An Insufficient Record//Exploring the photo-ethics of preserving of Black Vancouver
Bibliographic record
Abstract
An Insufficient Record: The Photo Ethics of preserving Black Vancouver theorizes the afterlife of the City of Vancouver photographic archive, concerning the history of insufficient representation of Black Vancouverites and their lives in public space. A conduit for dialogical and collaborative collecting methodologies, the proposed exhibit intervenes with the archive, outlining a curatorial approach that identifies, contextualizes, and makes accessible reflections of the multiplicity of Blackness in Vancouver. Re-presenting and re-positioning 17 gelatin mugshots acquired from the City of Vancouver archive, An Insufficient Record malleablizes the varying vital relationship between the image and its object of representation, assessing the photographic constructions of race, the politics of human rights, identity formations, national narratives, and cultural memory. Juxtaposed within a new and speculatively valuable resource, the mugshots are presented with 50 portraits of Black and African self-identifying people, taken with clear subject autonomy. The archival images are assembled from official municipal holdings, provincial holdings, public arts and culture organizations, and special collections. Challenging the insufficient depository of knowledge contributing to the historical trajectory of restricting representations of Blackness to caricature, ethnographic object, or criminal, the proposed exhibit takes on a kind of cultural translation, examining the possibilities and structural limitations of transforming penal spectatorship to a participatory re-shaping and reading of the carceral images. An Insufficient Record exposes the strategic erasure of nuanced Black representation, which enables the City of Vancouver’s insufficient fonds to exist without question or complication. Speculating the role of curation and documentation in supporting collective movements beyond the public archive, the proposed exhibit visualizes and reinforces Black personal, political, and social presence. The curatorial space-making gesture imagines a system of photographic presentation and organization that engages Black Vancouver communities in the re-representation of their histories, and responds to demands to participate in national discourses of belonging to Canada’s past and present, readdressing historiographical challenges and their impact on archival record.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.037 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".