What's Feminist About Open Access? A Relational Approach to Copyright in the Academy
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
In a context of great technological and social change, existing intellectual property regimes such as copyright must contend with parallel forms of ownership and distribution. Proponents of open access, for example, question and undermine the paradigm of exclusivity central to traditional copyright law, thereby fundamentally challenging its ownership structures and the publishing practices these support. In this essay, we attempt to show what it is about the open access endeavour that resonates with a feminist theory of law and society—in other words, we consider what is “feminist” about open access. First, we provide an overview of a relational feminist critique of traditional copyright law and the assumptions of possessive individualism that pervade it. We then offer a brief description of the open access movement and the way in which it reflects or responds to this criticism. In doing so, we discover vital synergies between this branch of feminist legal theory and the open access movement. Ultimately, we hope to underscore the importance of an open access policy for legal journals such as this one, whose mission is to support, advance and disseminate a feminist perspective that challenges the prevailing hegemony within traditional legal scholarship. We conclude by offering ways in which this journal can help draw out the synergies between feminist criticism and the open access movement.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Science and technology studiesScholarly communicationOpen science Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Theoretical or conceptual | low |
| gpt | Scholarly communicationOpen science Domain: not available · Genre: Other About the Canadian research system: no · About a Canadian topic: no | Theoretical or conceptual | high |
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 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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