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
Geographically, demographically, and politically, South Africa and Canada are two countries that are very far apart. What they have in common are indigenous populations, which, because of their historical and ongoing experience of colonization and dispossession, share a hunger for land and human dignity. Based on extensive research carried out in both countries, A Common Hunger is a comparative work on the history of indigenous land rights in Canada and post-apartheid South Africa. Joan Fairweather has constructed a balanced examination of the impact of land dispossession on the lives of indigenous peoples in both countries and their response to centuries of European domination. By reclaiming rights to the land and an equitable share in the wealth-producing resources they contain, the first peoples of Canada and South Africa are taking important steps to confront the legacies of poverty that characterize many of their communities. A Common Hunger provides historical context to the current land claim process in these two former British colonies and examines the efforts of governments and the courts to ensure that justice is done.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.988 | 0.808 |
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