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RAGMap prototype — proposal support

1. Query

microscopy machine learning

Generated: 2026-06-01 17:31:05 UTC

2. Transparent synonym expansion

Warning: Synonym expansion is transparent keyword expansion from data/search_synonyms.yaml, not semantic reasoning. Synonym matches do not prove collaboration, resource use, or expertise.

Original query: microscopy machine learning

Original terms (length > 2): microscopy, machine, learning

Activated synonym concepts: imaging, fabrication, data_ai_computing

Expanded terms used (synonym only): 3d printing, ai, analytics, artificial intelligence, build projects, cnc, computer vision, data science, database, electron microscopy, fabrication, high performance computing, image analysis, imaging, laser cutting, machine shop, makerspace, medical imaging, microscope, optical imaging, prototyping, software, visualization, x-ray imaging

Scoring note: Exact phrase from the original query scores highest; individual query keywords score high; synonym terms score lower; graph-connected entity bonuses are small (+2 direct neighbor, +1 affiliation) and listed separately. Synonym matches never create graph edges.

3. Analysis date

2026-06-01

4. Filters used

  • Transparent keyword matching (not semantic / LLM search)
  • Synonym expansion: enabled from data/search_synonyms.yaml (3 concept(s) activated; synonym hits score lower than exact query matches)
  • include_in_graph=true edges used for small graph expansion bonuses only (not synonym-driven)
  • Topical edges: excluded
  • Graph expansion: direct (+2) + 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
  • Synonym matches are not evidence of collaboration or resource use

5. Top matching resources

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

  • Type: resource
  • Score: 21
  • Matched query terms: machine
  • Matched synonym terms: 3d printing, cnc, fabrication, laser cutting, machine shop, makerspace, prototyping
  • Why matched:
  • synonym phrase '3d printing' [fabrication] in resource page (+2, weaker than query match)
  • synonym phrase 'laser cutting' [fabrication] in resource page (+2, weaker than query match)
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'cnc' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'makerspace' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CDM/CDM-001.md: - Owner Unit: Jarvis College of Computing and Digital Media

CDM-011 — VIDA / MedIX / IMP Labs

  • Type: resource
  • Score: 19
  • Matched query terms: microscopy
  • Matched synonym terms: analytics, imaging, medical imaging, microscope, visualization
  • Why matched:
  • synonym phrase 'medical imaging' [imaging] in resource page (+2, weaker than query match)
  • query keyword 'microscopy' in resource page (+3)
  • synonym 'analytics' [data_ai_computing] in resource page (+2, weaker than query match)
  • synonym 'imaging' [imaging] in resource page (+2, weaker than query match)
  • synonym 'microscope' [imaging] in resource page (+2, weaker than query match)
  • synonym 'visualization' [imaging] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to GRA-026 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to GRA-028 (+2; not synonym evidence)
  • Graph connections:
  • GRA-026 via grant–resource (+2)
  • GRA-028 via grant–resource (+2)
  • GRA-029 via grant–resource (+2)
  • Evidence:
  • From resources/CDM/CDM-011.md: - Owner Unit: Jarvis College of Computing and Digital Media

CSH-001 — Chemistry Core Instrumentation & Machine Shop

  • Type: resource
  • Score: 18
  • Matched query terms: machine
  • Matched synonym terms: fabrication, machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in name (+5, weaker than query match)
  • query keyword 'machine' in name (+5)
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • PER-099 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/CSH/CSH-001.md: - Owner Unit: College of Science and Health

CDM-004 — CyberLabs

  • Type: resource
  • Score: 13
  • Matched query terms: machine
  • Matched synonym terms: 3d printing, ai, laser cutting, prototyping, software
  • Why matched:
  • synonym phrase '3d printing' [fabrication] in resource page (+2, weaker than query match)
  • synonym phrase 'laser cutting' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'ai' [data_ai_computing] in resource page (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'software' [data_ai_computing] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CDM/CDM-004.md: - Owner Unit: Jarvis College of Computing and Digital Media

