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RAGMap prototype — proposal support

1. Query

imaging machine learning

Generated: 2026-05-31 17:10:05 UTC

2. Analysis date

2026-05-31

3. Filters used

  • Transparent keyword matching (not semantic / LLM search)
  • include_in_graph=true edges used for graph expansion bonuses
  • Topical edges: excluded
  • Graph expansion: direct + affiliation (+1), no topical/admin/excluded
  • UNI-001 deprioritized in resource rankings (administrative hub)
  • Affiliation does not imply collaboration; publication authorship alone is not facility use

4. Top matching resources

UNI-004 — Steans Center for Community-Based Service Learning

  • Type: resource
  • Score: 10
  • Matched terms: learning
  • Why matched:
  • keyword 'learning' in name (+5)
  • keyword 'learning' in resource page (+3)
  • graph: connected to PER-025 (+2)
  • Graph connections:
  • PER-025 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/UNI/UNI-004.md: - Owner Unit: Division of Community and Government Relations

CSH-001 — Chemistry Core Instrumentation & Machine Shop

  • Type: resource
  • Score: 8
  • Matched terms: machine
  • Why matched:
  • keyword 'machine' in name (+5)
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/CSH/CSH-001.md: - Owner Unit: College of Science and Health

UNI-006 — Instructional Game & Innovation (DIGI) Lab

  • Type: resource
  • Score: 7
  • Matched terms: learning
  • Why matched:
  • keyword 'learning' in resource page (+3)
  • graph: connected to PER-078 (+2)
  • graph: connected to PER-079 (+2)
  • Graph connections:
  • PER-078 via person–resource (direct, director) (+2)
  • PER-079 via person–resource (direct, contact_person) (+2)
  • Evidence:
  • From resources/UNI/UNI-006.md: - Owner Unit: Center for Teaching and Learning

ART-001 — Art School Facilities

  • Type: resource
  • Score: 6
  • Matched terms: imaging, machine
  • Why matched:
  • keyword 'imaging' in resource page (+3)
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/ART/ART-001.md: - Owner Unit: College of Liberal Arts and Social Sciences

EXT-003 — Advanced Photon Source (APS) — Argonne National Laboratory

  • Type: resource
  • Score: 6
  • Matched terms: imaging, machine
  • Why matched:
  • keyword 'imaging' in resource page (+3)
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/EXT/EXT-003.md: - Owner Unit: External partner organization

EXT-009 — Sinai Urban Health Institute — Sinai Chicago

  • Type: resource
  • Score: 6
  • Matched terms: learning, machine
  • Why matched:
  • keyword 'machine' in resource page (+3)
  • keyword 'learning' in resource page (+3)
  • Evidence:
  • From resources/EXT/EXT-009.md: - Owner Unit: External partner organization

UNI-012 — Center for Community Health Equity (CCHE)

  • Type: resource
  • Score: 6
  • Matched terms: imaging, learning
  • Why matched:
  • keyword 'imaging' in resource page (+3)
  • keyword 'learning' in resource page (+3)
  • Evidence:
  • From resources/UNI/UNI-012.md: - Owner Unit: Shared ownership (DePaul + Rush University)

UNI-009 — Community Service Studies Minor

  • Type: resource
  • Score: 5
  • Matched terms: learning
  • Why matched:
  • keyword 'learning' in resource page (+3)
  • graph: connected to PER-025 (+2)
  • Graph connections:
  • PER-025 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/UNI/UNI-009.md: - Owner Unit: College of Liberal Arts and Social Sciences

ART-002 — Art School Student Resources

  • Type: resource
  • Score: 3
  • Matched terms: imaging
  • Why matched:
  • keyword 'imaging' in resource page (+3)
  • Evidence:
  • From resources/ART/ART-002.md: - Owner Unit: College of Liberal Arts and Social Sciences

ART-003 — Printmaking & Sculpture Studios

  • Type: resource
  • Score: 3
  • Matched terms: machine
  • Why matched:
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/ART/ART-003.md: - Owner Unit: College of Liberal Arts and Social Sciences

ART-005 — Art, Media & Design (BA/BFA)

  • Type: resource
  • Score: 3
  • Matched terms: learning
  • Why matched:
  • keyword 'learning' in resource page (+3)
  • Evidence:
  • From resources/ART/ART-005.md: - Owner Unit: College of Liberal Arts and Social Sciences

CDM-001 — Idea Realization Lab (IRL Loop/IRL2)

  • Type: resource
  • Score: 3
  • Matched terms: machine
  • Why matched:
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/CDM/CDM-001.md: - Owner Unit: Jarvis College of Computing and Digital Media

