Electoral behaviour behind the gates: partisanship and political participation among Canadian gated community residents
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
Gated communities have been characterised as representing processes of ‘forting up’ and ‘civic secession’, in which their residents use gating as a strategy for withdrawing from political life and from taking collective responsibility for others. The assumption is that the residents of private gated communities should be less likely to participate in political life, and/or be more likely to support political parties on the right who advocate privatisation, reduced government expenditures and lower taxes. If the act of living in a gated community is associated with either greater support for parties and policies on the right of the political spectrum, or limited political participation, then the growth of such forms of privatised communities has potential implications for the future of urban politics and even for national political systems. However, despite surveys that have dealt with social attitudes ‘behind the gates’, insufficient attention has been paid to the politics of gated community residents. This paper fills this gap through a comparative analysis of electoral behaviour during the 2006 federal election at the level of the polling station. Electoral participation and partisanship in 27 gated communities in three Canadian metropolitan areas is compared against that of non‐gated residents. Regression analysis is conducted in order to determine whether gated community residents differ from their non‐gated counterparts in the way they vote and their levels of electoral turnout, after controlling for social composition. The potential implications of this research are then discussed.
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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 | 0.001 | 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