In the Pursuit of Permanence, Is There Only Persistence? \nContemporary Graffiti Practices in Toronto
Bibliographic record
Abstract
This Major Research Paper is an intimate survey of current graffiti practices in Toronto, Ontario, Canada. Based on interviews with three graffiti practitioners, as well as theoretical secondary sources, this paper provides a conceptual analysis of graffiti’s contemporary perceived value and use in terms of subculture, popular culture and art history. This includes a brief contextual history, and definitions of pertinent terms within the graffiti practice. This paper considers the growth and versatility of graffiti as an artistic movement and frames its findings within two themes: persistence and permanence. This paper ultimately demonstrates that graffiti does not take its value from transcending its existence (seeking value through traditional venues of validation); instead, its significance lies precisely in its continued existence on the streets. Contemporary graffiti finds permanence beyond periodization by balancing its presence in both in subcultural communities and within a great popular culture.
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.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.013 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".