Nonhuman Animal Rights, Alternative Food Systems, and the Non-Profit Industrial Complex
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
Alternative food systems (namely the humane product movement) have arisen to address societal concerns with the treatment of Nonhuman Animals in food production. This paper presents an abolitionist Nonhuman Animal rights approach (Francione, 1996) and critiques these alternative systems as problematic in regards to goals of considering the rights or welfare of Nonhuman Animals. It is proposed that the trend in social movement professionalization within the structure of a non-profit industrial complex will ultimately favor compromises like “humane” products over more radical abolitionist solutions to the detriment of Nonhuman Animals. This paper also discusses potential compromises for alternative food systems that acknowledge equal consideration for Nonhuman Animals, focusing on grassroots veganism as a necessary component for consistency and effectiveness.
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) | 0.000 | 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