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RAGMap prototype — proposal support

1. Query

film production technology

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: film production technology

Original terms (length > 2): film, production, technology

Activated synonym concepts: film_media_production

Expanded terms used (synonym only): camera, cinema, editing, lighting, media production, post production, sound stage, video

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 (1 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-016 — DePaul Cinespace Studios

  • Type: resource
  • Score: 34
  • Matched query terms: film, production
  • Matched synonym terms: camera, cinema, editing, sound stage, video
  • Why matched:
  • synonym phrase 'sound stage' [film_media_production] in resource page (+2, weaker than query match)
  • query keyword 'film' in resource page (+3)
  • query keyword 'production' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'cinema' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'editing' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'video' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • PER-040 via person–resource (affiliation, affiliated_faculty) (+1)
  • PER-072 via person–resource (affiliation, affiliated_faculty) (+1)
  • PER-106 via person–resource (direct, manager) (+2)
  • PER-107 via person–resource (direct, faculty_lead) (+2)
  • PER-108 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/CDM/CDM-016.md: - Owner Unit: Jarvis College of Computing and Digital Media

UNI-011 — DePaul University Library — Media & Technology Access

  • Type: resource
  • Score: 23
  • Matched query terms: film, technology
  • Matched synonym terms: camera, cinema, lighting, video
  • Why matched:
  • query keyword 'technology' in name (+5)
  • query keyword 'film' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'cinema' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'video' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-081 (+2; not synonym evidence)
  • Graph connections:
  • PER-081 via person–resource (direct, director) (+2)
  • PER-082 via person–resource (direct, manager) (+2)
  • Evidence:
  • From resources/UNI/UNI-011.md: - Owner Unit: Division of Academic Affairs

TTS-003 — Theatre Technology & Design Programs

  • Type: resource
  • Score: 22
  • Matched query terms: production, technology
  • Matched synonym terms: lighting
  • Why matched:
  • query keyword 'technology' in name (+5)
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-075 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-076 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-112 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-113 (+2; not synonym evidence)
  • Graph connections:
  • PER-075 via person–resource (direct, director) (+2)
  • PER-076 via person–resource (direct, director) (+2)
  • PER-112 via person–resource (direct, faculty_lead) (+2)
  • PER-113 via person–resource (direct, faculty_lead) (+2)
  • PER-114 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/TTS/TTS-003.md: - Owner Unit: The Theatre School

CDM-018 — Cinespace Camera Vault

  • Type: resource
  • Score: 21
  • Matched query terms: film, production
  • Matched synonym terms: camera, cinema, lighting, video
  • Why matched:
  • synonym 'camera' [film_media_production] in name (+3, weaker than query match)
  • query keyword 'film' in resource page (+3)
  • query keyword 'production' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'cinema' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'video' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-070 (+2; not synonym evidence)
  • Graph connections:
  • PER-070 via person–resource (direct, manager) (+2)
  • PER-106 via person–resource (direct, manager) (+2)
  • Evidence:
  • From resources/CDM/CDM-018.md: - Owner Unit: Jarvis College of Computing and Digital Media

MUS-001 — Sound Recording Technology (SRT) Program & Studios

  • Type: resource
  • Score: 19
  • Matched query terms: production, technology
  • Matched synonym terms: lighting
  • Why matched:
  • query keyword 'technology' in name (+5)
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-018 (+2; not synonym evidence)
  • 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 PER-021 (+2; not synonym evidence)
  • Graph connections:
  • PER-018 via person–resource (direct, director) (+2)
  • PER-019 via person–resource (affiliation, affiliated_faculty) (+1)
  • PER-020 via person–resource (affiliation, affiliated_faculty) (+1)
  • PER-021 via person–resource (direct, technical_support) (+2)
  • Evidence:
  • From resources/MUS/MUS-001.md: - Owner Unit: School of Music

CDM-020 — SCA Post-Production & Animation Labs

  • Type: resource
  • Score: 16
  • Matched query terms: production
  • Matched synonym terms: cinema, editing
  • Why matched:
  • query keyword 'production' in name (+5)
  • query keyword 'production' in resource page (+3)
  • synonym 'cinema' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'editing' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-072 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-073 (+2; not synonym evidence)
  • Graph connections:
  • PER-072 via person–resource (direct, director) (+2)
  • PER-073 via person–resource (direct, manager) (+2)
  • Evidence:
  • From resources/CDM/CDM-020.md: - Owner Unit: Jarvis College of Computing and Digital Media

