La RMR de Saguenay, entre croissance et décroissance, perceptions et interventions des acteurs locaux
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
Since around twenty years, the Saguenay CMA seems to have underwent a population decline and important economic transformations, wich would have confronted citizens and local actors to a situation of a possible decline. In a context of an ageing population generalized to the whole Quebec, the Saguenay CMA can be seen as a precursor territory of the population decline phenomenon for a medium-sized city. Itâs the scale and the extent of the phenomenon wich seem to have become more important. In this context, is it possible to reverse the situation from an urban planning based on growth, to a planning that takes into account the possiblity of the decrease and the ageing of the population, as well as the reorganization of econimic activities? \n\nThe analysis of the actorsâs speech, who are involved in planning, economic development and politics, raise the question of the difficulty to conceive the decrease of the population and the economic tranformations, not as an occasional phenomenon, but as a possibly structural phenomenon that may last over time. The subject of the decline seems to generate a form of discomfort among the actors, going even to the complete reject of the situation as a possible reality. For several, the eventuality of a generalized decline is inconceivable, the decrease can be perceived as a political failure. It appears that most of the strategies put in place to correct the situation, are based on the goal of a return to the growth. From the signs in the built framework, through the strategy of territorial marketing and municipal interventionism, until the appearance of urban brownfields, the impacts of the population decrease and the economic transformations seems, for the greater part very subtile, but to be present on the territory of the CMA. The shrinking cities phenomenon is observed in this study according to a new approach that confronts the actorsâs speech, the territory reality and the analysis of the economic and demographic dynamics. It is thus an exploratory research wich tries to question the current way of thinking the urban growth.
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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 | 0.000 | 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 | 0.000 | 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