Towards an Ethics of Unity: An Ecological Approach to Overcoming Dispossession in Academic Libraries
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
Crisis narratives are stories meant to persuade that one exists in a state of emergency. Under extractive capitalism, crisis narratives frame the scope of ethical behaviour in response to crisis. Once set, these crisis ethics promote conformity in labour practices to avoid catastrophe. Surrendering the means to self-define priorities, values, and identity of the academic library profession creates a more pliable work force. This essay uses critical and philosophical methods to apply lessons learned from landscapes ruined by extractive capitalism to professional library practice fractured by alienation, diremption, and dispossession. A critique of the exploitation of ethics of fear and hope is offered, along with a method for identifying these as they appear in crisis narratives. The essay concludes with a recommendation to pursue an ethics of unity, predicated on promoting flourishing through professional mutualism, dedication to direct action, and a focus on sustainability.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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