Framing Regent Park: the National Film Board of Canada and the construction of ‘outcast spaces’ in the inner city, 1953 and 1994
Bibliographic record
Abstract
In 1953 and 1994, the National Film Board (NFB) of Canada produced two documentary films about Toronto’s Regent Park, the country’s first and largest low-income housing project. Farewell to Oak Street charted the dramatic ‘before’ and ‘after’ effects of public housing on the family, social and cultural life of the innercity dwellers whose ‘slum housing’ was demolished in the 1940s and early 1950s to make way for the pioneering housing scheme. In 1994 the NFB made Return to Regent Park. This time round, the film centred on the abject failure of Toronto’s steamrolling urban renewal plans and the efforts of activists to combat drugs, crime and the physical/social stigma of the project. This article argues that both NFB portrayals of the project contributed to the powerful moral and territorial stigmatization of inner-city workers and public housing tenants in the city.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.039 | 0.016 |
| Scholarly communication | 0.014 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 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".