UNI-003 — SPARK Center

  • Type: resource
  • Score: 13
  • Matched query terms: learning
  • Matched synonym terms: ai, data science, visualization
  • Why matched:
  • synonym phrase 'data science' [data_ai_computing] in resource page (+2, weaker than query match)
  • query keyword 'learning' in resource page (+3)
  • synonym 'ai' [data_ai_computing] in resource page (+2, weaker than query match)
  • synonym 'visualization' [imaging] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to OUT-008 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to OUT-010 (+2; not synonym evidence)
  • Graph connections:
  • OUT-008 via output–resource (+2)
  • OUT-010 via output–resource (+2)
  • Evidence:
  • From resources/UNI/UNI-003.md: - Owner Unit: University-level innovation/partnership function

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

  • Type: resource
  • Score: 12
  • Matched query terms: learning
  • Matched synonym terms: fabrication
  • Why matched:
  • query keyword 'learning' in name (+5)
  • query keyword 'learning' in resource page (+3)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-025 (+2; not synonym evidence)
  • 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

ART-001 — Art School Facilities

  • Type: resource
  • Score: 9
  • Matched query terms: machine
  • Matched synonym terms: fabrication, imaging, machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'imaging' [imaging] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/ART/ART-001.md: - Owner Unit: College of Liberal Arts and Social Sciences

CSH-005 — Physics & Astrophysics Laboratories

  • Type: resource
  • Score: 9
  • Matched query terms: machine
  • Matched synonym terms: image analysis, machine shop, prototyping
  • Why matched:
  • synonym phrase 'image analysis' [imaging] in resource page (+2, weaker than query match)
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CSH/CSH-005.md: - Owner Unit: College of Science and Health

CSH-007 — Physics Laser Timing & FPGA Laboratories

  • Type: resource
  • Score: 9
  • Matched query terms: machine
  • Matched synonym terms: machine shop, prototyping, software
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'software' [data_ai_computing] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CSH/CSH-007.md: - Owner Unit: College of Science and Health

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

  • Type: resource
  • Score: 9
  • Matched query terms: machine
  • Matched synonym terms: fabrication, imaging, machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'imaging' [imaging] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/EXT/EXT-003.md: - Owner Unit: External partner organization

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

  • Type: resource
  • Score: 9
  • Matched query terms: learning
  • Matched synonym terms: prototyping
  • Why matched:
  • query keyword 'learning' in resource page (+3)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-078 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-079 (+2; not synonym evidence)
  • 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

CDM-015 — Computing Academic Programs (Robotics, CSE, Physical Computing)

  • Type: resource
  • Score: 8
  • Matched query terms: —
  • Matched synonym terms: 3d printing, fabrication, laser cutting, prototyping
  • Why matched:
  • synonym phrase '3d printing' [fabrication] in resource page (+2, weaker than query match)
  • synonym phrase 'laser cutting' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CDM/CDM-015.md: - Owner Unit: Jarvis College of Computing and Digital Media

CSH-004 — Biological Sciences Research Infrastructure

  • Type: resource
  • Score: 8
  • Matched query terms: microscopy
  • Matched synonym terms: imaging, microscope
  • Why matched:
  • query keyword 'microscopy' in resource page (+3)
  • synonym 'imaging' [imaging] in resource page (+2, weaker than query match)
  • synonym 'microscope' [imaging] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • PER-099 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/CSH/CSH-004.md: - Owner Unit: College of Science and Health

EXT-009 — Sinai Urban Health Institute — Sinai Chicago

  • Type: resource
  • Score: 8
  • Matched query terms: learning, machine
  • Matched synonym terms: data science
  • Why matched:
  • synonym phrase 'data science' [data_ai_computing] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • query keyword 'learning' in resource page (+3)
  • Evidence:
  • From resources/EXT/EXT-009.md: - Owner Unit: External partner organization

ART-003 — Printmaking & Sculpture Studios

  • Type: resource
  • Score: 7
  • Matched query terms: machine
  • Matched synonym terms: fabrication, machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'machine' in resource page (+3)
  • synonym 'fabrication' [fabrication] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/ART/ART-003.md: - Owner Unit: College of Liberal Arts and Social Sciences

6. Relevant people

PER-027 — Bamshad Mobasher

  • Type: person
  • Score: 17
  • Matched query terms: learning, machine
  • Matched synonym terms: ai
  • Confidence: high
  • Why matched:
  • query keyword 'machine' in person fields (+5)
  • query keyword 'learning' in person fields (+5)
  • synonym 'ai' [data_ai_computing] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to UNI-005 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-017 (+2; not synonym evidence)
  • Graph connections:
  • UNI-005 via person–resource (direct, director) (+2)
  • PUB-017 via person–publication (+2)

