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
Life-writing by punks has grown at a remarkable rate and constitutes a significant new addition to the canon of punk cultural production that deserves an equal place alongside music, fashion, and zines. Punk has always sought to document itself in the form of recordings, film, photography, fanzines, and video. It is time to add memoirs to these archival impulses and examine how punk culture is now mediated and sustained by autobiography. Whereas punk life writing might be dismissed as so many nostalgic trips down memory lane, this article begins from the premise that writing about a life involves more than nostalgia. Considering punk memoirs as works that offer new ways of thinking about a life attached to punk, this article surveys a broad range of punk memoirs and asks questions that reframe some punk scholarship by emphasizing how individuals live within and outside of punk simultaneously. What are some of the dominant features of punk memoirs? What kinds of interventions do they make? How do they introduce and develop particular ways of documenting and thinking about punk culture and its legacies? How does life writing about the past transform punk in the present? What ways of thinking, lines of inquiry, understanding, and feelings do memoirs establish and examine as central to the thought of punk, in particular, and the study of culture more broadly? The article seeks to demonstrate how these trajectories might shift and renovate work undertaken by scholars of punk.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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