Placing the City: Exploring John Paskievich’s Photographs of Winnipeg's North End as Visual Cartography
Bibliographic record
Abstract
Produced over a forty year span starting in 1976, John Paskievich's photographs of the North End of Winnipeg occupy a distinct space in the photographic history of the city.Ranging from local streetscapes to portraits of community members, this diverse grouping of images take on qualities similar to the 'New Documents,' and use irony and the snap shot aesthetic to construct a renewed topography of his community.Taken during his many walks around the North End, these photographs are phenomenologically local.Drawing from Henri Lefebvre's notion of "the social production of space," and Ariella Azoulay's framing of the photograph as an encounter, this thesis argues that these images engage in a practice of 'placing.'Considering the photograph as an active object with the capacity to both produce space and incite citizenship, this project aims to reframe how we conceptualize photography, urban space, and the agency of the spectator.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.019 | 0.011 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".