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RAGMap prototype — proposal support

1. Query

student electronics fabrication

Generated: 2026-06-01 17:31:04 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: student electronics fabrication

Original terms (length > 2): student, electronics, fabrication

Activated synonym concepts: electronics_instrumentation, fabrication

Expanded terms used (synonym only): 3d printing, build projects, circuits, cnc, data acquisition, fpga, instrumentation, laser cutting, machine shop, makerspace, microcontroller, pcb, prototyping, sensors, signal processing, soldering

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 (2 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: 34
  • Matched query terms: electronics, fabrication, student
  • Matched synonym terms: 3d printing, cnc, laser cutting, machine shop, makerspace, prototyping, soldering
  • 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 'student' in resource page (+3)
  • query keyword 'electronics' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • synonym 'cnc' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'makerspace' [fabrication] in resource page (+2, weaker than query match)
  • Graph connections:
  • PER-032 via person–resource (affiliation, affiliated_faculty) (+1)
  • OUT-014 via output–resource (+2)
  • OUT-015 via output–resource (+2)
  • Evidence:
  • From resources/CDM/CDM-001.md: - Owner Unit: Jarvis College of Computing and Digital Media

CSH-007 — Physics Laser Timing & FPGA Laboratories

  • Type: resource
  • Score: 20
  • Matched query terms: electronics
  • Matched synonym terms: fpga, instrumentation, machine shop, prototyping, signal processing, soldering
  • Why matched:
  • synonym 'fpga' [electronics_instrumentation] in name (+3, weaker than query match)
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • synonym phrase 'signal processing' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • query keyword 'electronics' in resource page (+3)
  • synonym 'fpga' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'soldering' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • Graph connections:
  • PER-032 via person–resource (direct, faculty_lead) (+2)
  • Evidence:
  • From resources/CSH/CSH-007.md: - Owner Unit: College of Science and Health

CSH-001 — Chemistry Core Instrumentation & Machine Shop

  • Type: resource
  • Score: 18
  • Matched query terms: fabrication, student
  • Matched synonym terms: instrumentation, machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in name (+5, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in name (+3, weaker than query match)
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'student' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • synonym 'instrumentation' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CSH/CSH-001.md: - Owner Unit: College of Science and Health

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

  • Type: resource
  • Score: 15
  • Matched query terms: electronics, fabrication, student
  • Matched synonym terms: 3d printing, 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)
  • query keyword 'student' in resource page (+3)
  • query keyword 'electronics' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • 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-005 — Physics & Astrophysics Laboratories

  • Type: resource
  • Score: 14
  • Matched query terms: electronics
  • Matched synonym terms: fpga, instrumentation, machine shop, prototyping, soldering
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'electronics' in resource page (+3)
  • synonym 'fpga' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'soldering' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • PER-032 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/CSH/CSH-005.md: - Owner Unit: College of Science and Health

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

  • Type: resource
  • Score: 14
  • Matched query terms: fabrication, student
  • Matched synonym terms: fpga, instrumentation, machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'student' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • synonym 'fpga' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PUB-002 (+2; not synonym evidence)
  • Graph connections:
  • PUB-002 via publication–resource (+2)
  • Evidence:
  • From resources/EXT/EXT-003.md: - Owner Unit: External partner organization

CDM-005 — RoME Lab (Robotics & Medical Engineering)

  • Type: resource
  • Score: 13
  • Matched query terms: electronics
  • Matched synonym terms: 3d printing, instrumentation, prototyping, sensors, soldering
  • Why matched:
  • synonym phrase '3d printing' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'electronics' in resource page (+3)
  • synonym 'instrumentation' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'sensors' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'soldering' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CDM/CDM-005.md: - Owner Unit: Jarvis College of Computing and Digital Media

