Main street at the crossroads : towards an inclusive strategy for revitalising the southern zone of Ottawa's Bank Street Promenade
Bibliographic record
Abstract
Ottawa's Bank Street Promenade was created in 1972, with a mandate to beautify and promote Bank Street from Wellington Street to Gladstone Avenue as a downtown shopping area. Twenty six years later, the purpose of this particular applied geography exercise was to develop a research-based, inclusive "made in Ontario" main street revitalisation strategy for the eleven block faces of the southern zone of the Bank Street Promenade in Ottawa's Centretown neighbourhood. This section of Bank Street has continued to lose its locational advantage due to — among other things — the impacts of: population deconcentration and decentralisation; a demographic shift in Centretown; the burgeoning growth of Ottawa's peripheral, low density, multinodal urban sprawl zone; and, the significant growth of the suburban commercial and retail sectors that provide goods and services to these areas. The recommended policies/programs form the basis of an achievable revitalisation strategy for the Bank Street Promenade's southern zone.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".