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RAGMap prototype answer

Question: Which resources are the strongest technical hubs after excluding administrative, topical, and weak affiliation-only edges?

Generated: 2026-05-31 17:05:38 UTC

Pipeline: python3 scripts/ragmap_answer_prototype.py

Graph filters used

  • include_in_graph=true only
  • Exclude UNI-001 from hub and bridge rankings
  • Exclude evidence_level ∈ {topical, administrative, excluded, affiliation} from technical counts
  • Person–resource hub/bridge counts use direct edges only (affiliation is not collaboration)
  • Person–grant edges are not treated as facility use
  • Person–publication / person–output edges are not facility use unless a publication–resource or output–resource link exists

Answer summary

Ranked 70 resources with at least one technical graph edge (direct person links + non-topical grant/publication/output links). UNI-001 is excluded from ranking.

Top hub: CDM-016 (DePaul Cinespace Studios) — technical degree 10 (5 direct person, 0 grant, 0 publication, 5 output).

Supporting entities (top 15)

Resource Name Direct person Grant Publication Output Total
CDM-016 DePaul Cinespace Studios 5 0 0 5 10
TTS-003 Theatre Technology & Design Programs 7 0 0 0 7
TTS-001 Scene, Prop & Costume Shops 6 0 0 0 6
CDM-011 VIDA / MedIX / IMP Labs 2 3 0 0 5
CDM-001 Idea Realization Lab (IRL Loop/IRL2) 1 0 0 3 4
TTS-002 Theatre Performance Venues (Watts/Healy) 4 0 0 0 4
UNI-003 SPARK Center 1 0 0 3 4
CSH-017 Karver Laboratory 1 1 1 0 3
CSH-018 Southern Laboratory 1 1 1 0 3
CSH-019 Aguirre Laboratory 1 2 0 0 3
EXT-001 mHUB Chicago 3 0 0 0 3
EXT-003 Advanced Photon Source (APS) — Argonne National La 1 0 2 0 3
CDM-003 Jarvis Student Center for Innovation & Collaborati 2 0 0 0 2
CDM-015 Computing Academic Programs (Robotics, CSE, Physic 2 0 0 0 2
CDM-018 Cinespace Camera Vault 2 0 0 0 2

PRL-118 — PER-067 → CDM-016

  • Evidence text: Joe Lyons / Director of Cinespace / jlyons18@cdm.depaul.edu
  • Source URL: https://scaproduction.depaul.edu/cinespace/cinespace-staff

PRL-119 — PER-068 → CDM-016

  • Evidence text: Karina Teismann / Manager of Stage Operations / karina.teismann@depaul.edu
  • Source URL: https://scaproduction.depaul.edu/cinespace/cinespace-staff

PRL-183 — PER-105 → CDM-016

  • Evidence text: J.A. Hardy / Associate Director of Cinespace / jhardy14@depaul.edu
  • Source URL: https://scaproduction.depaul.edu/cinespace/cinespace-staff

Limitations

  • Affiliation-only person links are excluded from degree (they inflate CyberLabs-style hubs).
  • Collaborator edges labeled topical are excluded even when include_in_graph=true (see topical-edge-audit).
  • Grant PI status at UNI-001 is not counted.

Warnings (weak / excluded evidence)

  • 59 graph-included person–resource edges have evidence_level=affiliation (not counted here).
  • Compare with local-graph-analysis-report.md for full weak-edge audit.

Suggested follow-up data

  • Course and equipment nodes in graph exports (phase 2) for teaching/inventory hubs.
  • More publication–resource and grant–resource links with facility narratives.