Animals in the Public Debate: Welfare, Rights, and Conservationism in India
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
This paper proposes a survey of the many ways in which people look at and deal with animals in contemporary India. On the basis of ethnographic research and of multiple written sources (judgments, newspapers, websites, legal files, activist pamphlets, etc.), I present some of the actors involved in the animal debate—animal activists, environmental lawyers, judges, and hunter-conservationists—who adopt different, though sometimes interconnected, approaches to animals. Some of them look at animals as victims that need to be rescued and treated in the field, others fight for animals in Parliament or in Court so that they can be entitled to certain rights, others are concerned with the issue of species survival, where the interest of the group prevails on the protection of individual animals. In the context of a predominantly secularist background of the people engaged in such debates, I also examine the role that religion may, in certain cases, play for some of them: whether as a way of constructing a Hindu or Buddhist cultural or political identity, or as a strategic argument in a legal battle in order to obtain public attention. Lastly, I raise the question of the role played by animals themselves in these different situations—as intellectual principles to be fought for (or to be voiced) in their absence, or as real individuals to interact with and whose encounter may produce different kinds of sometimes conflicting emotions.
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 | 0.001 | 0.000 |
| 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 | 0.000 |
| 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