PER-023 — LeAnne Wagner

  • Type: person
  • Score: 11
  • Matched query terms: —
  • Matched synonym terms: visualization
  • Confidence: high
  • Why matched:
  • synonym 'visualization' [imaging] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to UNI-003 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to UNI-007 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to GRA-028 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to OUT-010 (+2; not synonym evidence)
  • Graph connections:
  • UNI-003 via person–resource (direct, director) (+2)
  • UNI-007 via person–resource (direct, director) (+2)
  • GRA-028 via person–grant (PI) (+2)
  • OUT-010 via person–output (+2)

PER-052 — Jacob Furst

  • Type: person
  • Score: 9
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in person fields (+5)
  • graph-connected entity bonus: linked to GRA-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-026 (+2; not synonym evidence)
  • Graph connections:
  • GRA-016 via person–grant (PI) (+2)
  • PUB-026 via person–publication (+2)

PER-099 — Margaret Bell

  • Type: person
  • Score: 9
  • Matched query terms: microscopy
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'microscopy' in person fields (+5)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-012 (+2; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-004 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-012 via person–resource (direct, faculty_lead) (+2)

PER-074 — Caitlin E. Karver

  • Type: person
  • Score: 9
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-002 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-003 (+2; not synonym evidence)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-017 (+2; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (direct, director) (+2)
  • CSH-002 via person–resource (direct, director) (+2)
  • CSH-003 via person–resource (direct, director) (+2)
  • CSH-016 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-017 via person–resource (direct, faculty_lead) (+2)

PER-015 — Daniela Raicu

  • Type: person
  • Score: 8
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CDM-011 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to GRA-026 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to GRA-029 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-004 (+2; not synonym evidence)
  • Graph connections:
  • CDM-011 via person–resource (direct, director) (+2)
  • GRA-026 via person–grant (PI) (+2)
  • GRA-029 via person–grant (PI) (+2)
  • PUB-004 via person–publication (+2)

PER-025 — Howard Rosing

  • Type: person
  • Score: 7
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'learning' in person fields (+5)
  • graph-connected entity bonus: linked to UNI-004 (+2; not synonym evidence)
  • Graph connections:
  • UNI-004 via person–resource (direct, director) (+2)

PER-032 — Eric Landahl

  • Type: person
  • Score: 7
  • Matched query terms: —
  • Matched synonym terms: makerspace
  • Confidence: high
  • Why matched:
  • synonym 'makerspace' [fabrication] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-007 (+2; not synonym evidence)
  • Graph connections:
  • CDM-001 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-005 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-007 via person–resource (direct, faculty_lead) (+2)

PER-055 — Julia Lippert

  • Type: person
  • Score: 7
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in person fields (+5)
  • graph-connected entity bonus: linked to GRA-018 (+2; not synonym evidence)
  • Graph connections:
  • GRA-018 via person–grant (PI) (+2)

PER-058 — Kathryn Ibata-Arens

  • Type: person
  • Score: 7
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in person fields (+5)
  • graph-connected entity bonus: linked to GRA-021 (+2; not synonym evidence)
  • Graph connections:
  • GRA-021 via person–grant (PI) (+2)

PER-078 — Lisa Gibbons

  • Type: person
  • Score: 7
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'learning' in person fields (+5)
  • graph-connected entity bonus: linked to UNI-006 (+2; not synonym evidence)
  • Graph connections:
  • UNI-006 via person–resource (direct, director) (+2)

PER-079 — Kevin Lyon

  • Type: person
  • Score: 7
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'learning' in person fields (+5)
  • graph-connected entity bonus: linked to UNI-006 (+2; not synonym evidence)
  • Graph connections:
  • UNI-006 via person–resource (direct, contact_person) (+2)

PER-013 — Isuru Godage

  • Type: person
  • Score: 6
  • Matched query terms: —
  • Matched synonym terms: ai
  • Confidence: high
  • Why matched:
  • synonym 'ai' [data_ai_computing] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: linked to CDM-015 (+2; not synonym evidence)
  • Graph connections:
  • CDM-004 via person–resource (affiliation, affiliated_faculty) (+1)
  • CDM-015 via person–resource (direct, faculty_lead) (+2)

