The Archaeology of Twentieth-Century Drug Paraphernalia at Her Majesty’s Penitentiary, St. John’s, Newfoundland and Labrador
Bibliographic record
Abstract
The use of cannabis, narcotics, and other intoxicants is widespread within North American prisons, where do-it-yourself instruments are fashioned, used, traded, discarded, and/or confiscated. This cycle contributes to the long-term record of material culture and provides an opportunity to study innovations employed by incarcerated persons. An assemblage of improvised devices for consuming illicit drugs (pipes, syringe, and decoys) from Her Majesty’s Penitentiary (HMP) in St. John’s, Newfoundland and Labrador, provides an opportunity to explore the culture of twentieth-century drug consumption at an exceptionally long-lived penal institution. The collection of drug paraphernalia dates between 1971 and 1983 and represents a palimpsest of curated items confiscated by correctional officers. By drawing upon actor-network theory and a folkloric approach to the material assemblage, we situate this local assemblage within the larger carceral context wherein individuals “make do.” These objects speak to longstanding and widely shared technological traditions, an accomplished do-it-yourself ethic amongst those incarcerated, and the complex entanglement of criminality, carceral practices, and drug use.
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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 | 0.001 | 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 | 0.009 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".