CDM-003 — Jarvis Student Center for Innovation & Collaboration

  • Type: resource
  • Score: 12
  • Matched query terms: student
  • Matched synonym terms: —
  • Why matched:
  • query keyword 'student' in name (+5)
  • query keyword 'student' in resource page (+3)
  • graph-connected entity bonus: linked to PER-062 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-063 (+2; not synonym evidence)
  • Graph connections:
  • PER-062 via person–resource (direct, director) (+2)
  • PER-063 via person–resource (direct, manager) (+2)
  • Evidence:
  • From resources/CDM/CDM-003.md: - Owner Unit: Jarvis College of Computing and Digital Media

CSH-006 — Electronics Minor

  • Type: resource
  • Score: 12
  • Matched query terms: electronics
  • Matched synonym terms: circuits, instrumentation
  • Why matched:
  • query keyword 'electronics' in name (+5)
  • query keyword 'electronics' in resource page (+3)
  • synonym 'circuits' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CSH/CSH-006.md: - Owner Unit: College of Science and Health

CDM-004 — CyberLabs

  • Type: resource
  • Score: 11
  • Matched query terms: electronics
  • Matched synonym terms: 3d printing, laser cutting, prototyping, soldering
  • 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 'electronics' in resource page (+3)
  • synonym 'prototyping' [fabrication] in resource page (+2, weaker than query match)
  • synonym 'soldering' [electronics_instrumentation] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CDM/CDM-004.md: - Owner Unit: Jarvis College of Computing and Digital Media

ART-001 — Art School Facilities

  • Type: resource
  • Score: 10
  • Matched query terms: fabrication, student
  • Matched synonym terms: machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'student' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • graph-connected entity bonus: linked to PER-034 (+2; not synonym evidence)
  • Graph connections:
  • PER-034 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/ART/ART-001.md: - Owner Unit: College of Liberal Arts and Social Sciences

ART-002 — Art School Student Resources

  • Type: resource
  • Score: 10
  • Matched query terms: student
  • Matched synonym terms: —
  • Why matched:
  • query keyword 'student' in name (+5)
  • query keyword 'student' in resource page (+3)
  • graph-connected entity bonus: linked to PER-034 (+2; not synonym evidence)
  • Graph connections:
  • PER-034 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/ART/ART-002.md: - Owner Unit: College of Liberal Arts and Social Sciences

ART-003 — Printmaking & Sculpture Studios

  • Type: resource
  • Score: 10
  • Matched query terms: fabrication, student
  • Matched synonym terms: machine shop
  • Why matched:
  • synonym phrase 'machine shop' [fabrication] in resource page (+2, weaker than query match)
  • query keyword 'student' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • graph-connected entity bonus: linked to PER-034 (+2; not synonym evidence)
  • Graph connections:
  • PER-034 via person–resource (direct, director) (+2)
  • 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: 8
  • Matched query terms: fabrication, student
  • Matched synonym terms: —
  • Why matched:
  • query keyword 'student' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • graph-connected entity bonus: linked to PER-034 (+2; not synonym evidence)
  • Graph connections:
  • PER-034 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/ART/ART-005.md: - Owner Unit: College of Liberal Arts and Social Sciences

TTS-001 — Scene, Prop & Costume Shops

  • Type: resource
  • Score: 8
  • Matched query terms: fabrication, student
  • Matched synonym terms: makerspace
  • Why matched:
  • query keyword 'student' in resource page (+3)
  • query keyword 'fabrication' in resource page (+3)
  • synonym 'makerspace' [fabrication] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/TTS/TTS-001.md: - Owner Unit: The Theatre School

6. Relevant people

PER-032 — Eric Landahl

  • Type: person
  • Score: 16
  • Matched query terms: —
  • Matched synonym terms: fpga, makerspace
  • Confidence: high
  • Why matched:
  • synonym 'fpga' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • 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-connected entity bonus: linked to PUB-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-002 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-003 (+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)
  • PUB-001 via person–publication (+2)
  • PUB-002 via person–publication (+2)

PER-034 — M.A. Papanek-Miller

  • Type: person
  • Score: 13
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'student' in person fields (+5)
  • graph-connected entity bonus: linked to ART-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to ART-002 (+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-002 via person–resource (direct, director) (+2)
  • ART-003 via person–resource (direct, director) (+2)
  • ART-005 via person–resource (direct, director) (+2)

