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profile-metrics

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Compute corpus-local influence/centrality metrics — per-paper CD-index + PageRank, and per-PROF-P h-index / mean-CD / mean-PageRank / betweenness / eigenvector + influence grade. Runs via `aiwg corpus profile-metrics`.

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Source SKILL.md: https://github.com/jmagly/aiwg/blob/HEAD/agentic/code/frameworks/research-complete/skills/profile-metrics/SKILL.md

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Profile Metrics

Corpus-local bibliometric + social-network metrics over the co-author and citation graphs (NetworkX-equivalent, no graph library).

How to run

aiwg corpus profile-metrics                 # per-PROF-P table to stdout
aiwg corpus profile-metrics --papers        # per-paper CD-index + PageRank
aiwg corpus profile-metrics --out indices/metrics.md

Per person (PROF-P): h-index (Hirsch), mean CD-index (Wu-Wang-Evans disruption), mean PageRank, betweenness + eigenvector centrality on the co-author graph, and an influence grade (h≥3→A, ≥2→B, ≥1→C, else D). Per paper (--papers): CD-index + PageRank.

CD-index is null for papers with < 3 in-corpus citers (low confidence). The node2vec embedding metrics are an opt-in add-on (needs-infrastructure), not computed here.

Triggers

  • "compute influence metrics"
  • "h-index / PageRank / disruption for the corpus"
  • /profile-metrics

References

  • @$AIWG_ROOT/src/artifacts/corpus-tools/profile-metrics.ts · corpus-graph.ts — implementation
  • profile-temporal / profile-communities skills