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
As calls for reparations to indigenous peoples grow on every continent, issues around resource extraction and dispossession raise complex legal questions. What do these disputes mean to those affected? How do the narratives of indigenous people, legal professionals, and the media intersect? In this richly layered and nuanced account, Pooja Parmar focuses on indigeneity in the widely publicized controversy over a Coca-Cola bottling facility in Kerala, India. Juxtaposing popular, legal, and Adivasi narratives, Parmar examines how meanings are gained and lost through translation of complex claims into the languages of social movements and formal legal systems. Included are perspectives of the diverse range of actors involved, based on interviews with members of Adivasi communities, social activists, bureaucrats, politicians, lawyers, and judges. Presented in clear, accessible prose, Parmar's account of translation enriches debates in the fields of legal pluralism, indigeneity, and development.
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 | 0.001 |
| 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