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Closeness Centrality/Evidence
Method evidence record

Closeness Centrality

Closeness centrality measures how quickly a node can reach all others in a network by computing the inverse of its average shortest-path distance to every other node. First described by Bavelas (1950) and formally unified by Freeman (1979), it identifies nodes that can spread information or resources efficiently across the entire graph — not merely nodes with many direct contacts.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Closeness Centrality (Bavelas-Freeman Shortest-Path Measure)
Taxonomic method record · ml-model / network-analysis
  • Freeman, L. C. (1979). Centrality in social networks: Conceptual clarification. Social Networks, 1(3), 215–239. · DOI 10.1016/0378-8733(78)90021-7
  • Bavelas, A. (1950). Communication patterns in task-oriented groups. Journal of the Acoustical Society of America, 22(6), 725–730. · DOI 10.1121/1.1906679
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Curated claims

Claims persisted in the evidence ledger, each with its own assessment.

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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Taxonomic bucketBetweenness Centralitymachine-suggested · Relational suggestion, not evidence.Taxonomic bucketDegree Centralitymachine-suggested · Relational suggestion, not evidence.Taxonomic bucketEigenvector Centralitymachine-suggested · Relational suggestion, not evidence.Taxonomic bucketNetwork Diffusion Analysismachine-suggested · Relational suggestion, not evidence.Same method familyPageRankmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSocial Network Analysismachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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