CDM-002 — Print Lab

  • Type: resource
  • Score: 3
  • Matched terms: machine
  • Why matched:
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/CDM/CDM-002.md: - Owner Unit: Jarvis College of Computing and Digital Media

CDM-004 — CyberLabs

  • Type: resource
  • Score: 3
  • Matched terms: machine
  • Why matched:
  • keyword 'machine' in resource page (+3)
  • Evidence:
  • From resources/CDM/CDM-004.md: - Owner Unit: Jarvis College of Computing and Digital Media

CDM-011 — VIDA / MedIX / IMP Labs

  • Type: resource
  • Score: 3
  • Matched terms: imaging
  • Why matched:
  • keyword 'imaging' in resource page (+3)
  • Evidence:
  • From resources/CDM/CDM-011.md: - Owner Unit: Jarvis College of Computing and Digital Media

5. Relevant people

PER-027 — Bamshad Mobasher

  • Type: person
  • Score: 12
  • Matched terms: learning, machine
  • Confidence: high
  • Why matched:
  • keyword 'machine' in name (+5)
  • keyword 'learning' in name (+5)
  • graph: connected to PUB-017 (+2)
  • Graph connections:
  • PUB-017 via person–publication (+2)

PER-052 — Jacob Furst

  • Type: person
  • Score: 9
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in name (+5)
  • graph: connected to GRA-016 (+2)
  • graph: connected to PUB-026 (+2)
  • Graph connections:
  • GRA-016 via person–grant (PI) (+2)
  • PUB-026 via person–publication (+2)

PER-025 — Howard Rosing

  • Type: person
  • Score: 7
  • Matched terms: learning
  • Confidence: high
  • Why matched:
  • keyword 'learning' in name (+5)
  • graph: connected to UNI-004 (+2)
  • Graph connections:
  • UNI-004 via person–resource (direct, director) (+2)

PER-055 — Julia Lippert

  • Type: person
  • Score: 7
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in name (+5)
  • graph: connected to GRA-018 (+2)
  • Graph connections:
  • GRA-018 via person–grant (PI) (+2)

PER-058 — Kathryn Ibata-Arens

  • Type: person
  • Score: 7
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in name (+5)
  • graph: connected to GRA-021 (+2)
  • Graph connections:
  • GRA-021 via person–grant (PI) (+2)

PER-059 — Peter Hastings

  • Type: person
  • Score: 5
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in name (+5)

PER-078 — Lisa Gibbons

  • Type: person
  • Score: 5
  • Matched terms: learning
  • Confidence: high
  • Why matched:
  • keyword 'learning' in name (+5)

PER-079 — Kevin Lyon

  • Type: person
  • Score: 5
  • Matched terms: learning
  • Confidence: high
  • Why matched:
  • keyword 'learning' in name (+5)

PER-034 — M.A. Papanek-Miller

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to ART-001 (+2)
  • Graph connections:
  • ART-001 via person–resource (direct, director) (+2)

PER-074 — Caitlin E. Karver

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to CSH-001 (+2)
  • Graph connections:
  • CSH-001 via person–resource (direct, director) (+2)

PER-090 — Laurent C. Chapon

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to EXT-003 (+2)
  • Graph connections:
  • EXT-003 via person–resource (direct, director) (+2)

PER-094 — Helen Margellos-Anast

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to EXT-009 (+2)
  • Graph connections:
  • EXT-009 via person–resource (direct, director) (+2)

PER-029 — Maria Joy Ferrera

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to UNI-012 (+2)
  • Graph connections:
  • UNI-012 via person–resource (direct, director) (+2)

PER-015 — Daniela Raicu

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to PUB-004 (+2)
  • Graph connections:
  • PUB-004 via person–publication (+2)

PER-016 — Thiru Ramaraj

  • Type: person
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to PUB-019 (+2)
  • Graph connections:
  • PUB-019 via person–publication (+2)

6. Relevant grants

GRA-016 — Federated Learning

  • Type: grant
  • Score: 10
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in title (+5)
  • keyword 'learning' in grant fields (+3)
  • graph: connected to PER-052 (+2)
  • Graph connections:
  • PER-052 via person–grant (PI) (+2)

GRA-018 — Environmental Justice Service Learning Course Development

  • Type: grant
  • Score: 10
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in title (+5)
  • keyword 'learning' in grant fields (+3)
  • graph: connected to PER-055 (+2)
  • Graph connections:
  • PER-055 via person–grant (PI) (+2)

GRA-021 — New experiential learning course Silk Road Migrations: Peoples Across Space and Time

