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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.

Nipon Ketjoy's displayed neighborhood

5 of 5 direct collaborators shown.

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

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Nipon Ketjoy 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. Nipon Ketjoy Chakkrit Termritthikun Malinee Kaewpanha Tawat Suriwong Wisut Chamsa-ard Yirga Belay Muna
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 Nipon Ketjoy Focal 1 5 5.0 Unavailable
2 Chakkrit Termritthikun Direct collaborator 1 5 5.0 Unavailable
3 Malinee Kaewpanha Direct collaborator 1 5 5.0 Unavailable
4 Tawat Suriwong Direct collaborator 1 5 5.0 Unavailable
5 Wisut Chamsa-ard Direct collaborator 1 5 5.0 Unavailable
6 Yirga Belay Muna Direct collaborator 1 5 5.0 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
Tawat Suriwong — Malinee Kaewpanha110.2
Tawat Suriwong — Yirga Belay Muna110.2
Tawat Suriwong — Chakkrit Termritthikun110.2
Tawat Suriwong — Nipon Ketjoy110.2
Tawat Suriwong — Wisut Chamsa-ard110.2
Malinee Kaewpanha — Yirga Belay Muna110.2
Malinee Kaewpanha — Chakkrit Termritthikun110.2
Malinee Kaewpanha — Nipon Ketjoy110.2
Malinee Kaewpanha — Wisut Chamsa-ard110.2
Yirga Belay Muna — Chakkrit Termritthikun110.2
Yirga Belay Muna — Nipon Ketjoy110.2
Yirga Belay Muna — Wisut Chamsa-ard110.2
Chakkrit Termritthikun — Nipon Ketjoy110.2
Chakkrit Termritthikun — Wisut Chamsa-ard110.2
Nipon Ketjoy — Wisut Chamsa-ard110.2

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.