Bibliographic record
Abstract
Effective animal advocacy requires human-animal connexion. I apply a relational approach to unfold this insight into a praxis for animal advocates. Connexion grounds the affective relationships that so often motivate animal advocates. More importantly, it enables animal agency, the ability of animals to act and communicate in ways humans can experience and respond to. With connexion in mind, some weaknesses of previous reform efforts become apparent. I join these in the slogan "abolitionismas disconnexion." In so far as abolitionism draws humans and animals apart, it undermines the movement's social basis, limits its imaginative resources, and deprives animals of a deeper freedom. I evaluate political theories of animals and find that only some can frame a picture of humans and animals living together in connexion. I close by noting the limitations of the connexion lens-we cannot simply create connexions without also evaluating whether they are oppressive-and some practical policy measures that can be taken today to further the goods of connexion
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.059 | 0.059 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.092 |
| Scholarly communication | 0.018 | 0.024 |
| Open science | 0.004 | 0.014 |
| Research integrity | 0.025 | 0.036 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".