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Record W6966592636 · doi:10.4000/14b94

Secrets in Plain Sight: The Signs of Lkwungen and Public Art in Victoria, Canada

2025· article· en· W6966592636 on OpenAlexaboutno aff

Bibliographic record

VenueTransatlantica · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Spaces through Art
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)Context (archaeology)Subject (documents)Filter (signal processing)Population

Abstract

fetched live from OpenAlex

Victoria, British Columbia was established as a Hudson’s Bay Company fort on the historic lands of the Lkwungen people in 1843. Once the fort had been constructed, the Lkwungen built a village across from it known as Songhees. In 1886, Victoria became the Pacific terminus where the Canadian Pacific Railway rail lines intersected with its steamer service and created a direct route between Liverpool and Hong Kong. Victoria’s Inner Harbor was redesigned as a focal point for an architectural narrative espousing the city’s colonial history, connecting commercial enterprise with government and removing any indication of Lkwungen presence. In 1911, the federal government expropriated Songhees land to extend the railway, further removing the Lkwungen from their territories. After the Second World War, reform movements in support of Aboriginal rights, land claims, and political enfranchisement stimulated the popularity of Aboriginal material culture, including the totem pole. Through the 1950s and 1960s, a series of Kwakwaka’wakw carvers were commissioned by different governmental agencies to carve and raise poles and other public monuments of cultural and political significance. Beginning in the 1990s, the installation of Lkwungen public art, including the 2008 Signs of Lkwungen by Butch Dick, reasserted Lkwungen histories, language and ownership at specific geographic sites throughout the city. The combination of geography, art and its spatial and narrative juxtapositions within the architectural context of a regional imperial capital complexifies how monuments and iconic architecture convey historical knowledge and how we read and experience the city.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.095
Threshold uncertainty score0.689

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.004
Science and technology studies0.0350.014
Scholarly communication0.0130.003
Open science0.0020.006
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0120.001

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 head0.010
GPT teacher head0.258
Teacher spread0.248 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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