// 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`.
Build the bipartite funder↔paper analytics — per-funder paper/A-grade/mean-grade rollup, mean CD-index + novelty bias, and co-funding clusters. Runs via `aiwg corpus funder-network`.
Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.
Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.
Scaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.
Report research-corpus discovery curators (PROF-S) ranked by yield (return-to score = inducted-ref-count × avg GRADE), with revisit-cadence staleness and a discovery-orphan check. Runs via `aiwg corpus curator-status`.
Record the source-tracking `discovery` block on a research-corpus citation sidecar — where/how a paper was found (surface, via, curator). Runs via `aiwg corpus discovery-log`.
| 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":"sonnet","category":"research-analytics"} |
Corpus-local bibliometric + social-network metrics over the co-author and citation graphs (NetworkX-equivalent, no graph library).
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.
/profile-metrics