  • Type: grant
  • Score: 10
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in title (+5)
  • keyword 'learning' in grant fields (+3)
  • graph: connected to PER-058 (+2)
  • Graph connections:
  • PER-058 via person–grant (PI) (+2)

GRA-022 — Reducing Foreign Language Anxiety with an Emotionally Intelligent Tutoring System

  • Type: grant
  • Score: 5
  • Matched terms: learning
  • Confidence: medium
  • Why matched:
  • keyword 'learning' in grant fields (+3)
  • graph: connected to PER-059 (+2)
  • Graph connections:
  • PER-059 via person–grant (PI) (+2)

7. Relevant publications

PUB-019 — Optimizing Computer-Aided Diagnosis with Cost-Aware Deep Learning Models

  • Type: publication
  • Score: 18
  • Matched terms: imaging, learning
  • Confidence: high
  • Why matched:
  • keyword 'learning' in title (+5)
  • keyword 'imaging' in topics (+5)
  • keyword 'learning' in topics (+5)
  • keyword 'imaging' in relevance (+3)

PUB-017 — Controlling Popularity Bias in Learning-to-Rank Recommendation

  • Type: publication
  • Score: 17
  • Matched terms: learning, machine
  • Confidence: high
  • Why matched:
  • keyword 'learning' in title (+5)
  • keyword 'machine' in topics (+5)
  • keyword 'learning' in topics (+5)
  • graph: connected to PER-027 (+2)
  • Graph connections:
  • PER-027 via person–publication (+2)

PUB-026 — DiiS: A Biomedical Data Access Framework for Aiding Data Driven Research Supporting FAIR Principles

  • Type: publication
  • Score: 15
  • Matched terms: learning, machine
  • Confidence: high
  • Why matched:
  • keyword 'machine' in topics (+5)
  • keyword 'learning' in topics (+5)
  • keyword 'learning' in relevance (+3)
  • graph: connected to PER-052 (+2)
  • Graph connections:
  • PER-052 via person–publication (+2)

PUB-025 — Automated Classification of Non-Functional Requirements

  • Type: publication
  • Score: 10
  • Matched terms: learning, machine
  • Confidence: high
  • Why matched:
  • keyword 'machine' in topics (+5)
  • keyword 'learning' in topics (+5)

PUB-031 — Digital Health Meets APIE: Advancing Recreational Therapy through Ecological Momentary Assessment an

  • Type: publication
  • Score: 10
  • Matched terms: learning, machine
  • Confidence: high
  • Why matched:
  • keyword 'machine' in topics (+5)
  • keyword 'learning' in topics (+5)

PUB-004 — Harnessing Generative AI for Lung Nodule Spiculation Characterization

  • Type: publication
  • Score: 8
  • Matched terms: imaging
  • Confidence: high
  • Why matched:
  • keyword 'imaging' in topics (+5)
  • keyword 'imaging' in relevance (+3)

PUB-020 — COVID-19 vs. Influenza: A Chest X-ray Comparison

  • Type: publication
  • Score: 5
  • Matched terms: imaging
  • Confidence: high
  • Why matched:
  • keyword 'imaging' in topics (+5)

PUB-002 — PUB-002

  • Type: publication
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to EXT-003 (+2)
  • Graph connections:
  • EXT-003 via publication–resource (+2)

PUB-010 — PUB-010

  • Type: publication
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to EXT-003 (+2)
  • Graph connections:
  • EXT-003 via publication–resource (+2)

PUB-005 — PUB-005

  • Type: publication
  • Score: 2
  • Matched terms: —
  • Why matched:
  • graph: connected to PER-025 (+2)
  • Graph connections:
  • PER-025 via person–publication (+2)

8. Relevant outputs

9. Relevant courses / equipment

No separate course hits; check resource sections for equipment matches.

10. Evidence snippets

See per-entity sections above (YAML evidence_text, resource Markdown, course rationales). URLs are not fetched.

11. What is missing from the current data

  • Full-text grant abstracts and ORS purchasing fields are not in the public repo.
  • Many publications lack publication–resource edges (facility use not proven).
  • Course catalog not fully linked to facilities (only documented links in YAML).
  • Keyword search does not cover synonym expansion or semantic similarity.

12. What ORS or purchasing data could improve the answer

See internal-data-wishlist.md: award amounts, equipment purchases tied to resource IDs, PI history, and facility keywords from proposals.

13. Human-review cautions

  • Do not treat affiliation edges as collaboration.
  • Do not claim facility use from authorship alone.
  • Topical collaborator edges are excluded unless --include-topical was passed.
  • UNI-001 is administrative; prefer specific lab/center resource IDs.
  • Low scores may reflect missing keywords in notes, not absence of capability.