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
The proclaimed aim of EcoDensity, an initiative of the former mayor of Vancouver, Canada, was the achievement of a more sustainable city development through densification of existing neighbourhoods. Since the invention of EcoDensity in summer 2006 it has become a highly debated topic. This paper aims at a critical analysis of how a planning strategy of densification tried to tie itself onto a discourse of sustainability, and also how it had to re-invent and reform itself through contestation and public debate in order to gain acceptance. Thus, the development of the strategy and its contestation are the focus of this paper. Theoretically informed by the theory on hegemony by Laclau and Mouffe, the paper shows why EcoDensity has been—although eventually approved by Council—a failing hegemonic strategy. By referring to a theory on hegemony, the paper theoretically captures practices and struggles around a particular ‘urban sustainability fix’.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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