TTS-001 — Scene, Prop & Costume Shops

  • Type: resource
  • Score: 15
  • Matched query terms: production, technology
  • Matched synonym terms: lighting
  • Why matched:
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-075 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-076 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-112 (+2; not synonym evidence)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • PER-075 via person–resource (direct, director) (+2)
  • PER-076 via person–resource (direct, director) (+2)
  • PER-112 via person–resource (direct, faculty_lead) (+2)
  • PER-113 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/TTS/TTS-001.md: - Owner Unit: The Theatre School

CDM-017 — Loop Equipment Center ("The Cage")

  • Type: resource
  • Score: 14
  • Matched query terms: film, production
  • Matched synonym terms: camera, cinema, lighting
  • Why matched:
  • query keyword 'film' in resource page (+3)
  • query keyword 'production' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'cinema' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-069 (+2; not synonym evidence)
  • Graph connections:
  • PER-069 via person–resource (direct, manager) (+2)
  • Evidence:
  • From resources/CDM/CDM-017.md: - Owner Unit: Jarvis College of Computing and Digital Media

ART-004 — Art School Photography & Digital Labs

  • Type: resource
  • Score: 13
  • Matched query terms: film, production, technology
  • Matched synonym terms: camera, lighting
  • Why matched:
  • query keyword 'film' in resource page (+3)
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/ART/ART-004.md: - Owner Unit: College of Liberal Arts and Social Sciences

TTS-002 — Theatre Performance Venues (Watts/Healy)

  • Type: resource
  • Score: 13
  • Matched query terms: production, technology
  • Matched synonym terms: lighting
  • Why matched:
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-112 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-113 (+2; not synonym evidence)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • Graph connections:
  • PER-112 via person–resource (direct, faculty_lead) (+2)
  • PER-113 via person–resource (direct, faculty_lead) (+2)
  • PER-114 via person–resource (affiliation, affiliated_faculty) (+1)
  • Evidence:
  • From resources/TTS/TTS-002.md: - Owner Unit: The Theatre School

CDM-019 — Cinespace Grip & Electric ("The Shack")

  • Type: resource
  • Score: 12
  • Matched query terms: film, production
  • Matched synonym terms: camera, cinema, lighting
  • Why matched:
  • query keyword 'film' in resource page (+3)
  • query keyword 'production' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'cinema' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/CDM/CDM-019.md: - Owner Unit: Jarvis College of Computing and Digital Media

ART-001 — Art School Facilities

  • Type: resource
  • Score: 10
  • Matched query terms: production, technology
  • Matched synonym terms: media production, video
  • Why matched:
  • synonym phrase 'media production' [film_media_production] in resource page (+2, weaker than query match)
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'video' [film_media_production] in resource page (+2, weaker than query match)
  • 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: production, technology
  • Matched synonym terms: camera, lighting
  • Why matched:
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'camera' [film_media_production] in resource page (+2, weaker than query match)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • Evidence:
  • From resources/ART/ART-002.md: - Owner Unit: College of Liberal Arts and Social Sciences

MUS-003 — Holtschneider Performance Center & Allen Recording Suite

  • Type: resource
  • Score: 10
  • Matched query terms: production, technology
  • Matched synonym terms: lighting
  • Why matched:
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • synonym 'lighting' [film_media_production] in resource page (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-021 (+2; not synonym evidence)
  • Graph connections:
  • PER-021 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/MUS/MUS-003.md: - Owner Unit: School of Music

MUS-002 — SRT Curriculum

  • Type: resource
  • Score: 8
  • Matched query terms: production, technology
  • Matched synonym terms: —
  • Why matched:
  • query keyword 'production' in resource page (+3)
  • query keyword 'technology' in resource page (+3)
  • graph-connected entity bonus: linked to PER-018 (+2; not synonym evidence)
  • Graph connections:
  • PER-018 via person–resource (direct, director) (+2)
  • Evidence:
  • From resources/MUS/MUS-002.md: - Owner Unit: School of Music

6. Relevant people

PER-112 — Christine Binder

  • Type: person
  • Score: 19
  • Matched query terms: production, technology
  • Matched synonym terms: lighting
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • query keyword 'technology' in person fields (+5)
  • synonym 'lighting' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to TTS-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to TTS-002 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to TTS-003 (+2; not synonym evidence)
  • Graph connections:
  • TTS-001 via person–resource (direct, faculty_lead) (+2)
  • TTS-002 via person–resource (direct, faculty_lead) (+2)
  • TTS-003 via person–resource (direct, faculty_lead) (+2)

