The Ties that Bind: Family Surveillance of Canadian Parolees
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
This article combines the Foucauldian governmentality principles of managing troublesome populations with the actual everyday institutional discourse at parole hearings. The article illuminates how parole board members, inmates, and inmates' family members participate collaboratively in the construction of inmate identities as either parolees who should be released to the community or as prisoners who should remain in prison. The Foucauldian governmentality principles are complemented by a family attachment perspective whereby an offender's stake in conformity is promoted. Board members use a typology of caring and uncaring families to organize the parole hearings. This typology includes caring inmate mothers, caring inmate fathers, caring female partners uncaring inmate fathers, uncaring male partners, and uncaring female partners.
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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 | 0.001 | 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