PER-097 — Mark J. Potosnak

  • Type: person
  • Score: 12
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] 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 CSH-011 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-006 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PUB-007 (+2; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-011 via person–resource (direct, faculty_lead) (+2)
  • PUB-001 via person–publication (+2)
  • PUB-006 via person–publication (+2)
  • PUB-007 via person–publication (+2)

PER-031 — Jesús Pando

  • Type: person
  • Score: 9
  • Matched query terms: —
  • Matched synonym terms: fpga
  • Confidence: high
  • Why matched:
  • synonym 'fpga' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CSH-005 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-006 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CSH-007 (+2; not synonym evidence)
  • Graph connections:
  • CSH-005 via person–resource (direct, director) (+2)
  • CSH-006 via person–resource (direct, director) (+2)
  • CSH-007 via person–resource (direct, director) (+2)

PER-062 — Joshua Tsui

  • Type: person
  • Score: 7
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in person fields (+5)
  • graph-connected entity bonus: linked to CDM-003 (+2; not synonym evidence)
  • Graph connections:
  • CDM-003 via person–resource (direct, director) (+2)

PER-063 — Caleigh Stephens

  • Type: person
  • Score: 7
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in person fields (+5)
  • graph-connected entity bonus: linked to CDM-003 (+2; not synonym evidence)
  • Graph connections:
  • CDM-003 via person–resource (direct, manager) (+2)

PER-098 — Bernhard Beck-Winchatz

  • Type: person
  • Score: 7
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] 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 PUB-006 (+2; not synonym evidence)
  • Graph connections:
  • CSH-005 via person–resource (affiliation, affiliated_faculty) (+1)
  • CSH-011 via person–resource (affiliation, affiliated_faculty) (+1)
  • PUB-006 via person–publication (+2)

PER-101 — Nathan Matteson

  • Type: person
  • Score: 6
  • 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: linked to OUT-013 (+2; not synonym evidence)
  • Graph connections:
  • CDM-001 via person–resource (affiliation, affiliated_faculty) (+1)
  • OUT-013 via person–output (+2)

PER-074 — Caitlin E. Karver

  • Type: person
  • Score: 5
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CSH-001 (+2; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (direct, director) (+2)

PER-013 — Isuru Godage

  • Type: person
  • Score: 5
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: linked to CDM-005 (+2; 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-005 via person–resource (direct, director) (+2)
  • CDM-015 via person–resource (direct, faculty_lead) (+2)

PER-100 — Kyle A. Grice

  • Type: person
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (affiliation, affiliated_faculty) (+1)

PER-102 — Chung Liang

  • Type: person
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: prototyping
  • Confidence: high
  • Why matched:
  • synonym 'prototyping' [fabrication] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • CDM-001 via person–resource (affiliation, affiliated_faculty) (+1)

PER-104 — Justin J. Maresh

  • Type: person
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (affiliation, affiliated_faculty) (+1)

PER-111 — Carey Southern

  • Type: person
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (affiliation, affiliated_faculty) (+1)

PER-117 — Richard F. Niedziela

  • Type: person
  • Score: 4
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • CSH-001 via person–resource (affiliation, affiliated_faculty) (+1)

7. Relevant grants

GRA-007 — Funds to Purchase Viola Bows

  • Type: grant
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'student' in grant fields (+3)

GRA-011 — Integrating course-based undergraduate research experiences (CURE) into the Biology curriculum

  • Type: grant
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'student' in grant fields (+3)

8. Relevant publications

PUB-001 — Monitoring Particulate Matter with Wearable Sensors and the Influence on Student Environmental Attit

  • Type: publication
  • Score: 15
  • Matched query terms: student
  • Matched synonym terms: sensors
  • Confidence: high
  • Why matched:
  • query keyword 'student' in title (+5)
  • synonym 'sensors' [electronics_instrumentation] in title (+3, weaker than query match)
  • synonym 'sensors' [electronics_instrumentation] in topics (+3, weaker than query match)
  • synonym 'sensors' [electronics_instrumentation] in relevance (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-032 (+2; not synonym evidence)
  • Graph connections:
  • PER-032 via person–publication (+2)

