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Record W4410640232 · doi:10.5406/21518009.51.1.05

Radical Inclusivity: Crafting Community in Foundation Visual Arts Online

2025· article· en· W4410640232 on OpenAlex
Jennifer Wiebe

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueVisual Arts Research · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCultural Industries and Urban Development
Canadian institutionsnot available
Fundersnot available
KeywordsFoundation (evidence)The artsVisual arts educationVisual artsArts in educationSociologyPedagogyPsychologyArtHistoryArchaeology

Abstract

fetched live from OpenAlex

Abstract Covid-19 protocols in Canada created travel barriers for international learners and limited cohort size at the New Brunswick College of Craft and Design (NBCCD) in Fredericton, New Brunswick. In response, a fully online Foundation Visual Arts (FVA) certificate program was developed and launched in the Fall of 2021. It welcomed an international cohort of 18 students. Many of these students subsequently earned a seat in one of our diploma areas, moving to Canada to graduate from our college. “Community” is one of the core values at NBCCD; creating a sense of community was central to the development of the pilot program. Considerations of accessibility and inclusivity concerning language, time zones, neurodiversity, and technology were part of the cohort-based online pilot. These priorities support learner diversity and are directly related to the principles of Universal Design for Learning (UDL). Some tools designed to support learner diversity in the FVA online program have been adapted to hybrid use in the in-person studio classes at NBCCD. Now in its fourth year with doubled enrollment, the FVA online offers an inclusive and flexible learning opportunity for distance learners with diverse needs and preferences. It has become a proven pathway to continued study at NBCCD.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.819
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0030.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.257
GPT teacher head0.529
Teacher spread0.273 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it