Narrating COVID and captivity in Italy: ‘no prison’ writings and the restorative potential of the penitentiary
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
Abstract Italy's prison overcrowding became world news in early March 2020, when the COVID-19 outbreak sparked riots in prisons across the country, causing the death of 13 inmates. As a crisis narrative, the COVID-19 pandemic made visible the deep, ongoing crisis of Italy's prison system and disclosed new conditions for critical thought on the restorative potential of the penitentiary system. This article first describes the impact of COVID-19 on Adriano Sofri's ‘no prison’ writings, starting from his column in Il Foglio on the prison uprisings in March that followed the announcement of the anti-COVID measures; it subsequently analyses the Italian response to the pandemic from an internal, practitioner-led perspective. By offering both a dialectic and an immanent perspective, it aims to develop new ways of understanding the detention system and enhance the social credibility of the penitentiary system in Italy beyond the constraints of COVID and the emergency logic.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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