The Spread of Commuter Development in the Eastern Shore Zone of Halifax, Nova Scotia, 1920-1988
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study uses evidence from archival and recent topographic maps to plot developing patterns of commuter-induced residential construction in the Eastern Shore sector of the Halifax commuter zone. Building counts were made from 1:50,000 topographic maps surveyed in 1917-20 (pre-commuter situation), 1960—7 (early commuter), and 1988 (mature commuter), and the mapped patterns were analyzed visually and statistically. Both regionally and locally, a typical sequence of development is apparent and is discussed with examples. The evolving pattern of development has been moulded by five sets of variables: access, services, environment, socio-cultural factors, and planning. Some variables operate primarily at the regional scale (notably distance to the city centre), some at the district level (notably distance to an elementary school), and some are highly localized (e.g., the availability of road frontage). The results may be useful for anticipation and control of future development.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it