Planning and well-being: Aesthetic perceptions in a deindustrializing landscape
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
Halifax has experienced an uneven landscape of deindustrialization since the late 1970's. Theformer city of Dartmouth, now a planning region within greater Halifax, is an area which has remained quite industrial relative to the Halifax peninsula. The Imperial Oil refinery was a part of this remnant industrial landscape. Situated in the neighbourhood of South Woodside, the refinery has been a prominent feature on the waterfront skyline for almost a century. It is understood, appreciated, and despised differently according to different actors and observers— creating both stigmatization, wonder. The impacts of its presence are similarly dispersed. The refinery closure was met with sadness, ambivalence, but also, quite a bit of relief. The dynamics between lived experiences, and the broader global context and forces, shape future possibilities for community development, and there is a the tendency for poor engagement among different acting bodies—a function of an entrepreneurial mode of development. The poor coordination of planning efforts, and imbalanced power in decision making has resulted in a disengaged community. If justice were to be restored in land use decisions, there is potential to both restore well-being in a stigmatized community and take advantage of synergies between community capacity building and industrial development.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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