PER-040 — Shayna Connelly

  • Type: person
  • Score: 18
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: medium
  • Why matched:
  • query keyword 'film' in person fields (+5)
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] 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 GRA-004 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to OUT-004 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via person–resource (affiliation, affiliated_faculty) (+1)
  • GRA-004 via person–grant (PI) (+2)
  • OUT-004 via person–output (+2)

PER-072 — Meghann Artes

  • Type: person
  • Score: 18
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'film' in person fields (+5)
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] 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-020 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to OUT-005 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via person–resource (affiliation, affiliated_faculty) (+1)
  • CDM-020 via person–resource (direct, director) (+2)
  • OUT-005 via person–output (+2)

PER-107 — Brian Andrews

  • Type: person
  • Score: 17
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'film' in person fields (+5)
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to OUT-001 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via person–resource (direct, faculty_lead) (+2)
  • OUT-001 via person–output (+2)

PER-108 — John Psathas

  • Type: person
  • Score: 16
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'film' in person fields (+5)
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] 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-003 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via person–resource (affiliation, affiliated_faculty) (+1)
  • OUT-003 via person–output (+2)

PER-106 — Eric Liberacki

  • Type: person
  • Score: 15
  • Matched query terms: production
  • Matched synonym terms: camera, cinema
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • synonym 'camera' [film_media_production] in person fields (+3, weaker than query match)
  • synonym 'cinema' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to CDM-018 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via person–resource (direct, manager) (+2)
  • CDM-018 via person–resource (direct, manager) (+2)

PER-113 — Stephanie Farina

  • Type: person
  • Score: 15
  • Matched query terms: production, technology
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • query keyword 'technology' in person fields (+5)
  • graph-connected entity bonus: affiliation-only link (+1; not synonym evidence)
  • graph-connected entity bonus: linked to TTS-002 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to TTS-003 (+2; not synonym evidence)
  • Graph connections:
  • TTS-001 via person–resource (affiliation, affiliated_faculty) (+1)
  • TTS-002 via person–resource (direct, faculty_lead) (+2)
  • TTS-003 via person–resource (direct, faculty_lead) (+2)

PER-076 — Sally Dolembo

  • Type: person
  • Score: 12
  • Matched query terms: technology
  • Matched synonym terms: lighting
  • Confidence: high
  • Why matched:
  • query keyword 'technology' in person fields (+5)
  • synonym 'lighting' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to TTS-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to TTS-003 (+2; not synonym evidence)
  • Graph connections:
  • TTS-001 via person–resource (direct, director) (+2)
  • TTS-003 via person–resource (direct, director) (+2)

PER-021 — Mike Sportiello

  • Type: person
  • Score: 11
  • Matched query terms: production
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • graph-connected entity bonus: linked to MUS-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to MUS-003 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to MUS-004 (+2; not synonym evidence)
  • Graph connections:
  • MUS-001 via person–resource (direct, technical_support) (+2)
  • MUS-003 via person–resource (direct, director) (+2)
  • MUS-004 via person–resource (direct, director) (+2)

PER-109 — Wendy Roderweiss

  • Type: person
  • Score: 11
  • Matched query terms: production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] 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-002 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via person–resource (affiliation, affiliated_faculty) (+1)
  • OUT-002 via person–output (+2)

PER-069 — Nick Schmidt

  • Type: person
  • Score: 10
  • Matched query terms: production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CDM-017 (+2; not synonym evidence)
  • Graph connections:
  • CDM-017 via person–resource (direct, manager) (+2)

PER-073 — Sandy Gordon

  • Type: person
  • Score: 10
  • Matched query terms: production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'production' in person fields (+5)
  • synonym 'cinema' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CDM-020 (+2; not synonym evidence)
  • Graph connections:
  • CDM-020 via person–resource (direct, manager) (+2)

PER-018 — Ryan Freeland

  • Type: person
  • Score: 9
  • Matched query terms: technology
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'technology' in person fields (+5)
  • graph-connected entity bonus: linked to MUS-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to MUS-002 (+2; not synonym evidence)
  • Graph connections:
  • MUS-001 via person–resource (direct, director) (+2)
  • MUS-002 via person–resource (direct, director) (+2)

