Say ‘Yes!’ to peer review: Open Access publishing and the need for mutual aid in academia
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
Scholars are increasingly declining to offer their services in the peer review process. There are myriad reasons for this refusal, most notably the ever-increasing pressure placed on academics to publish within the neoliberal university. Yet if you are publishing yourself then you necessarily expect someone else to review your work, which begs the question as to why this service is not being reciprocated. There is something to be said about withholding one’s labour when journals are under corporate control, but when it comes to Open Access journals such denial is effectively unacceptable. Make time for it, as others have made time for you. As editors of the independent, Open Access, non-corporate journal ACME: An International Journal for Critical Geographies, we reflect on the struggles facing our daily operations, where scholars declining to participate in peer review is the biggest obstacle we face. We argue that peer review should be considered as a form of mutual aid, which is rooted in an ethics of cooperation. The system only works if you say ‘Yes’!
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 | 0.043 | 0.197 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.059 | 0.027 |
| Open science | 0.027 | 0.010 |
| Research integrity | 0.001 | 0.002 |
| 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