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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.

V. Phan's displayed neighborhood

10 of 10 direct collaborators shown.

View profile
1Distinct papers
10Unique collaborators
10.0Full weighted degree
2026Active span
11Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for V. Phan 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. V. Phan Associates Elizabeth Sottung Lieberthal Jawand Singh Llc M. University MDSight
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 V. Phan Focal 1 10 10.0 2026
2 Associates Direct collaborator 1 10 10.0 2026
3 Elizabeth Sottung Lieberthal Direct collaborator 1 10 10.0 2026
4 Jawand Singh Direct collaborator 1 10 10.0 2026
5 Llc Direct collaborator 1 10 10.0 2026
6 M. University Direct collaborator 1 10 10.0 2026
7 MDSight Direct collaborator 1 10 10.0 2026
8 R. Lieberthal Direct collaborator 1 10 10.0 2026
9 Richard Tran Direct collaborator 1 10 10.0 2026
10 Thomas Jefferson University Direct collaborator 1 10 10.0 2026
11 William Direct collaborator 1 10 10.0 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
Llc — Richard Tran110.1
Llc — V. Phan110.1
Llc — Jawand Singh110.1
Llc — R. Lieberthal110.1
Llc — MDSight110.1
Llc — Associates110.1
Llc — Elizabeth Sottung Lieberthal110.1
Llc — M. University110.1
Llc — William110.1
Llc — Thomas Jefferson University110.1
Richard Tran — V. Phan110.1
Richard Tran — Jawand Singh110.1
Richard Tran — R. Lieberthal110.1
Richard Tran — MDSight110.1
Richard Tran — Associates110.1
Richard Tran — Elizabeth Sottung Lieberthal110.1
Richard Tran — M. University110.1
Richard Tran — William110.1
Richard Tran — Thomas Jefferson University110.1
V. Phan — Jawand Singh110.1
V. Phan — R. Lieberthal110.1
V. Phan — MDSight110.1
V. Phan — Associates110.1
V. Phan — Elizabeth Sottung Lieberthal110.1
V. Phan — M. University110.1
V. Phan — William110.1
V. Phan — Thomas Jefferson University110.1
Jawand Singh — R. Lieberthal110.1
Jawand Singh — MDSight110.1
Jawand Singh — Associates110.1
Jawand Singh — Elizabeth Sottung Lieberthal110.1
Jawand Singh — M. University110.1
Jawand Singh — William110.1
Jawand Singh — Thomas Jefferson University110.1
R. Lieberthal — MDSight110.1
R. Lieberthal — Associates110.1
R. Lieberthal — Elizabeth Sottung Lieberthal110.1
R. Lieberthal — M. University110.1
R. Lieberthal — William110.1
R. Lieberthal — Thomas Jefferson University110.1
MDSight — Associates110.1
MDSight — Elizabeth Sottung Lieberthal110.1
MDSight — M. University110.1
MDSight — William110.1
MDSight — Thomas Jefferson University110.1
Associates — Elizabeth Sottung Lieberthal110.1
Associates — M. University110.1
Associates — William110.1
Associates — Thomas Jefferson University110.1
Elizabeth Sottung Lieberthal — M. University110.1
Elizabeth Sottung Lieberthal — William110.1
Elizabeth Sottung Lieberthal — Thomas Jefferson University110.1
M. University — William110.1
M. University — Thomas Jefferson University110.1
William — Thomas Jefferson University110.1

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.