PER-034 — M.A. Papanek-Miller

  • Type: person
  • Score: 6
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to ART-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to ART-003 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to ART-005 (+2; not synonym evidence)
  • Graph connections:
  • ART-001 via person–resource (direct, director) (+2)
  • ART-003 via person–resource (direct, director) (+2)
  • ART-005 via person–resource (direct, director) (+2)

PER-066 — Raffaella Settimi-Woods

  • Type: person
  • Score: 6
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CDM-015 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CDM-021 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-025 (+2; not synonym evidence)
  • Graph connections:
  • CDM-015 via person–resource (direct, director) (+2)
  • CDM-021 via person–resource (direct, director) (+2)
  • PUB-025 via person–publication (+2)

7. Relevant grants

GRA-028 — Housing Strategies project (housing portfolio analytics)

  • Type: grant
  • Score: 15
  • Matched query terms: —
  • Matched synonym terms: analytics, visualization
  • Confidence: medium
  • Why matched:
  • synonym 'analytics' [data_ai_computing] in title (+3, weaker than query match)
  • synonym 'analytics' [data_ai_computing] in topics (+3, weaker than query match)
  • synonym 'visualization' [imaging] in topics (+3, weaker than query match)
  • synonym 'analytics' [data_ai_computing] in grant fields (+2, weaker than query match)
  • synonym 'visualization' [imaging] in grant fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-011 (+2; not synonym evidence)
  • Graph connections:
  • CDM-011 via grant–resource (+2)

GRA-029 — AI in Biomedical Discovery and Healthcare (NIH STRONG BRIDGE collaborative program)

  • Type: grant
  • Score: 12
  • Matched query terms: —
  • Matched synonym terms: ai, artificial intelligence
  • Confidence: medium
  • Why matched:
  • synonym 'ai' [data_ai_computing] in title (+3, weaker than query match)
  • synonym 'ai' [data_ai_computing] in topics (+3, weaker than query match)
  • synonym phrase 'artificial intelligence' [data_ai_computing] in grant fields (+2, weaker than query match)
  • synonym 'ai' [data_ai_computing] in grant fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-011 (+2; not synonym evidence)
  • Graph connections:
  • CDM-011 via grant–resource (+2)

GRA-016 — Federated Learning

  • Type: grant
  • Score: 10
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in title (+5)
  • query keyword 'learning' in grant fields (+3)
  • graph-connected entity bonus: linked to PER-052 (+2; not synonym evidence)
  • Graph connections:
  • PER-052 via person–grant (PI) (+2)

GRA-018 — Environmental Justice Service Learning Course Development

  • Type: grant
  • Score: 10
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in title (+5)
  • query keyword 'learning' in grant fields (+3)
  • graph-connected entity bonus: linked to PER-055 (+2; not synonym evidence)
  • 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 query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in title (+5)
  • query keyword 'learning' in grant fields (+3)
  • graph-connected entity bonus: linked to PER-058 (+2; not synonym evidence)
  • Graph connections:
  • PER-058 via person–grant (PI) (+2)

GRA-026 — Steans Family Foundation-funded project (VIDA)

  • Type: grant
  • Score: 7
  • Matched query terms: —
  • Matched synonym terms: visualization
  • Confidence: medium
  • Why matched:
  • synonym 'visualization' [imaging] in topics (+3, weaker than query match)
  • synonym 'visualization' [imaging] in grant fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-011 (+2; not synonym evidence)
  • Graph connections:
  • CDM-011 via grant–resource (+2)

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

  • Type: grant
  • Score: 5
  • Matched query terms: learning
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'learning' in grant fields (+3)
  • graph-connected entity bonus: linked to PER-059 (+2; not synonym evidence)
  • Graph connections:
  • PER-059 via person–grant (PI) (+2)

GRA-033 — URC Paid Leave (Fall 2021)

  • Type: grant
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-016 (+2; not synonym evidence)
  • Graph connections:
  • CSH-016 via grant–resource (+2)

GRA-025 — Proteomic Analysis of a Covalent Caspase-1 Inhibitor

  • Type: grant
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-017 (+2; not synonym evidence)
  • Graph connections:
  • CSH-017 via grant–resource (+2)

GRA-030 — Inflammatory caspase activity assay optimization (URC)

  • Type: grant
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-018 (+2; not synonym evidence)
  • Graph connections:
  • CSH-018 via grant–resource (+2)

