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 Since the turn of the century, historians have focused on the diverse representations of the past, recognizing that traditional spaces (e.g., museums, statuary, and public commemorations) no longer have a monopoly on the public dissemination of history. This article explores representations of the past from an unusual place: punk rock music and the Canadian band Propagandhi (1986–present). It asks: Can we read history through punk rock? If so, what do we learn? Punks’ treatment of the past should be integrated into how we evaluate public consumption of history. While Propagandhi does not create new knowledge, their music acts as an alternative historical epistemology that tracks alongside professional historians. This article explains how punks have integrated historical material similar to the aesthetics used in punk zines, fashions, and record designs. It then analyzes Propagandhi’s focus on hypocrisy in punk communities through a historical framework, their perception of the early modern European epistemological origins of animal abuse, and their performance of a social history that magnifies the experiences of marginalized peoples.
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