaumotte — Giovanni Melina110.143
Florence Jaumotte — Alina Song110.143
Florence Jaumotte — Jaden Kim110.143
Florence Jaumotte — Elmer Li110.143
Florence Jaumotte — Longji Li110.143
Giovanni Melina — Alina Song110.143
Giovanni Melina — Jaden Kim110.143
Giovanni Melina — Elmer Li110.143
Giovanni Melina — Longji Li110.143
Alina Song — Jaden Kim110.143
Alina Song — Elmer Li110.143
Alina Song — Longji Li110.143
Jaden Kim — Elmer Li110.143
Jaden Kim — Longji Li110.143
Elmer Li — Longji Li110.143

Graph construction and limits

Each distinct paper contributes an undirected pair for every two eligible identities in its deduplicated latest OpenAlex 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.