GRA-031 — Guayas River saltwater intrusion and endemic fish diversity (URC)

  • Type: grant
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-019 (+2; not synonym evidence)
  • Graph connections:
  • CSH-019 via grant–resource (+2)

GRA-032 — Round goby invasive species genomics — Chicago Lake Michigan (URC)

  • Type: grant
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-019 (+2; not synonym evidence)
  • Graph connections:
  • CSH-019 via grant–resource (+2)

8. Relevant publications

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

  • Type: publication
  • Score: 19
  • Matched query terms: learning, machine
  • Matched synonym terms: ai
  • Confidence: high
  • Why matched:
  • query keyword 'learning' in title (+5)
  • query keyword 'machine' in topics (+5)
  • query keyword 'learning' in topics (+5)
  • synonym 'ai' [data_ai_computing] in relevance (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-027 (+2; not synonym evidence)
  • Graph connections:
  • PER-027 via person–publication (+2)

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

  • Type: publication
  • Score: 15
  • Matched query terms: learning
  • Matched synonym terms: imaging
  • Confidence: high
  • Why matched:
  • query keyword 'learning' in title (+5)
  • query keyword 'learning' in topics (+5)
  • synonym 'imaging' [imaging] in topics (+3, weaker than query match)
  • synonym 'imaging' [imaging] in relevance (+2, weaker than query match)

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

  • Type: publication
  • Score: 15
  • Matched query terms: learning, machine
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'machine' in topics (+5)
  • query keyword 'learning' in topics (+5)
  • query keyword 'learning' in relevance (+3)
  • graph-connected entity bonus: linked to PER-052 (+2; not synonym evidence)
  • Graph connections:
  • PER-052 via person–publication (+2)

PUB-025 — Automated Classification of Non-Functional Requirements

  • Type: publication
  • Score: 13
  • Matched query terms: learning, machine
  • Matched synonym terms: software
  • Confidence: high
  • Why matched:
  • query keyword 'machine' in topics (+5)
  • query keyword 'learning' in topics (+5)
  • synonym 'software' [data_ai_computing] in topics (+3, weaker than query match)

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

  • Type: publication
  • Score: 10
  • Matched query terms: —
  • Matched synonym terms: ai, imaging, medical imaging
  • Confidence: high
  • Why matched:
  • synonym 'ai' [data_ai_computing] in title (+3, weaker than query match)
  • synonym 'imaging' [imaging] in topics (+3, weaker than query match)
  • synonym phrase 'medical imaging' [imaging] in relevance (+2, weaker than query match)
  • synonym 'imaging' [imaging] in relevance (+2, weaker than query match)

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

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

PUB-008 — Microglial responses to inflammatory challenge in adult rats altered by developmental exposure to po

  • Type: publication
  • Score: 5
  • Matched query terms: microscopy
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'microscopy' in relevance (+3)
  • graph-connected entity bonus: linked to PER-099 (+2; not synonym evidence)
  • Graph connections:
  • PER-099 via person–publication (+2)

PUB-005 — Demystifying the local: Considerations for higher education engagement with community food systems

  • Type: publication
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: analytics
  • Confidence: high
  • Why matched:
  • synonym 'analytics' [data_ai_computing] in relevance (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-025 (+2; not synonym evidence)
  • Graph connections:
  • PER-025 via person–publication (+2)

PUB-013 — PUB-013

  • Type: publication
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CSH-017 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-018 (+2; not synonym evidence)
  • Graph connections:
  • CSH-017 via publication–resource (+2)
  • CSH-018 via publication–resource (+2)

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

  • Type: publication
  • Score: 3
  • Matched query terms: —
  • Matched synonym terms: imaging
  • Confidence: high
  • Why matched:
  • synonym 'imaging' [imaging] in topics (+3, weaker than query match)

PUB-023 — On the Grounds of Solutionism: Ontologies of Blackness and HCI

  • Type: publication
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: ai
  • Confidence: high
  • Why matched:
  • synonym 'ai' [data_ai_computing] in relevance (+2, weaker than query match)

PUB-028 — Motivators and Barriers to COVID-19 Vaccination in Young Adults Living in the USA

  • Type: publication
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: visualization
  • Confidence: medium
  • Why matched:
  • synonym 'visualization' [imaging] in relevance (+2, weaker than query match)

