Bibliographic record
Abstract
Much of the extant popular culture literature points to the nihilistic and present-centred philosophies of material/image consumption common among North American youth enclaves. Few researchers, however, inspect how ascetic youth subcultures on the continent reject mainstream pressures to consume, and perform moral reformist work through the body. In this article, participant observation-based data collected on eastern Canadian practitioners of an ascetic lifestyle called ‘Straightedge’ are utilized to illustrate how social discipline and moral commentary is interactively displayed via ‘restrained’ body ritual. Practitioners of Straightedge express a quasi-religious conviction or sense of ‘calling’ to their rather Puritanical way of life, and view commitment to Straightedge as an ongoing marker of self-control and efficacy. Straightedge narratives suggest how the desire to pursue asceticism springs from a learned cultural habitus, and how the practice may be ‘read’ by others as a form of social protest. Practitioners stress how the calling to asceticism serves as a means of personal salvation, and how performing Straightedge encourages ‘civilized’ corporeal practice.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.062 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".