PER-075 — Shane Kelly

  • Type: person
  • Score: 9
  • Matched query terms: technology
  • Matched synonym terms: —
  • Confidence: high
  • Why matched:
  • query keyword 'technology' in person fields (+5)
  • graph-connected entity bonus: linked to TTS-001 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to TTS-003 (+2; not synonym evidence)
  • Graph connections:
  • TTS-001 via person–resource (direct, director) (+2)
  • TTS-003 via person–resource (direct, director) (+2)

PER-070 — Clarisse Callahan

  • Type: person
  • Score: 8
  • Matched query terms: —
  • Matched synonym terms: camera, cinema
  • Confidence: high
  • Why matched:
  • synonym 'camera' [film_media_production] in person fields (+3, weaker than query match)
  • synonym 'cinema' [film_media_production] in person fields (+3, weaker than query match)
  • graph-connected entity bonus: linked to CDM-018 (+2; not synonym evidence)
  • Graph connections:
  • CDM-018 via person–resource (direct, manager) (+2)

7. Relevant grants

GRA-004 — A Psychogeography of Mourning

  • Type: grant
  • Score: 7
  • Matched query terms: film
  • Matched synonym terms: cinema
  • Confidence: medium
  • Why matched:
  • query keyword 'film' in grant fields (+3)
  • synonym 'cinema' [film_media_production] in grant fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to PER-040 (+2; not synonym evidence)
  • Graph connections:
  • PER-040 via person–grant (PI) (+2)

GRA-014 — The Queens of Infinite Space

  • Type: grant
  • Score: 5
  • Matched query terms: production
  • Matched synonym terms: —
  • Confidence: medium
  • Why matched:
  • query keyword 'production' in grant fields (+3)
  • graph-connected entity bonus: linked to PER-050 (+2; not synonym evidence)
  • Graph connections:
  • PER-050 via person–grant (PI) (+2)

GRA-006 — Magnificent Disrupter

  • Type: grant
  • Score: 2
  • Matched query terms: —
  • Matched synonym terms: editing
  • Confidence: medium
  • Why matched:
  • synonym 'editing' [film_media_production] in grant fields (+2, weaker than query match)

8. Relevant publications

PUB-032 — Avant-garde Videogames: Playing with Technoculture

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

9. Relevant outputs

OUT-001 — The Lagoon

  • Type: output
  • Score: 14
  • Matched query terms: film, production
  • Matched synonym terms: cinema, sound stage
  • Confidence: high
  • Why matched:
  • synonym phrase 'sound stage' [film_media_production] in output fields (+2, weaker than query match)
  • query keyword 'film' in output fields (+3)
  • query keyword 'production' in output fields (+3)
  • synonym 'cinema' [film_media_production] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-107 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via output–resource (+2)
  • PER-107 via person–output (+2)

OUT-004 — The Tensile Strength of Air

  • Type: output
  • Score: 14
  • Matched query terms: film, production
  • Matched synonym terms: cinema, sound stage
  • Confidence: high
  • Why matched:
  • synonym phrase 'sound stage' [film_media_production] in output fields (+2, weaker than query match)
  • query keyword 'film' in output fields (+3)
  • query keyword 'production' in output fields (+3)
  • synonym 'cinema' [film_media_production] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-040 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via output–resource (+2)
  • PER-040 via person–output (+2)

OUT-002 — Inferno

  • Type: output
  • Score: 12
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'film' in output fields (+3)
  • query keyword 'production' in output fields (+3)
  • synonym 'cinema' [film_media_production] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-109 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via output–resource (+2)
  • PER-109 via person–output (+2)

OUT-003 — Bernadette

  • Type: output
  • Score: 12
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'film' in output fields (+3)
  • query keyword 'production' in output fields (+3)
  • synonym 'cinema' [film_media_production] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-108 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via output–resource (+2)
  • PER-108 via person–output (+2)

OUT-005 — Oh Baby!

  • Type: output
  • Score: 12
  • Matched query terms: film, production
  • Matched synonym terms: cinema
  • Confidence: high
  • Why matched:
  • query keyword 'film' in output fields (+3)
  • query keyword 'production' in output fields (+3)
  • synonym 'cinema' [film_media_production] in output fields (+2, weaker than query match)
  • graph-connected entity bonus: linked to CDM-016 (+2; not synonym evidence)
  • graph-connected entity bonus: linked to PER-072 (+2; not synonym evidence)
  • Graph connections:
  • CDM-016 via output–resource (+2)
  • PER-072 via person–output (+2)

OUT-006 — Insert Coin: Inside Midway's Arcade Revolution

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

10. Relevant courses / equipment

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

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.