The polysemy of punishment memorialization: Dark tourism and Ontario's penal history museums
Why this work is in the frame
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Bibliographic record
Abstract
Contributing to debates about cultural representations of prisons and prisoners, as well as exploring the crossover between the dark tourism literature and cultural criminology, this article reflects on how penal museums in the province of Ontario, Canada, create and communicate meaning as it regards imprisonment and punishment. Drawing from field notes made after observations at penal museums located in central and eastern Ontario cities and towns, we contend that penal museum relics offer a polysemy of meaning to viewers, as critical, indifferent and punitive interpretations are possible. Based on analysis of tour guide narratives as well as penal relics, we explore how the process of memorialization in many of these museums is organized around the idea of penal reform, which positions imprisonment and punishment as remnants of the past and introduces a social distance between the punished and the penal spectator.
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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 | 0.001 | 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) | 0.002 | 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