PUB-002 — PUB-002

  • Type: publication
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to EXT-003 (+2; not synonym evidence)
  • Graph connections:
  • EXT-003 via publication–resource (+2)

PUB-010 — PUB-010

  • Type: publication
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to EXT-003 (+2; not synonym evidence)
  • Graph connections:
  • EXT-003 via publication–resource (+2)

9. Relevant outputs

OUT-010 — Steans Family Foundation Housing Strategies Analytics

  • Type: output
  • Score: 9
  • Matched query terms: —
  • Matched synonym terms: analytics, visualization
  • Confidence: high
  • Why matched:
  • synonym 'analytics' [data_ai_computing] in title (+3, weaker than query match)
  • synonym 'analytics' [data_ai_computing] in output fields (+2, weaker than query match)
  • synonym 'visualization' [imaging] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to UNI-003 (+2; not synonym evidence)
  • Graph connections:
  • UNI-003 via output–resource (+2)

OUT-008 — The Plant Digital Twin Visualization

  • Type: output
  • Score: 7
  • Matched query terms: —
  • Matched synonym terms: visualization
  • Confidence: high
  • Why matched:
  • synonym 'visualization' [imaging] in title (+3, weaker than query match)
  • synonym 'visualization' [imaging] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to UNI-003 (+2; not synonym evidence)
  • Graph connections:
  • UNI-003 via output–resource (+2)

OUT-009 — Beyond the Loan: Community Banks, Small Business Owners and Human Resilience

  • Type: output
  • Score: 6
  • Matched query terms: —
  • Matched synonym terms: analytics, visualization
  • Confidence: high
  • Why matched:
  • synonym 'analytics' [data_ai_computing] in output fields (+2, weaker than query match)
  • synonym 'visualization' [imaging] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to UNI-003 (+2; not synonym evidence)
  • Graph connections:
  • UNI-003 via output–resource (+2)

OUT-014 — Thotcon Interactive Conference Badges (1,700 units)

  • Type: output
  • Score: 6
  • Matched query terms: —
  • Matched synonym terms: fabrication, makerspace
  • Confidence: high
  • Why matched:
  • synonym 'fabrication' [fabrication] in output fields (+2, weaker than query match)
  • synonym 'makerspace' [fabrication] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-001 (+2; not synonym evidence)
  • Graph connections:
  • CDM-001 via output–resource (+2)

OUT-013 — 0xEAE Boost Guitar Pedal Platform

  • Type: output
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: makerspace, prototyping
  • Confidence: high
  • Why matched:
  • synonym 'makerspace' [fabrication] in output fields (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in output fields (+2, weaker than query match)

OUT-015 — DePaul Center Interactive Laser Game

  • Type: output
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: prototyping
  • Confidence: high
  • Why matched:
  • synonym 'prototyping' [fabrication] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-001 (+2; not synonym evidence)
  • Graph connections:
  • CDM-001 via output–resource (+2)

OUT-016 — Museum of Science and Industry Interactive Robotic Flower Memorial

  • Type: output
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: ai
  • Confidence: high
  • Why matched:
  • synonym 'ai' [data_ai_computing] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-001 (+2; not synonym evidence)
  • Graph connections:
  • CDM-001 via output–resource (+2)

OUT-011 — HexLab Game Design Educational Games (itch.io portfolio)

  • Type: output
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: software
  • Confidence: high
  • Why matched:
  • synonym 'software' [data_ai_computing] in output fields (+2, weaker than query match)

10. Relevant courses / equipment

Courses

CSE 201 — CSE 201

  • Type: course
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: fabrication, makerspace
  • Why matched:
  • synonym 'fabrication' [fabrication] in rationale (+2, weaker than query match)
  • synonym 'makerspace' [fabrication] in rationale (+2, weaker than query match)
  • linked to CDM-001
  • Graph connections:
  • course → CDM-001

11. Evidence snippets

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

12. 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).
  • No embedding model or semantic similarity (synonyms are hand-curated keywords only).

13. 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.

14. Human-review cautions

  • Do not treat affiliation edges as collaboration.
  • Do not claim facility use from authorship alone.
  • Do not treat synonym matches as collaboration or resource use.
  • 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.
  • Edit data/search_synonyms.yaml to tune expansion; over-broad groups can add noise.