Dispositional Immobility: An Analysis of Non-Decisions as Public Policy in Alberta’s City-Regions
Bibliographic record
Abstract
For local governments in city-regions, the term “dispositional immobility” can be applied in situations where the question of municipal restructuring becomes an arena for permanent public policy non-decisions. Disposition is here used to mean both the inherent qualities of persons and communities, and the arrangement of the structures within an area. It is argued that administrative stasis results as dispositional immobility creates tactical political barriers to innovation, and policy inaction becomes a deliberate response. In Alberta, city-regions since the 1950s have preserved multiple autonomous municipalities rather than initiating centripetal reforms as is the case elsewhere in Canada. An analysis of the province and its leadership during the past half-century suggests reasons for this entrenched dispositional immobility within the institutional culture of Alberta’s city-regions. Our conclusion suggests that the time has come to rethink and challenge the long-standing and unquestioned continuation of the city-regional structural status quo.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.005 | 0.010 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.003 |
| 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".