PUB-006 — Effectiveness of a high-altitude balloon project compared to conventional environmental science labo

  • Type: publication
  • Score: 10
  • Matched query terms: student
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • query keyword 'student' in title (+5)
  • synonym 'instrumentation' [electronics_instrumentation] in topics (+3, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in relevance (+2, weaker than query match)

PUB-002 — X-ray characterization of a multichannel smart-pixel array detector

  • Type: publication
  • Score: 9
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in topics (+3, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in relevance (+2, weaker than query match)
  • graph-connected entity bonus: linked to EXT-003 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-032 (+2; not synonym evidence)
  • Graph connections:
  • EXT-003 via publication–resource (+2)
  • PER-032 via person–publication (+2)

PUB-003 — Demonstration of a time-resolved x-ray scattering instrument utilizing the full-repetition rate of x

  • Type: publication
  • Score: 7
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in topics (+3, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in relevance (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-032 (+2; not synonym evidence)
  • Graph connections:
  • PER-032 via person–publication (+2)

PUB-007 — A portable, low-cost relaxed eddy accumulation (REA) system for quantifying ecosystem-level fluxes o

  • Type: publication
  • Score: 5
  • Matched query terms: —
  • Matched synonym terms: instrumentation
  • Confidence: high
  • Why matched:
  • synonym 'instrumentation' [electronics_instrumentation] in topics (+3, weaker than query match)
  • synonym 'instrumentation' [electronics_instrumentation] in relevance (+2, weaker than query match)

PUB-009 — Methane Generation from CO2 with a Molecular Rhenium Catalyst

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

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

  • Type: output
  • Score: 10
  • Matched query terms: fabrication, student
  • Matched synonym terms: makerspace
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)
  • query keyword 'fabrication' in output fields (+3)
  • 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: 7
  • Matched query terms: electronics
  • Matched synonym terms: makerspace, prototyping
  • Confidence: high
  • Why matched:
  • query keyword 'electronics' in output fields (+3)
  • 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: 7
  • Matched query terms: electronics
  • Matched synonym terms: prototyping
  • Confidence: high
  • Why matched:
  • query keyword 'electronics' in output fields (+3)
  • 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-006 — Insert Coin: Inside Midway's Arcade Revolution

  • Type: output
  • Score: 5
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)
  • graph-connected entity bonus: linked to PER-062 (+2; not synonym evidence)
  • Graph connections:
  • PER-062 via person–output (+2)

OUT-001 — The Lagoon

  • Type: output
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)

OUT-002 — Inferno

  • Type: output
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)

OUT-003 — Bernadette

  • Type: output
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)

OUT-004 — The Tensile Strength of Air

  • Type: output
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)

OUT-005 — Oh Baby!

  • Type: output
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)

OUT-017 — Dumpy: Going Elephants

  • Type: output
  • Score: 3
  • Matched query terms: student
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'student' in output fields (+3)

OUT-016 — OUT-016

  • Type: output
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CDM-001 (+2; not synonym evidence)
  • Graph connections:
  • CDM-001 via output–resource (+2)

OUT-011 — OUT-011

  • Type: output
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to CDM-022 (+2; not synonym evidence)
  • Graph connections:
  • CDM-022 via output–resource (+2)

OUT-007 — OUT-007

  • Type: output
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: —
  • Why matched:
  • graph-connected entity bonus: linked to PER-062 (+2; not synonym evidence)
  • Graph connections:
  • PER-062 via person–output (+2)

10. Relevant courses / equipment

Courses

CSE 201 — CSE 201

  • Type: course
  • Score: 6
  • Matched query terms: fabrication
  • Matched synonym terms: makerspace
  • Why matched:
  • query keyword 'fabrication' in rationale (+4)
  • 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.