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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.

Chiara Grosso's displayed neighborhood

5 of 5 direct collaborators shown.

View profile
1Distinct papers
5Unique collaborators
5.0Full weighted degree
2026Active span
6Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Chiara Grosso 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. Chiara Grosso Beatrice Becchi Cecilia Trusiani I. D’Adamo Massimo Gastaldi Simone Di Leo
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 Chiara Grosso Focal 1 5 5.0 2026
2 Beatrice Becchi Direct collaborator 1 5 5.0 2026
3 Cecilia Trusiani Direct collaborator 1 5 5.0 2026
4 I. D’Adamo Direct collaborator 1 5 5.0 2026
5 Massimo Gastaldi Direct collaborator 1 5 5.0 2026
6 Simone Di Leo Direct collaborator 1 5 5.0 2026

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
Beatrice Becchi — Chiara Grosso110.2
Beatrice Becchi — Massimo Gastaldi110.2
Beatrice Becchi — Cecilia Trusiani110.2
Beatrice Becchi — Simone Di Leo110.2
Beatrice Becchi — I. D’Adamo110.2
Chiara Grosso — Massimo Gastaldi110.2
Chiara Grosso — Cecilia Trusiani110.2
Chiara Grosso — Simone Di Leo110.2
Chiara Grosso — I. D’Adamo110.2
Massimo Gastaldi — Cecilia Trusiani110.2
Massimo Gastaldi — Simone Di Leo110.2
Massimo Gastaldi — I. D’Adamo110.2
Cecilia Trusiani — Simone Di Leo110.2
Cecilia Trusiani — I. D’Adamo110.2
Simone Di Leo — I. D’Adamo110.2

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.