profile-metrics

namespace	aiwg
platforms	["all"]
name	profile-metrics
description	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`.
commandHint	{"argumentHint":"[--papers] [--out PATH]","allowedTools":"Read, Bash","model":"haiku","category":"research-analytics","modelRole":"efficiency","modelTier":"economy"}

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