“The Wall is the City”: A Narrative Analysis of Vancouver’s Post-Riot “Apology Wall”
Bibliographic record
Abstract
We conducted a narrative analysis of a collective narrative comprising inscriptions left on the locally famed “Apology Wall,” written by thousands of community members in the immediate aftermath of the 2011 Vancouver Stanley Cup Riot. In considering the Apology Wall as an “evocative object,” this study emphasized the significance of material objects as meaning-making devices. Interpretation of themes was conducted through a constructivist lens, specifically guided by literature concerning meaning-making following negative life events. Results bolstered the significance of the Wall as a sense-making device that provided a forum for the community to collectively share positive emotional expression, construct solidarity and collective identity, and express desires for restoration. By studying this collective narrative, the study not only illuminated how those affected constructed meaning after the Vancouver sports riot, but it also contributes to the literature on how communities, in general, make early sense of and respond to destructive events.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".